Parrot Security Guide
1.0.0
注意：您可以使用此方便的扩展标记PDF轻松地将此标记文件转换为VSCODE的PDF。
入门
获取软件
赌博
游戏开发
设置MacOS工作区
设置Windows 10工作区
在Linux上使用Android和Android应用
专业音频/视频编辑
Kubernetes
机器学习
机器人技术
开源安全性
差异隐私
云原生的发展
DevOps开发
联网
数据库
Parrot Security OS是一个开源的，基于Debian的Linux发行版，旨在用于各种信息安全任务，例如渗透测试，安全研究，计算机取证，逆向工程和加密。它带有伴侣作为默认桌面环境，由FrozenBox团队开发。
Parrot Security Edition是一种专门目的操作系统，旨在渗透测试和红色团队操作。它包含准备使用Pentest工具的完整武器库。
Parrot Home Edition是一种通用操作系统，具有典型的鹦鹉外观和感觉。此版本旨在日常使用，隐私和软件开发。可以手动安装鹦鹉工具，以组装自定义和轻巧的五边形环境。
鹦鹉物联网和云设备是为嵌入式设备，云环境，虚拟机和其他特殊部署而制作的鹦鹉安全特别版。
鹦鹉安全文档
Parrot Security Github
社区论坛
鹦鹉安全团队
捐赠给鹦鹉安全项目
Etcher是一种开源的跨平台软件，可轻松将操作系统图像刷到microSD卡或USB设备。
RUFUS是一个创建可引导USB驱动器的小应用程序，然后可以用于安装或运行Microsoft Windows，Linux或DOS。
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注1：所有这些软件也可以在其他流行的Linux发行版中获得，例如Debian，Linux Mint，Elementary OS，Pop！_OS，Fedora，Manjaro Linux，EndeaVouros和Arch Linux。
注2：对于不愿意使用命令行结帐的新用户，“基本应用程序”部分开始。另外，如果向下滚动，您会看到其他简单的方法来通过Flathub，Snap Store和Appimages获取软件应用程序。
Google Chrome浏览器
Microsoft Edge浏览器
视觉工作室代码或VScodium
微软团队
Microsoft 365带有办公应用程序（以前是在线办公室）
Google Workspace（以前为G Suite）
飞涨
如何在Ubuntu上安装iCloud
Pcloud是安全的云存储（例如GoogleDrive），您可以在其中存储，共享和处理所有文件。您可以在任何设备上访问它们。
Jitsi Meet是一种完全加密的100％开源视频会议解决方案。
Cisco Webex Web应用程序是基于Web的Cisco WebEx视频会议解决方案的版本。
松弛
Trello Web应用程序
Skype
不和谐
TeamViewer
Spotify
Apple Music（Web）是Apple Music的Web应用程序版本，该版本在Safari，Google Chrome和Mozilla Firefox中运行。
MATLAB Online允许用户通过Google Chrome等网络浏览器启动MATLAB和SIMULINK。
Adobe Lighroom Online Photo Editor是Adobe Photoshop Lightroom的在线网络版本。登录应用所需的Adobe帐户。
Adobe Spark（Web）是一个应用程序，可让您制作凉爽的社交图形，简短的视频和网页。登录应用所需的Adobe帐户。
Photopea是支持PSD，XCF，Sketch，XD和CDR格式的高级在线图像编辑器。 （Adobe Photoshop，GIMP，Sketch App，Adobe XD，Coreldraw）。
Master PDF编辑器很简单，易于使用的应用程序可以使用配备强大多功能功能的PDF文档。使用Master PDF编辑器，您可以轻松查看，创建和修改PDF文档。
CrossoverLinux®是Microsoft Windows兼容性层（基于葡萄酒（Wine不是模拟器））。交叉兼容性层使数千个基于Windows的应用程序可以在Linux，MacOS或Chrome OS上运行。
Linux的WinApps是一个程序，该程序运行Windows应用程序，例如Linux（Ubuntu/Fedora）中的Microsoft Office和Adobe和GNOME/KDE，就像它们是本机OS的一部分一样，包括用于右键单击特定Mime类型的文件以打开它们。
Davinci Resolve Video Editor是完整的视频编辑解决方案，它结合了专业的8K编辑，色彩校正，视觉效果和音频帖子制作，全部将其全部组合为一个软件工具。
Reaper Audio编辑器是针对计算机的完整数字音频生产应用程序，它提供了完整的MultiTrack Audio和MIDI录制，编辑，处理，混合和掌握工具集。
Flameshot是一种功能强大但易于使用屏幕快照软件。
Linux的时移是一个应用程序，可提供类似于Windows中的系统还原功能和Mac OS中的Time机床的功能。时移可以通过定期进行文件系统的增量快照来保护您的系统。这些快照可以在以后还原以撤消对系统的所有更改。
Stacer是一种开源系统优化器和应用程序监视器，可帮助用户管理其整个系统。也可以作为附属物使用。
本机Fier是一种命令行工具，可轻松为任何具有最小配置的网站创建桌面应用程序。应用程序由OS可执行文件（.App，.exe等）中的Electron（在引擎盖下使用铬）包裹，以在Windows，MacOS和Linux上使用。
App Outlet是一家受Linux App Store在线服务启发的通用应用程序商店（Flatpaks，快照和附属）。
Snap Store是用于快照应用程序的构建和分销服务。
快照论坛
Flathub是Flatpak应用程序的构建和分销服务。
Flathub论坛
AppimageHub是适用应用程序的构建和分销服务。
Appimage Manager是适应的软件包管理器。
附属论坛
回到顶部
得到蒸汽
或者
wget https://steamcdn-a.akamaihd.net/client/installer/steam.debProton是与Steam客户端一起使用的工具，该工具允许Windows在Linux操作系统上运行的游戏。它使用葡萄酒来促进这一点。
ProtondB是其他游戏玩家的100,000多个游戏报告的集合，他们在Linux上使用Proton测试游戏，并提供了游戏表现的总分。越来越多的建议提供了调整，您可以在质子继续开发时尝试使游戏工作。除此之外，您还可以探索本网站上的Steam Game目录以浏览并发现以前在Linux上使用的广泛标题。
Lutris是Linux的游戏客户端。除了当前的控制台生成外，它还可以让您访问所有视频游戏。另外，与其他商店很好地集成了，例如GOG，Steam，Battle.net，Origin，Uplay和许多其他来源，这些资源使您可以导入现有的游戏库和社区维护的安装脚本，为您提供了完全自动化的设置。
添加Epic Games商店
GameHub是您所有游戏的统一库。它使您可以将游戏从不同的平台存储到一个程序中，以使您更容易管理游戏。
GameHub支持：
Linux的本地游戏
多个兼容层：
多个游戏平台：
GeForce现在使用Chromebook版本在Google Chrome或任何基于铬的Web浏览器（例如Brave，Vivaldi和Microsoft Edge）中玩所有游戏。另外，现在可以在Snap Store Geforce中作为电子桌面应用程序。
Moonlight Game Streaming是一个程序，可让您通过Internet从PC游戏中流式传输，而无需配置。无论您是在另一个房间还是距游戏钻机，几乎所有设备都从任何设备中流式传输。
Chiaki是PlayStation 4和PlayStation 5远程播放的免费开源软件客户端，用于Linux，FreeBSD，OpenBSD，Android，MacOS，Windows，Nintendo Switch以及可能的平台。
Xbox Project XCloud是Microsoft基于云的Xbox游戏流式技术技术（目前在Beta中） 。玩Forza Horizon 4，Halo 5：Guardians，War 4 Wars Gears of War，Thieves，Cuphead，Red Dead Redemption 2和您的移动设备或Chrome Web浏览器上的100多种游戏之类的游戏。 Microsoft的Xbox Project XCloud确实需要Xbox Game通过Ultimate订阅。
Retroarch是模拟器，游戏引擎和媒体玩家的前端。它使您可以通过其光滑的图形接口在各种计算机和游戏机上运行经典游戏。设置也是统一的，因此一劳永逸地进行配置。
海豚是最近两个Nintendo视频游戏机的模拟器：GameCube和Wii。它使PC游戏玩家可以在全高清（1080p）中享受这两个游戏机的游戏，并具有多种增强功能：与所有PC控制器，涡轮速度，网络多人游戏等等。
Citra是Nintendo 3DS的开源仿真器，能够玩许多您喜欢的游戏。
Yuzu是从Citra创建者的Nintendo切换的Nintendo切换的实验开源仿真器。
DOSBOX是一种开源DOS模拟器，主要侧重于运行DOS游戏。
MAME是街机机仿真器。
Xemu是原始的Xbox模拟器。
Greenwithenvy（GWE）是由Roberto Leinardi设计的GTK系统实用程序，可提供信息，控制粉丝并超频您的NVIDIA视频卡，以提高性能。可在流行店以Flatpak的价格购买。
CorectRL是一个免费的开源Linux应用程序，可让您轻松使用本机和Windows应用程序的应用程序配置文件来控制计算机硬件，具有基本的CPU控件和完整的AMD GPU控件（对于旧型号和新型号）。
sudo add-apt-repository ppa:ernstp/mesarc
sudo apt install corectrl
Geekbench 5是一个跨平台基准测试，可通过按下按钮来衡量系统的性能。
Phoronix测试套件
Unigine叠加是PC硬件的极端性能和稳定性测试：视频卡，电源，冷却系统。
葡萄酒（Wine不是模拟器）是一个兼容层，能够在几个符合POSIX的操作系统（例如Linux，MacOS和BSD）上运行Windows应用程序。 Wine不再像虚拟机或模拟器那样模拟内部Windows逻辑，而是将Windows API调用转换为POSIX呼叫，从而消除了其他方法的性能和内存惩罚，并允许您将Windows应用程序清晰地集成到桌面中。
Winetricks是解决葡萄酒问题的简便方法。
这是避免ADOBEAIR错误所需的
sudo sed -i ' s|echo "${arg%%=*}"=\""${arg### *=}"\"|echo ${arg%%=*}=\"${arg### *=}\"|g ' /usr/local/bin/winetricks
sudo apt install cabextract libncurses5:armhf回到顶部
Unity是一个跨平台游戏开发平台。使用Unity来构建高质量的3D和2D游戏，将它们部署在移动，桌面，VR/AR，控制台或网络上，并与忠实而热情的玩家和客户联系。
Unity Hub
虚幻引擎4是由具有世界上最开放和高级的实时3D创建工具开发的游戏引擎。不断发展的不仅是作为最先进的游戏引擎的最初目的，还为创作者提供了自由和控制，以提供尖端的内容，互动体验和沉浸式虚拟世界。
虚幻引擎上的Linux游戏开发4
Godot Engine是一款功能包装的跨平台游戏引擎，可从统一界面创建2D和3D游戏。它提供了一套全面的通用工具，因此用户可以专注于制作游戏而无需重新发明轮子。可以一键单击到许多平台，包括主要的桌面平台（Linux，Mac OSX，Windows）以及移动设备（Android，iOS）和基于Web（HTML5）平台。
如果您想向Godot项目捐款
搅拌机是免费的开源3D Creation Suite。它支持整个3D管道的整体 - 建模，索具，动画，仿真，渲染，合成和运动跟踪，视频编辑和2D动画管道。
如果您想向Blender项目捐款
Unigine是为开发团队（C ++/C＃程序员，3D艺术家）设计的跨平台游戏引擎，从事交互式3D应用程序。
Gamemaker Studio 2是Gamemaker的最新，最伟大的化身。它具有将您的想法从概念到完成的游戏所需的一切。 Gamemaker Studio 2没有进入和强大功能的障碍，是最终的2D开发环境。
为Ubuntu设置GameMaker Studio
Panda3D是一种游戏引擎，是迪士尼和CMU开发的Python和C ++程序的3D渲染和游戏开发的框架。 PANDA3D是开源的，并且出于任何目的，包括商业企业。
Source 2是阀门正在开发的3D视频游戏引擎，作为来源的继任者。它用于Dota 2，人工制品，Dota的下文，实验室的一部分，Steamvr Home和Half Life：Alyx。
Open Graphics库（OpenGL）是跨Mulitple编程语言和平台用于硬件加速渲染的2D/3D矢量图形图形的API，该渲染图形是由Khronos Group开发的。
开放计算语言（OPENCL）是用于在超级计算机，云服务器，个人计算机，移动设备和嵌入式平台中的其他硬件加速器组成的异质平台并行编程的开放标准。
OpenGL阴影语言（GLSL）是基于C风格语言的高级阴影语言，因此它涵盖了用户使用这种语言期望的大多数功能。 GLSL中存在包括控制结构（For-loops，If-Else语句等），包括开关语句。
高级阴影语言（HLSL）是DirectX的高级阴影语言。使用HLSL，用户可以为Direct3D管道创建类似C的可编程着色器。 HLSL首先是使用DirectX 9创建的，以设置可编程3D管道。
Vulkan是一种现代的跨平台图形和计算API，可为从PC和控制台到手机和嵌入式平台的各种设备中使用的现代GPU提供高效的跨平台访问。 Vulkan目前正在Khronos财团开发。
MoltenVK是使用Apple的金属图形框架在iOS和MACOS上运行的Vulkan实现。
Moltengl是在Apple Metal图形框架上运行的OpenGL ES 2.0 API的实现。
Nvidia Omniverse是基于Pixar的通用场景描述和NVIDIA RTX的3D生产管道的功能强大，多GPU，实时仿真和协作平台。
HGIG是游戏和电视展示行业的志愿者集团，这些公司符合指定并提供公共准则，以改善HDR中的消费者游戏体验。
Trix.js是一个跨浏览器JavaScript库和应用程序编程界面，用于使用WebGL在Web浏览器中创建和显示动画3D计算机图形。
SuperPowers是一个可下载的HTML5应用程序，用于实时协作项目。您可以像常规的离线游戏制造商一样独自使用它，也可以设置密码，并让朋友通过其Web浏览器加入您的项目。
For Linux的Steamvr是在您选择的硬件上体验VR内容的终极工具。 SteamVr支持阀索引，HTC Vive，Oculus Rift，Windows Cixs Reality Headsesset等。
Steamvr家
OpenVR是一个API和运行时，可以从多个供应商中访问VR硬件（Steam Index，HTC Vive和Oculus Rift），而无需应用应用程序对其针对的硬件具有特定的了解。
Steam上的OpenVR基准测试是第一个可重复测试您的实际VR性能，在VR耳机内部渲染的基准工具。
OpenHMD是开源API和驱动程序，可支持各种HMD（头部安装显示）设备，例如Oculus Rift，HTC Vive，Sony PSVR等。
OpenXR是一个免费的开放标准，可为增强现实（AR）和虚拟现实（VR）统称为XR-Platforms和设备提供高性能访问。
Monado是GNU/Linux的第一个OpenXR™运行时。 Monado旨在启动开源XR生态系统的开发，并为设备供应商提供基本的构建块，以针对GNU/Linux平台。
LibSurvive是一组工具和库，可以在灯塔和基于Vive的系统上进行6个DOF跟踪，这些系统是完全开源的，并且可以在任何设备上运行。它目前支持SteamVr 1.0和SteamVr 2.0生成的设备，并应支持任何可商购的对象。
Simula是Linux的VR窗口经理，在Godot上运行。安装不到1分钟。 Simula正式与配备Linux驱动程序的SteamVr耳机（例如HTC Vive，HTC Vive Pro和Valve Index）兼容。我们还为具有Monado驱动程序的OpenXR耳机（例如North Star，OSVR HDK和PSVR）添加了实验支持。有些人已经通过OpenHMD获得了Oculus Rift S来运行模拟器（请参阅此处）。
虚幻的在线学习是一个免费的学习平台，可提供动手视频课程和指导性学习路径。
虚幻引擎授权培训计划
虚幻的教育引擎
虚幻引擎培训和模拟
团结认证
Vulkan入门
Udemy的游戏设计在线课程
来自Skillshare的游戏设计在线课程
通过在线课程和课程从EDX学习游戏设计
Coursera的游戏设计课程
Coursera的游戏设计与开发专业课程
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要求
Open the terminal and run:
sudo apt install qemu uml-utilities virt-manager dmg2img git wget libguestfs-tools p7zip Sosumi是一个应用程序，可以让您在VM中下载并安装MACOS。
MacOS的Opencore
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要求
Open the terminal and run:
sudo apt install qemu uml-utilities virt-manager gnome-boxesGNOME盒子是一个应用程序，可让您访问本地或远程运行的虚拟机。它还允许您连接到远程计算机的显示。
Windows 10的OpenCore
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Android Studio是Google Android操作系统（OS）的开发套件。它建立在Jetbrains Intellij Idea软件上，并专门为Android开发设计。它可在Windows，MacOS和Linux上下载。
Android虚拟设备（AVD）是Android Studio中的一种配置，它定义了要在Android Emulator中模拟的Android手机，平板电脑，佩戴OS，Android TV或Automotive OS设备的特性。 Android模拟器在计算机上模拟Android设备，以便您可以在各种设备和Android API级别上测试您的应用程序，而无需使用每个物理设备。
Lineageos是基于Android移动平台的各种设备的免费和开源操作系统。
Anbox是一种应用程序，它提供了一种基于容器的方法，可以在Ubuntu，Debian Fedora和OpenSuse等常规GNU/Linux系统上引导完整的Android系统。
Anbox Cloud是由Canonical提供的移动云计算平台。在云中运行Android，以高度和任何类型的硬件运行。
Genymotion是一种非常快速的Android模拟器。该程序本身基于VirtualBox，以其有效的快速速度而闻名，对于在Windows，Mac和Linux桌面上运行Android应用程序是有用的。
桌面
具有高性能的本地虚拟设备。
SCRCPY是一种逐轴的应用，可提供连接在USB（或TCP/IP上）的Android设备的显示和控制。它不需要任何根访问，并且可以在GNU/Linux，Windows和MacOS上使用。 Android设备至少需要API 21（Android 5.0）。
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H.264（AVC）是基于面向块的和运动补偿的整数DCT编码的视频压缩标准，该标准定义了多个支持8K的多个配置文件（工具）和级别（工具）和级别（最大比特率和分辨率）。
H.265（HEVC）是视频压缩标准，是H.264（AVC）的继任者。它在相同的视频质量级别上提供25％至50％的数据压缩，或者以相同的位速率改进视频质量。
FFMPEG是一个领先的多媒体框架，可以解码，编码，transcode，mux，demux，stream，filter和play人类和计算机创建的所有内容。它支持最晦涩的古代格式，直到较最前沿的格式，例如Windows，MacOS和Linux等多个平台。
Handbrake是一种工具，用于从几乎所有格式转码视频，并选择了广泛支持的编解码器。它在窗口，MacOS和Linux上受支持。
HTTP（DASH）上的动态自适应流是一种自适应流协议，它允许视频流根据网络性能在比特率之间切换，以保持视频播放。
OpenMax™是一种跨平台API，通过启用可以在多个操作系统和硅平台上开发，集成和编程的加速多媒体组件来提供全面的流媒体编解码器和应用程序可移植性。
Davinci Resolve是世界上唯一的解决方案，它结合了专业的8K编辑，颜色校正，视觉效果和音频后的生产，全部将其全部组合为一个软件工具！您可以单击一次在编辑，颜色，效果和音频之间立即移动。 Davinci Resolve Studio也是为多用户协作而设计的唯一解决方案，因此编辑，助手，色彩师，VFX艺术家和声音设计师都可以同时在同一项目上进行现场工作。
Blender带有内置的视频序列编辑器，使您可以执行视频剪切和剪接等基本操作，以及更复杂的任务，例如视频掩盖或颜色分级。视频编辑器包括：实时预览，Luma波形，Chroma vectorscope和直方图显示。音频混合，同步，擦洗和波形可视化。
Kdenlive是一种开源视频编辑工具，支持无限的多媒体文件。它基于MLT框架KDE和QT。正在寻找包含功能的非常通用的视频编辑工具的人。最新的20.08版本具有诸如接口布局，多个音频流支持，缓存的数据管理和Zoombars和Zoombars和效果面板中的漂亮功能，但有人可能会说此版本的亮点是稳定性和接口改进。
OpenShot是一种开源视频编辑工具，专为编辑环境中的新用户设计。它具有简单的功能，例如简单的拖放功能，它提供了易于使用且快速学习的用户界面。功能强大的视频编辑器提供了许多有效的方法来剪切和修剪视频。您可以自由使用无限的曲目，视频效果引擎，标题编辑器，3D动画，慢动作和时间效果。它支持由FFMPEG（例如WebM（VP9），AVCHD（LIBX264），HEVC（LIBX265）和MMP3（Libmp3lame）和AAC（LIBFAAC）等音频编解码器所支持的常用视频编解码器。该程序可以渲染MPEG4，OGV，Blu-ray和DVD视频，以及用于上传到YouTube等Internet视频网站的完整高清视频。
LightWorks是一种非线性视频编辑鼓掌，用于编辑和掌握电影行业使用的数字视频。它的专业版已用于票房热门歌曲，例如Shutter Island，Pulp Fiction和Mission Essible。恐吓用户界面。像专业的视频编辑器（例如Adobe Premiere Pro）一样，LightWorks对于新用户使用也很复杂。
ShotCut是开源的多平台视频编辑器。您可以执行各种操作，例如视频编辑（包括4K视频质量），添加效果，创建新电影，导入大多数图像文件格式，导出到几乎所有文件格式等等。
Olive是一款免费的非线性视频编辑器，旨在为高端专业视频编辑软件提供功能齐全的替代方案。
Natron是一个强大的数字合成器，可以满足您的所有2D/2.5D需求。它强大的OIIO文件格式和OpenFX体系结构使Natron成为视觉效果社区最灵活的开源合成器。它的界面和功能上的所有平台都相同，例如MacOS，Linux和Windows。
OBS（开放广播软件）是免费的开源软件，用于视频录制和直播。流到Twitch，YouTube和许多其他提供商或使用高质量的H264 / AAC编码录制自己的视频。
Reaper是针对计算机的完整数字音频生产应用程序，它提供了完整的多站音频和MIDI录制，编辑，处理，混合和掌握工具集。REAPER支持广泛的硬件，数字格式和插件，并且可以全面扩展，脚本化和修改。
Jack Audio Connection Kit aka Jack是一款专业的声音服务器守护程序，在实现其API的应用程序之间为音频和MIDI数据提供实时，低延迟连接。可以将Jack配置为通过网络将音频数据发送到“主”计算机，然后将音频输出到物理设备。这对于在不需要其他电缆或硬件混音器的情况下将音频从许多“从属”计算机中混合而有用，并尽可能长时间保持音频路径数字。
Bitwig Studio是一个数字音频工作站，具有线性和非线性工作流，用于声音设计，录制，实时性能等。以及90多种仪器，效果和其他创意工具。它是受支持的Windows，MacOS和Linux。
PipeWire是一种服务器和用户空间API，可处理多媒体管道。它在音频和视频设备上提供了低延迟的基于图形的处理引擎，可用于支持Pulseaudio和Jack当前处理的用例。 PipeWire的设计采用强大的安全模型，使来自容器化应用程序的音频和视频设备变得容易。图中的节点可以作为单独的过程实现，与插座通信并使用FD传递交换多媒体内容。
Yabridge是一种在Linux上使用Windows VST2和VST3插件的现代透明方法。 Yabridge在64位Linux VST主机中使用32位和64位Windows VST2和VST3插件同时无缝支撑，就像它们是本机VST2和VST3插件一样，对插件组的可选支持以启用用于VST2插件的Plugin Inter-Plugin通信，以获取VST2插件和快速启动时间。
Sonobus是一种易于使用的应用程序，用于在Internet或本地网络之间在设备之间流式传输高质量的低延迟点对点音频。
Avid Pro Tools是一种为词曲作者，音乐家，制作人和工程师提供的行业标准音频制作软件。
LMMS是一种开源数字音频工作站应用程序。当LMM与适当的计算机硬件配对时，它可以通过安排样品，合成声音，在MIDI键盘上播放以及结合跟踪器和音序器的功能来制作音乐。该程序由Paul Giblock和Tobias Junghans开发，代表“ Linux Multimedia Studio”，并支持便利的插件，使其能够在不同的操作系统上工作。
Ardor是全球团队的开源，包括音乐家，程序员和专业录音工程师的合作努力。开发是透明的 - 任何人都可以观察我们的工作。就像一块好老式硬件一样，您可以打开盒子并在里面看。
Audacity是Windows，Mac OS X，GNU/Linux和其他操作系统的易于使用的多轨音频编辑器和录音机。由一群志愿者开发为开源，并免费提供。惊人的支持社区。
瞥见是基于用于Linux，MacOS和Windows的GNU图像操作程序的跨平台栅格图形编辑器。制作YouTube视频缩略图的好工具。
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Kubernetes（K8S）是一种开源系统，用于自动化容器应用程序的部署，扩展和管理。
使用Kubeadm构建高可用性（HA）集群。资料来源：Kubernetes.io，2020年
Google Kubernetes Engine（GKE）是一个用于运行容器化应用程序的托管的，可进行生产的环境。
Azure Kubernetes服务（AKS）是无服务器的Kubernetes，具有集成的连续集成和连续交付（CI/CD）体验，以及企业级的安全性和治理。将您的开发和运营团队团结在一个平台上，以自信地快速构建，交付和扩展应用程序。
Amazon EKS是一种在多个可用性区域运行Kubernetes控制平面实例以确保高可用性的工具。
Kubernetes（ACK）的AWS控制器是一种新工具，可让您直接从Kubernetes管理AWS服务。 ACK使构建利用AWS服务的可扩展且高度可用的Kubernetes应用程序变得简单。
Kubernetes（OKE）的容器引擎是由Oracle管理的集装箱编排服务，可以减少构建现代云本机应用程序的时间和成本。与大多数其他供应商不同，Oracle Cloud Infrastructure为Kubernetes提供了容器引擎，作为一项在高性能，低成本计算上运行的免费服务。
Anthos是一个现代的应用程序管理平台，为云和本地环境提供一致的开发和运营经验。
Red Hat OpenShift是一个完全管理的Kubernetes平台，为本地，混合和多云部署提供了基础。
OKD是优化用于连续应用程序开发和多租户部署的Kubernetes的社区分布。 OKD在Kubernetes之上添加了以开发人员和以操作为中心的工具，以实现快速的应用程序开发，易于部署和扩展以及针对小型和大型团队的长期生命周期维护。
ODO是在Kubernetes和OpenShift上编写，构建和部署应用程序的开发人员的快速，迭代且直接的CLI工具。
KATA操作员是在OpenShift以及Kubernetes群集上执行Kata运行时进行生命周期管理（安装/升级/卸载）的操作员。
Thanos是一组组件，可以组成具有无限存储容量的高度可用的度量系统，可以在现有的Prometheus部署之上无缝添加。
OpenShift Hive是一家运营商，可在Kubernetes/OpenShift顶部运行。 The Hive service can be used to provision and perform initial configuration of OpenShift 4 clusters.
Rook is a tool that turns distributed storage systems into self-managing, self-scaling, self-healing storage services. It automates the tasks of a storage administrator: deployment, bootstrapping, configuration, provisioning, scaling, upgrading, migration, disaster recovery, monitoring, and resource management.
VMware Tanzu is a centralized management platform for consistently operating and securing your Kubernetes infrastructure and modern applications across multiple teams and private/public clouds.
Kubespray is a tool that combines Kubernetes and Ansible to easily install Kubernetes clusters that can be deployed on AWS, GCE, Azure, OpenStack, vSphere, Packet (bare metal), Oracle Cloud Infrastructure (Experimental), or Baremetal.
KubeInit provides Ansible playbooks and roles for the deployment and configuration of multiple Kubernetes distributions.
Rancher is a complete software stack for teams adopting containers. It addresses the operational and security challenges of managing multiple Kubernetes clusters, while providing DevOps teams with integrated tools for running containerized workloads.
K3s is a highly available, certified Kubernetes distribution designed for production workloads in unattended, resource-constrained, remote locations or inside IoT appliances.
Helm is a Kubernetes Package Manager tool that makes it easier to install and manage Kubernetes applications.
Knative is a Kubernetes-based platform to build, deploy, and manage modern serverless workloads. Knative takes care of the operational overhead details of networking, autoscaling (even to zero), and revision tracking.
KubeFlow is a tool dedicated to making deployments of machine learning (ML) workflows on Kubernetes simple, portable and scalable.
Etcd is a distributed key-value store that provides a reliable way to store data that needs to be accessed by a distributed system or cluster of machines. Etcd is used as the backend for service discovery and stores cluster state and configuration for Kubernetes.
OpenEBS is a Kubernetes-based tool to create stateful applications using Container Attached Storage.
Container Storage Interface (CSI) is an API that lets container orchestration platforms like Kubernetes seamlessly communicate with stored data via a plug-in.
MicroK8s is a tool that delivers the full Kubernetes experience. In a Fully containerized deployment with compressed over-the-air updates for ultra-reliable operations. It is supported on Linux, Windows, and MacOS.
Charmed Kubernetes is a well integrated, turn-key, conformant Kubernetes platform, optimized for your multi-cloud environments developed by Canonical.
Grafana Kubernetes App is a toll that allows you to monitor your Kubernetes cluster's performance. It includes 4 dashboards, Cluster, Node, Pod/Container and Deployment. It allows for the automatic deployment of the required Prometheus exporters and a default scrape config to use with your in cluster Prometheus deployment.
KubeEdge is an open source system for extending native containerized application orchestration capabilities to hosts at Edge.It is built upon kubernetes and provides fundamental infrastructure support for network, app. deployment and metadata synchronization between cloud and edge.
Lens is the most powerful IDE for people who need to deal with Kubernetes clusters on a daily basis. It has support for MacOS, Windows and Linux operating systems.
kind is a tool for running local Kubernetes clusters using Docker container “nodes”. It was primarily designed for testing Kubernetes itself, but may be used for local development or CI.
Flux CD is a tool that automatically ensures that the state of your Kubernetes cluster matches the configuration you've supplied in Git. It uses an operator in the cluster to trigger deployments inside Kubernetes, which means that you don't need a separate continuous delivery tool.
Getting Kubernetes Certifications
Getting started with Kubernetes on AWS
Kubernetes on Microsoft Azure
Intro to Azure Kubernetes Service
Getting started with Google Cloud
Getting started with Kubernetes on Red Hat
Getting started with Kubernetes on IBM
YAML basics in Kubernetes
Elastic Cloud on Kubernetes
Docker and Kubernetes
Deploy a model to an Azure Kubernetes Service cluster
Simplify Machine Learning Inference on Kubernetes with Amazon SageMaker Operators
Running Apache Spark on Kubernetes
Kubernetes Across VMware vRealize Automation
VMware Tanzu Kubernetes Grid
All the Ways VMware Tanzu Works with AWS
VMware Tanzu Education
Using Ansible in a Cloud-Native Kubernetes Environment
Managing Kubernetes (K8s) objects with Ansible
Setting up a Kubernetes cluster using Vagrant and Ansible
Running MongoDB with Kubernetes
Kubernetes Fluentd
Understanding the new GitLab Kubernetes Agent
Kubernetes Contributors
KubeAcademy from VMware
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TensorFlow是机器学习的端到端开源平台。 It has a comprehensive, flexible ecosystem of tools, libraries and community resources that lets researchers push the state-of-the-art in ML and developers easily build and deploy ML powered applications.
Tensorman is a utility for easy management of Tensorflow containers by developed by System76.Tensorman allows Tensorflow to operate in an isolated environment that is contained from the rest of the system. This virtual environment can operate independent of the base system, allowing you to use any version of Tensorflow on any version of a Linux distribution that supports the Docker runtime.
Keras is a high-level neural networks API, written in Python and capable of running on top of TensorFlow, CNTK, or Theano.It was developed with a focus on enabling fast experimentation. It is capable of running on top of TensorFlow, Microsoft Cognitive Toolkit, R, Theano, or PlaidML.
PyTorch is a library for deep learning on irregular input data such as graphs, point clouds, and manifolds. Primarily developed by Facebook's AI Research lab.
Amazon SageMaker is a fully managed service that provides every developer and data scientist with the ability to build, train, and deploy machine learning (ML) models quickly. SageMaker removes the heavy lifting from each step of the machine learning process to make it easier to develop high quality models.
Azure Databricks is a fast and collaborative Apache Spark-based big data analytics service designed for data science and data engineering. Azure Databricks, sets up your Apache Spark environment in minutes, autoscale, and collaborate on shared projects in an interactive workspace. Azure Databricks supports Python, Scala, R, Java, and SQL, as well as data science frameworks and libraries including TensorFlow, PyTorch, and scikit-learn.
Microsoft Cognitive Toolkit (CNTK) is an open-source toolkit for commercial-grade distributed deep learning. It describes neural networks as a series of computational steps via a directed graph. CNTK allows the user to easily realize and combine popular model types such as feed-forward DNNs, convolutional neural networks (CNNs) and recurrent neural networks (RNNs/LSTMs). CNTK implements stochastic gradient descent (SGD, error backpropagation) learning with automatic differentiation and parallelization across multiple GPUs and servers.
Apache Airflow is an open-source workflow management platform created by the community to programmatically author, schedule and monitor workflows.安装。 Principles.可扩展。 Airflow has a modular architecture and uses a message queue to orchestrate an arbitrary number of workers. Airflow is ready to scale to infinity.
Open Neural Network Exchange(ONNX) is an open ecosystem that empowers AI developers to choose the right tools as their project evolves. ONNX provides an open source format for AI models, both deep learning and traditional ML. It defines an extensible computation graph model, as well as definitions of built-in operators and standard data types.
Apache MXNet is a deep learning framework designed for both efficiency and flexibility. It allows you to mix symbolic and imperative programming to maximize efficiency and productivity. At its core, MXNet contains a dynamic dependency scheduler that automatically parallelizes both symbolic and imperative operations on the fly. A graph optimization layer on top of that makes symbolic execution fast and memory efficient. MXNet is portable and lightweight, scaling effectively to multiple GPUs and multiple machines. Support for Python, R, Julia, Scala, Go, Javascript and more.
AutoGluon is toolkit for Deep learning that automates machine learning tasks enabling you to easily achieve strong predictive performance in your applications. With just a few lines of code, you can train and deploy high-accuracy deep learning models on tabular, image, and text data.
Anaconda is a very popular Data Science platform for machine learning and deep learning that enables users to develop models, train them, and deploy them.
PlaidML is an advanced and portable tensor compiler for enabling deep learning on laptops, embedded devices, or other devices where the available computing hardware is not well supported or the available software stack contains unpalatable license restrictions.
OpenCV is a highly optimized library with focus on real-time computer vision applications. The C++, Python, and Java interfaces support Linux, MacOS, Windows, iOS, and Android.
Scikit-Learn is a Python module for machine learning built on top of SciPy, NumPy, and matplotlib, making it easier to apply robust and simple implementations of many popular machine learning algorithms.
Weka is an open source machine learning software that can be accessed through a graphical user interface, standard terminal applications, or a Java API. It is widely used for teaching, research, and industrial applications, contains a plethora of built-in tools for standard machine learning tasks, and additionally gives transparent access to well-known toolboxes such as scikit-learn, R, and Deeplearning4j.
Caffe is a deep learning framework made with expression, speed, and modularity in mind. It is developed by Berkeley AI Research (BAIR)/The Berkeley Vision and Learning Center (BVLC) and community contributors.
Theano is a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently including tight integration with NumPy.
nGraph is an open source C++ library, compiler and runtime for Deep Learning. The nGraph Compiler aims to accelerate developing AI workloads using any deep learning framework and deploying to a variety of hardware targets.It provides the freedom, performance, and ease-of-use to AI developers.
NVIDIA cuDNN is a GPU-accelerated library of primitives for deep neural networks. cuDNN provides highly tuned implementations for standard routines such as forward and backward convolution, pooling, normalization, and activation layers. cuDNN accelerates widely used deep learning frameworks, including Caffe2, Chainer, Keras, MATLAB, MxNet, PyTorch, and TensorFlow.
Jupyter Notebook is an open-source web application that allows you to create and share documents that contain live code, equations, visualizations and narrative text. Jupyter is used widely in industries that do data cleaning and transformation, numerical simulation, statistical modeling, data visualization, data science, and machine learning.
Apache Spark is a unified analytics engine for large-scale data processing. It provides high-level APIs in Scala, Java, Python, and R, and an optimized engine that supports general computation graphs for data analysis. It also supports a rich set of higher-level tools including Spark SQL for SQL and DataFrames, MLlib for machine learning, GraphX for graph processing, and Structured Streaming for stream processing.
Apache Spark Connector for SQL Server and Azure SQL is a high-performance connector that enables you to use transactional data in big data analytics and persists results for ad-hoc queries or reporting. The connector allows you to use any SQL database, on-premises or in the cloud, as an input data source or output data sink for Spark jobs.
Apache PredictionIO is an open source machine learning framework for developers, data scientists, and end users. It supports event collection, deployment of algorithms, evaluation, querying predictive results via REST APIs. It is based on scalable open source services like Hadoop, HBase (and other DBs), Elasticsearch, Spark and implements what is called a Lambda Architecture.
Cluster Manager for Apache Kafka(CMAK) is a tool for managing Apache Kafka clusters.
BigDL is a distributed deep learning library for Apache Spark. With BigDL, users can write their deep learning applications as standard Spark programs, which can directly run on top of existing Spark or Hadoop clusters.
Koalas is project makes data scientists more productive when interacting with big data, by implementing the pandas DataFrame API on top of Apache Spark.
Apache Spark™ MLflow is an open source platform to manage the ML lifecycle, including experimentation, reproducibility, deployment, and a central model registry. MLflow currently offers four components:
MLflow Tracking : Record and query experiments: code, data, config, and results.
MLflow Projects : Package data science code in a format to reproduce runs on any platform.
MLflow Models : Deploy machine learning models in diverse serving environments.
Model Registry : Store, annotate, discover, and manage models in a central repository.
Eclipse Deeplearning4J (DL4J) is a set of projects intended to support all the needs of a JVM-based(Scala, Kotlin, Clojure, and Groovy) deep learning application. This means starting with the raw data, loading and preprocessing it from wherever and whatever format it is in to building and tuning a wide variety of simple and complex deep learning networks.
Numba is an open source, NumPy-aware optimizing compiler for Python sponsored by Anaconda, Inc. It uses the LLVM compiler project to generate machine code from Python syntax. Numba can compile a large subset of numerically-focused Python, including many NumPy functions. Additionally, Numba has support for automatic parallelization of loops, generation of GPU-accelerated code, and creation of ufuncs and C callbacks.
Chainer is a Python-based deep learning framework aiming at flexibility. It provides automatic differentiation APIs based on the define-by-run approach (dynamic computational graphs) as well as object-oriented high-level APIs to build and train neural networks. It also supports CUDA/cuDNN using CuPy for high performance training and inference.
cuML is a suite of libraries that implement machine learning algorithms and mathematical primitives functions that share compatible APIs with other RAPIDS projects. cuML enables data scientists, researchers, and software engineers to run traditional tabular ML tasks on GPUs without going into the details of CUDA programming. In most cases, cuML's Python API matches the API from scikit-learn.
Machine Learning by Stanford University from Coursera
Machine Learning Courses Online from Coursera
Machine Learning Courses Online from Udemy
Learn Machine Learning with Online Courses and Classes from edX
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ROS is robotics middleware. Although ROS is not an operating system, it provides services designed for a heterogeneous computer cluster such as hardware abstraction, low-level device control, implementation of commonly used functionality, message-passing between processes, and package management.
ROS2 is a set of software libraries and tools that help you build robot applications.从驱动程序到最先进的算法，以及强大的开发人员工具，ROS可以为下一个机器人项目所需的东西。这都是开源的。
Robot Framework is a generic open source automation framework. It can be used for test automation and robotic process automation. It has easy syntax, utilizing human-readable keywords. Its capabilities can be extended by libraries implemented with Python or Java.
The Robotics Library (RL) is a self-contained C++ library for robot kinematics, motion planning and control. It covers mathematics, kinematics and dynamics, hardware abstraction, motion planning, collision detection, and visualization.RL runs on many different systems, including Linux, macOS, and Windows. It uses CMake as a build system and can be compiled with Clang, GCC, and Visual Studio.
MoveIt is the most widely used software for manipulation and has been used on over 100 robots. It provides an easy-to-use robotics platform for developing advanced applications, evaluating new designs and building integrated products for industrial, commercial, R&D, and other domains.
AutoGluon is toolkit for Deep learning that automates machine learning tasks enabling you to easily achieve strong predictive performance in your applications. With just a few lines of code, you can train and deploy high-accuracy deep learning models on tabular, image, and text data.
Gazebo accurately and efficiently simulates indoor and outdoor robots. You get a robust physics engine, high-quality graphics, and programmatic and graphical interfaces.
Robotics System Toolbox provides tools and algorithms for designing, simulating, and testing manipulators, mobile robots, and humanoid robots. For manipulators and humanoid robots, the toolbox includes algorithms for collision checking, trajectory generation, forward and inverse kinematics, and dynamics using a rigid body tree representation. For mobile robots, it includes algorithms for mapping, localization, path planning, path following, and motion control. The toolbox provides reference examples of common industrial robot applications. It also includes a library of commercially available industrial robot models that you can import, visualize, and simulate.
Intel Robot DevKit is the tool to generate Robotics Software Development Kit (RDK) designed for autonomous devices, including the ROS2 core and capacibilities packages like perception, planning, control driver etc. It provides flexible build/runtime configurations to meet different autonomous requirement on top of diversity hardware choices, for example use different hareware engine CPU/GPU/VPU to accelerate AI related features.
Arduino is an open-source platform used for building electronics projects. Arduino consists of both a physical programmable circuit board (often referred to as a microcontroller) and a piece of software, or IDE (Integrated Development Environment) that runs on your computer, used to write and upload computer code to the physical board.
ArduPilot enables the creation and use of trusted, autonomous, unmanned vehicle systems for the peaceful benefit of all. ArduPilot provides a comprehensive suite of tools suitable for almost any vehicle and application.
AirSim is a simulator for drones, cars and more, built on Unreal Engine (we now also have an experimental Unity release). It is open-source, cross platform, and supports hardware-in-loop with popular flight controllers such as PX4 for physically and visually realistic simulations.
F´ (F Prime) is a component-driven framework that enables rapid development and deployment of spaceflight and other embedded software applications. Originally developed at the Jet Propulsion Laboratory, F´ has been successfully deployed on several space applications.
The JPL Open Source Rover is an open source, build it yourself, scaled down version of the 6 wheel rover design that JPL uses to explore the surface of Mars. The Open Source Rover is designed almost entirely out of consumer off the shelf (COTS) parts. This project is intended to be a teaching and learning experience for those who want to get involved in mechanical engineering, software, electronics, or robotics.
Light Detection and Ranging(LiDAR) is a remote sensing method that uses light in the form of a pulsed laser at an object, and uses the time and wavelength of the reflected beam of light to estimate the distance and in some applications (Laser Imaging), to create a 3D representation of the object and its surface characteristics. This technology is commonly used in aircraft and self-driving vehicles.
AliceVision是一个摄影测量的计算机视觉框架，可提供3D重建和相机跟踪算法。 Alicevision旨在为可以进行测试，分析和重新使用的最先进的计算机视觉算法提供强大的软件基础。该项目是学术界与行业之间合作的结果，该项目以稳健性和生产使用所需的质量提供尖端的算法。
CARLA is an open-source simulator for autonomous driving research. CARLA has been developed from the ground up to support development, training, and validation of autonomous driving systems. In addition to open-source code and protocols, CARLA provides open digital assets (urban layouts, buildings, vehicles) that were created for this purpose and can be used freely. The simulation platform supports flexible specification of sensor suites and environmental conditions.
ROS bridge is a package to bridge ROS for CARLA Simulator.
ROS-Industrial is an open source project that extends the advanced capabilities of ROS software to manufacturing.
AWS RoboMaker is the most complete cloud solution for robotic developers to simulate, test and securely deploy robotic applications at scale. RoboMaker provides a fully-managed, scalable infrastructure for simulation that customers use for multi-robot simulation and CI/CD integration with regression testing in simulation.
Microsoft Robotics Developer Studio is a free .NET-based programming environment for building robotics applications.
Visual Studio Code Extension for ROS is an extension provides support for Robot Operating System (ROS) development.
Azure Kinect ROS Driver is a node which publishes sensor data from the Azure Kinect Developer Kit to the Robot Operating System (ROS). Developers working with ROS can use this node to connect an Azure Kinect Developer Kit to an existing ROS installation.
Azure IoT Hub for ROS is a ROS package works with the Microsoft Azure IoT Hub service to relay telemetry messages from the Robot to Azure IoT Hub or reflect properties from the Digital Twin to the robot using dynamic reconfigure.
ROS 2 with ONNX Runtime is a program that uses ROS 2 to run on different hardware platforms using their respective AI acceleration libraries for optimized execution of the ONNX model.
Azure Cognitive Services LUIS ROS Node is a ROS node that bridges between ROS and the Azure Language Understanding Service. it can be configured to process audio directly from a microphone, or can subscribe to a ROS audio topic, then processes speech and generates "intent" ROS messages which can be processed by another ROS node to generate ROS commands.
Robotics courses from Coursera
Learn Robotics with Online Courses and Classes from edX
Top Robotics Courses Online from Udemy
Free Online AI & Robotics Courses
REC Foundation Robotics Industry Certification
Carnegie Mellon Robotics Academy
RIA Robotic Integrator Certification Program
AWS RoboMaker – Develop, Test, Deploy, and Manage Intelligent Robotics Apps
Microsoft AI School
Language Understanding (LUIS) for Azure Cognitive Services
Azure VM templates to bootstrap ROS and ROS 2 environments
Google Robotics Research
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Open Source Security Foundation (OpenSSF) is a cross-industry collaboration that brings together leaders to improve the security of open source software by building a broader community, targeted initiatives, and best practices. The OpenSSF brings together open source security initiatives under one foundation to accelerate work through cross-industry support. Along with the Core Infrastructure Initiative and the Open Source Security Coalition, and will include new working groups that address vulnerability disclosures, security tooling and more.
STIGs Benchmarks - Security Technical Implementation Guides
CIS Benchmarks - CIS Center for Internet Security
NIST - Current FIPS
ISO Standards Catalogue
Common Criteria for Information Technology Security Evaluation (CC) is an international standard (ISO / IEC 15408) for computer security. It allows an objective evaluation to validate that a particular product satisfies a defined set of security requirements.
ISO 22301 is the international standard that provides a best-practice framework for implementing an optimised BCMS (business continuity management system).
ISO27001 is the international standard that describes the requirements for an ISMS (information security management system). The framework is designed to help organizations manage their security practices in one place, consistently and cost-effectively.
ISO 27701 specifies the requirements for a PIMS (privacy information management system) based on the requirements of ISO 27001. It is extended by a set of privacy-specific requirements, control objectives and controls. Companies that have implemented ISO 27001 will be able to use ISO 27701 to extend their security efforts to cover privacy management.
EU GDPR (General Data Protection Regulation) is a privacy and data protection law that supersedes existing national data protection laws across the EU, bringing uniformity by introducing just one main data protection law for companies/organizations to comply with.
CCPA (California Consumer Privacy Act) is a data privacy law that took effect on January 1, 2020 in the State of California. It applies to businesses that collect California residents' personal information, and its privacy requirements are similar to those of the EU's GDPR (General Data Protection Regulation).
Payment Card Industry (PCI) Data Security Standards (DSS) is a global information security standard designed to prevent fraud through increased control of credit card data.
SOC 2 is an auditing procedure that ensures your service providers securely manage your data to protect the interests of your comapny/organization and the privacy of their clients.
NIST CSF is a voluntary framework primarily intended for critical infrastructure organizations to manage and mitigate cybersecurity risk based on existing best practice.
AppArmor is an effective and easy-to-use Linux application security system. AppArmor proactively protects the operating system and applications from external or internal threats, even zero-day attacks, by enforcing good behavior and preventing both known and unknown application flaws from being exploited. AppArmor supplements the traditional Unix discretionary access control (DAC) model by providing mandatory access control (MAC). It has been included in the mainline Linux kernel since version 2.6.36 and its development has been supported by Canonical since 2009.
SELinux is a security enhancement to Linux which allows users and administrators more control over access control. Access can be constrained on such variables as which users and applications can access which resources. These resources may take the form of files. Standard Linux access controls, such as file modes (-rwxr-xr-x) are modifiable by the user and the applications which the user runs. Conversely, SELinux access controls are determined by a policy loaded on the system which may not be changed by careless users or misbehaving applications.
Control Groups(Cgroups) is a Linux kernel feature that allows you to allocate resources such as CPU time, system memory, network bandwidth, or any combination of these resources for user-defined groups of tasks (processes) running on a system.
EarlyOOM is a daemon for Linux that enables users to more quickly recover and regain control over their system in low-memory situations with heavy swap usage.
Libgcrypt is a general purpose cryptographic library originally based on code from GnuPG.
Kali Linux is an open source project that is maintained and funded by Offensive Security, a provider of world-class information security training and penetration testing services.
Pi-hole is a DNS sinkhole that protects your devices from unwanted content, without installing any client-side software, intended for use on a private network. It is designed for use on embedded devices with network capability, such as the Raspberry Pi, but it can be used on other machines running Linux and cloud implementations.
Aircrack-ng is a network software suite consisting of a detector, packet sniffer, WEP and WPA/WPA2-PSK cracker and analysis tool for 802.11 wireless LANs. It works with any wireless network interface controller whose driver supports raw monitoring mode and can sniff 802.11a, 802.11b and 802.11g traffic.
Burp Suite is a leading range of cybersecurity tools.
KernelCI is a community-based open source distributed test automation system focused on upstream kernel development. The primary goal of KernelCI is to use an open testing philosophy to ensure the quality, stability and long-term maintenance of the Linux kernel.
Continuous Kernel Integration project helps find bugs in kernel patches before they are commited to an upstram kernel tree. We are team of kernel developers, kernel testers, and automation engineers.
eBPF is a revolutionary technology that can run sandboxed programs in the Linux kernel without changing kernel source code or loading kernel modules. By making the Linux kernel programmable, infrastructure software can leverage existing layers, making them more intelligent and feature-rich without continuing to add additional layers of complexity to the system.
Cilium uses eBPF to accelerate getting data in and out of L7 proxies such as Envoy, enabling efficient visibility into API protocols like HTTP, gRPC, and Kafka.
Hubble is a Network, Service & Security Observability for Kubernetes using eBPF.
Istio is an open platform to connect, manage, and secure microservices. Istio's control plane provides an abstraction layer over the underlying cluster management platform, such as Kubernetes and Mesos.
Certgen is a convenience tool to generate and store certificates for Hubble Relay mTLS.
Scapy is a python-based interactive packet manipulation program & library.
syzkaller is an unsupervised, coverage-guided kernel fuzzer.
SchedViz is a tool for gathering and visualizing kernel scheduling traces on Linux machines.
oss-fuzz aims to make common open source software more secure and stable by combining modern fuzzing techniques with scalable, distributed execution.
OSSEC is a free, open-source host-based intrusion detection system. It performs log analysis, integrity checking, Windows registry monitoring, rootkit detection, time-based alerting, and active response.
Metasploit Project is a computer security project that provides information about security vulnerabilities and aids in penetration testing and IDS signature development.
Wfuzz was created to facilitate the task in web applications assessments and it is based on a simple concept: it replaces any reference to the FUZZ keyword by the value of a given payload.
Nmap is a security scanner used to discover hosts and services on a computer network, thus building a "map" of the network.
Patchwork is a web-based patch tracking system designed to facilitate the contribution and management of contributions to an open-source project.
pfSense is a free and open source firewall and router that also features unified threat management, load balancing, multi WAN, and more.
Snowpatch is a continuous integration tool for projects using a patch-based, mailing-list-centric git workflow. This workflow is used by a number of well-known open source projects such as the Linux kernel.
Snort is an open-source, free and lightweight network intrusion detection system (NIDS) software for Linux and Windows to detect emerging threats.
Wireshark是一个免费的开源数据包分析仪。 It is used for network troubleshooting, analysis, software and communications protocol development, and education.
OpenSCAP is US standard maintained by National Institute of Standards and Technology (NIST). It provides multiple tools to assist administrators and auditors with assessment, measurement, and enforcement of security baselines. OpenSCAP maintains great flexibility and interoperability by reducing the costs of performing security audits. Whether you want to evaluate DISA STIGs, NIST's USGCB, or Red Hat's Security Response Team's content, all are supported by OpenSCAP.
Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy to use correctly, and harder to misuse.
OWASP is an online community, produces freely-available articles, methodologies, documentation, tools, and technologies in the field of web application security.
Open Vulnerability and Assessment Language is a community effort to standardize how to assess and report upon the machine state of computer systems. OVAL includes a language to encode system details, and community repositories of content. Tools and services that use OVAL provide enterprises with accurate, consistent, and actionable information to improve their security.
ClamAV is an open source antivirus engine for detecting trojans, viruses, malware & other malicious threats.
Microsoft Open Source Software Security
Cloudflare Open Source Security
The Seven Properties of Highly Secure Devices
How Layer 7 of the Internet Works
The 7 Kinds of Security
The Libgcrypt Reference Manual
The Open Web Application Security Project(OWASP) Foundation Top 10
Best Practices for Using Open Source Code from The Linux Foundation
AWS Certified Security - Specialty Certification
Microsoft Certified: Azure Security Engineer Associate
Google Cloud Certified Professional Cloud Security Engineer
Cisco Security Certifications
The Red Hat Certified Specialist in Security: Linux
Linux Professional Institute LPIC-3 Enterprise Security Certification
Cybersecurity Training and Courses from IBM Skills
Cybersecurity Courses and Certifications by Offensive Security
RSA Certification Program
Check Point Certified Security Expert(CCSE) Certification
Check Point Certified Security Administrator(CCSA) Certification
Check Point Certified Security Master (CCSM) Certification
Certified Cloud Security Professional(CCSP) Certification
Certified Information Systems Security Professional (CISSP) Certification
CCNP Routing and Switching
Certified Information Security Manager(CISM)
Wireshark Certified Network Analyst (WCNA)
Juniper Networks Certification Program Enterprise (JNCP)
Security Training Certifications and Courses from Udemy
Security Training Certifications and Courses from Coursera
Security Certifications Training from Pluarlsight
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Differential Privacy is a system that simultaneously enables researchers and analysts to extract useful insights from datasets containing personal information and offers stronger privacy protections. This is achieved by introducing "statistical noise".
Statistical Noise is a process that small aletrations to masked datasets. The statistical noise hides identifiable characteristics of individuals, ensuring that the privacy of personal information is protected, but it's small enough to not materially impact the accuracy of the answers extracted by analysts and researchers.
Laplacian Noise is a mechanism that adds Laplacian-distributed noise to a function.
Above is a simple diagram of how Differential Privacy-Preserving Data Sharing and Data Mining protects a User's Data
PySyft is a Python library for secure and private Deep Learning. PySyft decouples private data from model training, using Federated Learning, Differential Privacy, and Encrypted Computation (like Multi-Party Computation (MPC) and Homomorphic Encryption (HE) within the main Deep Learning frameworks like PyTorch and TensorFlow.
TensorFlow Privacy is a Python library that includes implementations of TensorFlow optimizers for training machine learning models with differential privacy. The library comes with tutorials and analysis tools for computing the privacy guarantees provided.
TensorFlow Federated (TFF) is an open-source framework for machine learning and other computations on decentralized data. TFF has been developed to facilitate open research and experimentation with Federated Learning (FL), an approach to machine learning where a shared global model is trained across many participating clients that keep their training data locally.
Privacy on Beam is an end-to-end differential privacy solution built on Apache Beam. It is intended to be usable by all developers, regardless of their differential privacy expertise.
PyDP is a Python wrapper for Google's Differential Privacy project.
PennyLane is a cross-platform Python library for differentiable programming of quantum computers. By training a quantum computer the same way as a neural network.
BoTorch is a library for Bayesian Optimization built on PyTorch.
PyTorch Geometric (PyG) is a geometric deep learning extension library for PyTorch.
Skorch is a scikit-learn compatible neural network library that wraps PyTorch.
Diffprivlib is the IBM Differential Privacy Library for experimenting with, investigating and developing applications in, differential privacy.
Opacus is a library that enables training PyTorch models with differential privacy. It supports training with minimal code changes required on the client, has little impact on training performance and allows the client to online track the privacy budget expended at any given moment.
Smart Noise is a toolkit that uses state-of-the-art differential privacy (DP) techniques to inject noise into data, to prevent disclosure of sensitive information and manage exposure risk.
Differential Privacy Blog Series by the National Institute of Standards and Technology(NIST)
Apple's Differential Privacy Overview
Learning with Privacy at Scale with Apple Machine Learning
Microsoft Research Differential Privacy Overview
Responsible Machine Learning with Microsoft Azure
Responsible AI Resources with Microsoft AI
Preserve data privacy by using differential privacy and the SmartNoise package
Open Differential Privacy(OpenDP) Initiative by Microsoft and Harvard
Google's Differential Privacy Library
Computing Private Statistics with Privacy on Beam from Google Codelabs
Introducing TensorFlow Privacy: Learning with Differential Privacy for Training Data
TensorFlow Federated: Machine Learning on Decentralized Data
Federated Analytics: Collaborative Data Science without Data Collection
Differentially-Private Stochastic Gradient Descent(DP-SGD)
Learning Differential Privacy from Harvard University Privacy Tools Project
Harvard University Privacy Tools Project Courses & Educational Materials
The Weaknesses of Differential Privacy course on Coursera
The Differential Privacy of Bayesian Inference
Simultaneous private learning of multiple concepts
The Complexity of Computing the Optimal Composition of Differential Privacy
Order revealing encryption and the hardness of private learning
SAP HANA data anonymization using SAP Software Solutions
SAP HANA Security using their In-Memory Database
DEFCON Differential Privacy Training Launch
Secure and Private AI course on Udacity
Differential Privacy - Security and Privacy for Big Data - Part 1 course on Coursera
Differential Privacy - Security and Privacy for Big Data - Part 2 course on Coursera
Certified Ethical Emerging Technologist Professional Certificate course on Coursera
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CNCF Cloud Native Interactive Landscape
Build Cloud-Native applications in Microsoft Azure
Cloud-Native application development for Google Cloud
Cloud-Native development for Amazon Web Services
Cloud Native Applications with VMware Tanzu
Cloud Native Computing Foundation Training and Certification Program
Cloud Foundry Developer Training and Certification Program
Cloud-Native Architecture Course on Pluralsight
AWS Fundamentals: Going Cloud-Native on Coursera
Developing Cloud-Native Apps w/ Microservices Architectures course on Udemy
How load balancing works for cloud native applications with Azure Application Gateway on Linkedin Learning
Developing Cloud Native Applications course on edX
Cloud Native courses from IBM
Application Framework
Spring Boot is an open-source micro framework maintained by Pivotal, which was acquired by VMware in 2019. It provides Java developers with a platform to get started with an auto configurable production-grade Spring application.
Apache Mesos is a cluster manager that provides efficient resource isolation and sharing across distributed applications, or frameworks. It can run Hadoop, Jenkins, Spark, Aurora, and other frameworks on a dynamically shared pool of nodes.
Apache Spark is a unified analytics engine for big data processing, with built-in modules for streaming, SQL, machine learning and graph processing.
Apache Hadoop is a framework that allows for the distributed processing of large data sets across clusters of computers using simple programming models. It is designed to scale up from single servers to thousands of machines, each offering local computation and storage. Rather than rely on hardware to deliver high-availability, the library itself is designed to detect and handle failures at the application layer, so delivering a highly-available service on top of a cluster of computers, each of which may be prone to failures.
Runtime Platform
BOSH is a tool that prepares your infrastructure for what needs to be managed. BOSH espouses software engineering best practices, such as continuous delivery, by making it easy to create software releases that automatically update complex distributed systems with simple commands.Due to the flexibility and power of BOSH, Google and VMware made it the heart of the Kubo project, now called the Cloud Foundry Container Runtime, based on Kubernetes.
Infrastructure Automatation
Maven is a build automation tool used primarily for Java projects. Maven can also be used to build and manage projects written in C#, Ruby, Scala, and other languages. The Maven project is hosted by the Apache Software Foundation.
Gradle is an open-source build-automation system that builds upon the concepts of Apache Ant and Apache Maven and introduces a Groovy-based domain-specific language instead of the XML form used by Apache Maven for declaring the project configuration.
Chef is an effortless Infrastructure Suite offers visibility into security and compliance status across all infrastructure and makes it easy to detect and correct issues long before they reach production.
Puppet is an open source tool that makes continuous integration and delivery of your software on traditional or containerized infrastructure easy by pulling together all your existing tools and giving you flexibility to deploy your way.
Ansible is an open-source software provisioning, configuration management, and application-deployment tool. It runs on many Unix-like systems, and can configure both Unix-like systems as well as Microsoft Windows.
Salt is Python-based, open-source software for event-driven IT automation, remote task execution, and configuration management. Supporting the "Infrastructure as Code" approach to data center system and network deployment and management, configuration automation, SecOps orchestration, vulnerability remediation, and hybrid cloud control.
Terraform is an open-source infrastructure as code software tool created by HashiCorp.It enables users to define and provision a datacenter infrastructure using a high-level configuration language known as Hashicorp Configuration Language (HCL), or optionally JSON.
云基础架构
Amazon web service(AWS) is a platform that offers flexible, reliable, scalable, easy-to-use and cost-effective cloud computing solutions. The AWS platform is developed with a combination of infrastructure as a service (IaaS), platform as a service (PaaS) and packaged software as a service (SaaS) offerings.
Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
Azure DevOps is a set of services for teams to share code, track work, and ship software; CLIs Build, deploy, diagnose, and manage multi-platform, scalable apps and services; Azure Pipelines Continuously build, test, and deploy to any platform and cloud; Azure Lab Services Set up labs for classrooms, trials, development and testing, and other scenarios.
Azure Draft is a tool for developers to create cloud-native applications on Kubernetes.
Google Cloud Platform integrates industry-leading tools(data management, hybrid & multi-cloud, and AI & ML) with Cloud Storage for enhanced support with everything from security and data transfer, to data backup and archive. Expand all . Backup, archival, and disaster recovery. Along with File systems and gateways.
OpenStack is a free and open-source software platform for cloud computing, mostly deployed as infrastructure-as-a-service that controls large pools of compute, storage, and networking resources throughout a datacenter, managed through a dashboard or via the OpenStack API. OpenStack works with popular enterprise and open source technologies making it ideal for heterogeneous infrastructure.
Cloud Foundry is an open source, multi cloud application platform as a service that makes it faster and easier to build, test, deploy and scale applications, providing a choice of clouds, developer frameworks, and application services. It is an open source project and is available through a variety of private cloud distributions and public cloud instances.
Bamboo is a continuous integration (CI) server that can be used to automate the release management for a software application, creating a continuous delivery pipeline.
Drone is a Continuous Delivery system built on container technology. Drone uses a simple YAML configuration file, a superset of docker-compose, to define and execute Pipelines inside Docker containers.
Travis CI is a hosted continuous integration service used to build and test software projects hosted at GitHub.
Circle CI is a continuous integration and continuous delivery platform that helps software teams work smarter, faster.
Team City is a build management and continuous integration server from JetBrains.
Shippable simplifies DevOps and makes it systematic with an Assembly Line platform that is heterogeneous, flexible, and provides complete visibility across your DevOps workflows.
Spinnaker is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence.
Prow is a Kubernetes based CI/CD system. Jobs can be triggered by various types of events and report their status to many different services. In addition to job execution, Prow provides GitHub automation in the form of policy enforcement, chat-ops via /foo style commands, and automatic PR merging. Prow has a microservice architecture implemented as a collection of container images that run as Kubernetes deployments.
AWS ECS is a highly scalable, high-performance container orchestration service that supports Docker containers and allows you to easily run and scale containerized applications on AWS. Amazon ECS eliminates the need for you to install and operate your own container orchestration software, manage and scale a cluster of virtual machines, or schedule containers on those virtual machines.
AWS CodeBuild is a fully managed continuous integration service that compiles source code, runs tests, and produces software packages that are ready to deploy. With CodeBuild, you don't need to provision, manage, and scale your own build servers.
CFEngine is an open-source configuration management system, written by Mark Burgess.Its primary function is to provide automated configuration and maintenance of large-scale computer systems, including the unified management of servers, desktops, consumer and industrial devices, embedded networked devices, mobile smartphones, and tablet computers.
Octpus Deploy is the deployment automation server for your entire team, designed to make it easy to orchestrate releases and deploy applications, whether on-premises or in the cloud.
AWS CodeDeploy is a fully managed deployment service that automates software deployments to a variety of compute services such as Amazon EC2, AWS Fargate, AWS Lambda, and your on-premises servers. AWS CodeDeploy makes it easier for you to rapidly release new features, helps you avoid downtime during application deployment, and handles the complexity of updating your applications.
AWS Lambda is an event-driven, serverless computing platform provided by Amazon as a part of the Amazon Web Services. It is a computing service that runs code in response to events and automatically manages the computing resources required by that code.
Traefik is an open-source Edge Router that makes publishing your services a fun and easy experience. It receives requests on behalf of your system and finds out which components are responsible for handling them. What sets Traefik apart, besides its many features, is that it automatically discovers the right configuration for your services.
Kubernetes is an open-source container-orchestration system for automating application deployment, scaling, and management. It was originally designed by Google, and is now maintained by the Cloud Native Computing Foundation.
Google Kubernetes Engine (GKE) is a managed, production-ready environment for deploying containerized applications.
OpenShift is focused on security at every level of the container stack and throughout the application lifecycle. It includes long-term, enterprise support from one of the leading Kubernetes contributors and open source software companies.
Rancher is a complete software stack for teams adopting containers. It addresses the operational and security challenges of managing multiple Kubernetes clusters, while providing DevOps teams with integrated tools for running containerized workloads.
Docker is a set of platform as a service products that use OS-level virtualization to deliver software in packages called containers. Containers are isolated from one another and bundle their own software, libraries and configuration files; they can communicate with each other through well-defined channels. All containers are run by a single operating-system kernel and are thus more lightweight than virtual machines.
Rook is an open source cloud-native storage orchestrator for Kubernetes that turns distributed storage systems into self-managing, self-scaling, self-healing storage services. It automates the tasks of a storage administrator: deployment, bootstrapping, configuration, provisioning, scaling, upgrading, migration, disaster recovery, monitoring, and resource management.
Podman(the POD MANager) is a tool for managing OCI containers and pods.
Rkt is a pod-native container engine for Linux. It is composable, secure, and built on standards.
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GitHub provides hosting for software development version control using Git. It offers all of the distributed version control and source code management functionality of Git as well as adding its own features. It provides access control and several collaboration features such as bug tracking, feature requests, task management, and wikis for every project.
GitHub Codespaces is an integrated development environment(IDE) on GitHub. That allows developers to develop entirely in the cloud using Visual Studio and Visual Studio Code.
GitHub Actions will automate, customize, and execute your software development workflows right in your repository with GitHub Actions. You can discover, create, and share actions to perform any job you'd like, including CI/CD, and combine actions in a completely customized workflow.GitHub Actions for Azure you can create workflows that you can set up in your repository to build, test, package, release and deploy to Azure.Learn more about all other integrations with Azure.
GitLab is a web-based DevOps lifecycle tool that provides a Git-repository manager providing wiki, issue-tracking and CI/CD pipeline features, using an open-source license, developed by GitLab Inc.
Jenkins is a free and open source automation server. Jenkins helps to automate the non-human part of the software development process, with continuous integration and facilitating technical aspects of continuous delivery.
Bitbucket is a web-based version control repository hosting service owned by Atlassian, for source code and development projects that use either Mercurial or Git revision control systems. Bitbucket offers both commercial plans and free accounts. It offers free accounts with an unlimited number of private repositories. Bitbucket integrates with other Atlassian software like Jira, HipChat, Confluence and Bamboo.
Bamboo is a continuous integration (CI) server that can be used to automate the release management for a software application, creating a continuous delivery pipeline.
Codecov is the leading, dedicated code coverage solution. It provides highly integrated tools to group, merge, archive and compare coverage reports. Whether your team is comparing changes in a pull request or reviewing a single commit, Codecov will improve the code review workflow and quality.
Drone is a Continuous Delivery system built on container technology. Drone uses a simple YAML configuration file, a superset of docker-compose, to define and execute Pipelines inside Docker containers.
Travis CI is a hosted continuous integration service used to build and test software projects hosted at GitHub.
Circle CI is a continuous integration and continuous delivery platform that helps software teams work smarter, faster.
Zuul-CI is a program that drives continuous integration, delivery, and deployment systems with a focus on project gating and interrelated projects. Using the same Ansible playbooks to deploy your system and run your tests.
Artifactory is a Universal Artifact Repository Manager developed by JFrog. It supports all major packages, enterprise ready security, clustered, HA, Docker registry, multi-site replication and scalable.
Azure DevOps is a set of services for teams to share code, track work, and ship software; CLIs Build, deploy, diagnose, and manage multi-platform, scalable apps and services; Azure Pipelines Continuously build, test, and deploy to any platform and cloud; Azure Lab Services Set up labs for classrooms, trials, development and testing, and other scenarios.
Team City is a build management and continuous integration server from JetBrains.
Shippable simplifies DevOps and makes it systematic with an Assembly Line platform that is heterogeneous, flexible, and provides complete visibility across your DevOps workflows.
Spinnaker is an open source, multi-cloud continuous delivery platform for releasing software changes with high velocity and confidence.
AWS CodeBuild is a fully managed continuous integration service that compiles source code, runs tests, and produces software packages that are ready to deploy. With CodeBuild, you don't need to provision, manage, and scale your own build servers.
Selenium is a free (open source) automated testing suite for web applications across different browsers and platforms.
Cucumber is a tool based on Behavior Driven Development (BDD) framework which is used to write acceptance tests for the web application. It allows automation of functional validation in easily readable and understandable format (like plain English) to Business Analysts, Developers, and Testers.
JUnit is a unit testing framework for the Java programming language.
Mocha is a JavaScript test framework for Node.js programs, featuring browser support, asynchronous testing, test coverage reports, and use of any assertion library.
Karma is a simple tool that allows you to execute JavaScript code in multiple real browsers.
Jasmine is an open source testing framework for JavaScript. It aims to run on any JavaScript-enabled platform, to not intrude on the application nor the IDE, and to have easy-to-read syntax.
Maven is a build automation tool used primarily for Java projects. Maven can also be used to build and manage projects written in C#, Ruby, Scala, and other languages. The Maven project is hosted by the Apache Software Foundation.
Gradle is an open-source build-automation system that builds upon the concepts of Apache Ant and Apache Maven and introduces a Groovy-based domain-specific language instead of the XML form used by Apache Maven for declaring the project configuration.
Chef is an effortless Infrastructure Suite offers visibility into security and compliance status across all infrastructure and makes it easy to detect and correct issues long before they reach production.
Puppet is an open source tool that makes continuous integration and delivery of your software on traditional or containerized infrastructure easy by pulling together all your existing tools and giving you flexibility to deploy your way.
Ansible is an open-source software provisioning, configuration management, and application-deployment tool. It runs on many Unix-like systems, and can configure both Unix-like systems as well as Microsoft Windows.
KubeInit provides Ansible playbooks and roles for the deployment and configuration of multiple Kubernetes distributions.
Salt is Python-based, open-source software for event-driven IT automation, remote task execution, and configuration management. Supporting the "Infrastructure as Code" approach to data center system and network deployment and management, configuration automation, SecOps orchestration, vulnerability remediation, and hybrid cloud control.
Terraform is an open-source infrastructure as code software tool created by HashiCorp.It enables users to define and provision a datacenter infrastructure using a high-level configuration language known as Hashicorp Configuration Language (HCL), or optionally JSON.
Consul is a service networking solution to connect and secure services across any runtime platform and public or private cloud.
Packer is lightweight, runs on every major operating system, and is highly performant, creating machine images for multiple platforms in parallel. Packer does not replace configuration management like Chef or Puppet. In fact, when building images, Packer is able to use tools like Chef or Puppet to install software onto the image.
Nomad is a highly available, distributed, data-center aware cluster and application scheduler designed to support the modern datacenter with support for long-running services, batch jobs, and much more.
Vagrant is a tool for building and managing virtual machine environments in a single workflow. With an easy-to-use workflow and focus on automation, Vagrant lowers development environment setup time and increases production parity.
Vault is a tool for securely accessing secrets. A secret is anything that you want to tightly control access to, such as API keys, passwords, certificates, and more. Vault provides a unified interface to any secret, while providing tight access control and recording a detailed audit log.
CFEngine is an open-source configuration management system, written by Mark Burgess.Its primary function is to provide automated configuration and maintenance of large-scale computer systems, including the unified management of servers, desktops, consumer and industrial devices, embedded networked devices, mobile smartphones, and tablet computers.
Octpus Deploy is the deployment automation server for your entire team, designed to make it easy to orchestrate releases and deploy applications, whether on-premises or in the cloud.
AWS CodeDeploy is a fully managed deployment service that automates software deployments to a variety of compute services such as Amazon EC2, AWS Fargate, AWS Lambda, and your on-premises servers. AWS CodeDeploy makes it easier for you to rapidly release new features, helps you avoid downtime during application deployment, and handles the complexity of updating your applications.
Kubernetes is an open-source container-orchestration system for automating application deployment, scaling, and management. It was originally designed by Google, and is now maintained by the Cloud Native Computing Foundation.
Docker is a set of platform as a service products that use OS-level virtualization to deliver software in packages called containers. Containers are isolated from one another and bundle their own software, libraries and configuration files; they can communicate with each other through well-defined channels. All containers are run by a single operating-system kernel and are thus more lightweight than virtual machines.
PowerShell/PowerShell Core is a cross-platform (Windows, Linux, and macOS) automation and configuration tool/framework that works well with your existing tools and is optimized for dealing with structured data (eg JSON, CSV, XML, etc.), REST APIs, and object models. It includes a command-line shell, an associated scripting language and a framework for processing cmdlets.
Hyper-V creates virtual machines on Windows 10. Hyper-V can be enabled in many ways including using the Windows 10 control panel, PowerShell or using the Deployment Imaging Servicing and Management tool (DISM).
Cloud Hypervisor is an open source Virtual Machine Monitor (VMM) that runs on top of KVM. The project focuses on exclusively running modern, cloud workloads, on top of a limited set of hardware architectures and platforms. Cloud workloads refers to those that are usually run by customers inside a cloud provider. Cloud Hypervisor is implemented in Rust and is based on the rust-vmm crates.
VMware vSphere Hypervisor is a bare-metal hypervisor that virtualizes servers; allowing you to consolidate your applications while saving time and money managing your IT infrastructure.
VMware vSphere is the industry-leading compute virtualization platform, and your first step to application modernization. It has been rearchitected with native Kubernetes to allow customers to modernize the 70 million+ workloads now running on vSphere.
VMware Tanzu is a centralized management platform for consistently operating and securing your Kubernetes infrastructure and modern applications across multiple teams and private/public clouds.
Rancher is a complete software stack for teams adopting containers. It addresses the operational and security challenges of managing multiple Kubernetes clusters, while providing DevOps teams with integrated tools for running containerized workloads.
K3s is a highly available, certified Kubernetes distribution designed for production workloads in unattended, resource-constrained, remote locations or inside IoT appliances.
Rook is an open source cloud-native storage orchestrator for Kubernetes that turns distributed storage systems into self-managing, self-scaling, self-healing storage services. It automates the tasks of a storage administrator: deployment, bootstrapping, configuration, provisioning, scaling, upgrading, migration, disaster recovery, monitoring, and resource management.
Google Kubernetes Engine (GKE) is a managed, production-ready environment for deploying containerized applications.
Anthos is a modern application management platform that provides a consistent development and operations experience for cloud and on-premises environments.
AWS ECS is a highly scalable, high-performance container orchestration service that supports Docker containers and allows you to easily run and scale containerized applications on AWS. Amazon ECS eliminates the need for you to install and operate your own container orchestration software, manage and scale a cluster of virtual machines, or schedule containers on those virtual machines.
Apache Mesos is a cluster manager that provides efficient resource isolation and sharing across distributed applications, or frameworks. It can run Hadoop, Jenkins, Spark, Aurora, and other frameworks on a dynamically shared pool of nodes.
Apache Spark is a unified analytics engine for big data processing, with built-in modules for streaming, SQL, machine learning and graph processing.
Apache Hadoop is a framework that allows for the distributed processing of large data sets across clusters of computers using simple programming models. It is designed to scale up from single servers to thousands of machines, each offering local computation and storage. Rather than rely on hardware to deliver high-availability, the library itself is designed to detect and handle failures at the application layer, so delivering a highly-available service on top of a cluster of computers, each of which may be prone to failures.
Microsoft Azure is a cloud computing service created by Microsoft for building, testing, deploying, and managing applications and services through Microsoft-managed data centers.
Azure Functions is a solution for easily running small pieces of code, or "functions," in the cloud. You can write just the code you need for the problem at hand, without worrying about a whole application or the infrastructure to run it.
Rkt is a pod-native container engine for Linux. It is composable, secure, and built on standards.
AWS Lambda is an event-driven, serverless computing platform provided by Amazon as a part of the Amazon Web Services. It is a computing service that runs code in response to events and automatically manages the computing resources required by that code.
Helm is the Kubernetes Package Manager.
Kubespray is a tool that combines Kubernetes and Ansible to easily install Kubernetes clusters that can be deployed on AWS, GCE, Azure, OpenStack, vSphere, Packet (bare metal), Oracle Cloud Infrastructure (Experimental), or Baremetal
Red Hat OpenShift is focused on security at every level of the container stack and throughout the application lifecycle. It includes long-term, enterprise support from one of the leading Kubernetes contributors and open source software companies.
OpenShift Hive is an operator which runs as a service on top of Kubernetes/OpenShift. The Hive service can be used to provision and perform initial configuration of OpenShift 4 clusters.
OKD is a community distribution of Kubernetes optimized for continuous application development and multi-tenant deployment. OKD adds developer and operations-centric tools on top of Kubernetes to enable rapid application development, easy deployment and scaling, and long-term lifecycle maintenance for small and large teams.
Odo is a fast, iterative, and straightforward CLI tool for developers who write, build, and deploy applications on Kubernetes and OpenShift.
Kata Operator is an operator to perform lifecycle management (install/upgrade/uninstall) of Kata Runtime on Openshift as well as Kubernetes cluster.
Knative is a Kubernetes-based platform to build, deploy, and manage modern serverless workloads. Knative takes care of the operational overhead details of networking, autoscaling (even to zero), and revision tracking.
Etcd is a distributed key-value store that provides a reliable way to store data that needs to be accessed by a distributed system or cluster of machines. Etcd is used as the backend for service discovery and stores cluster state and configuration for Kubernetes.
OpenStack is a free and open-source software platform for cloud computing, mostly deployed as infrastructure-as-a-service that controls large pools of compute, storage, and networking resources throughout a datacenter, managed through a dashboard or via the OpenStack API. OpenStack works with popular enterprise and open source technologies making it ideal for heterogeneous infrastructure.
Cloud Foundry is an open source, multi cloud application platform as a service that makes it faster and easier to build, test, deploy and scale applications, providing a choice of clouds, developer frameworks, and application services. It is an open source project and is available through a variety of private cloud distributions and public cloud instances.
Splunk software is used for searching, monitoring, and analyzing machine-generated big data, via a Web-style interface.
Prometheus is a free software application used for event monitoring and alerting. It records real-time metrics in a time series database (allowing for high dimensionality) built using a HTTP pull model, with flexible queries and real-time alerting.
Loki is a horizontally-scalable, highly-available, multi-tenant log aggregation system inspired by Prometheus. It is designed to be very cost effective and easy to operate. It does not index the contents of the logs, but rather a set of labels for each log stream.
Thanos is a set of components that can be composed into a highly available metric system with unlimited storage capacity, which can be added seamlessly on top of existing Prometheus deployments.
Container Storage Interface (CSI) is an API that lets container orchestration platforms like Kubernetes seamlessly communicate with stored data via a plug-in.
OpenEBS is a Kubernetes-based tool to create stateful applications using Container Attached Storage.
ElasticSearch is a search engine based on the Lucene library. It provides a distributed, multitenant-capable full-text search engine with an HTTP web interface and schema-free JSON documents. Elasticsearch is developed in Java.
Logstash is a tool for managing events and logs. When used generically, the term encompasses a larger system of log collection, processing, storage and searching activities.
Kibana is an open source data visualization plugin for Elasticsearch. It provides visualization capabilities on top of the content indexed on an Elasticsearch cluster. Users can create bar, line and scatter plots, or pie charts and maps on top of large volumes of data.
New Relic is a SaaS-based monitoring tool that fully supports the way DevOps teams work in the modern enterprise by streamlining your workflows with today's collaboration software and orchestration tools like Puppet, Chef, and Ansible.
Nagios is a free and open source computer-software application that monitors systems, networks and infrastructure. Nagios offers monitoring and alerting services for servers, switches, applications and services. It alerts users when things go wrong and alerts them a second time when the problem has been resolved.
SonarQube is an open-source platform developed by SonarSource for continuous inspection of code quality to perform automatic reviews with static analysis of code to detect bugs, code smells, and security vulnerabilities on 20+ programming languages.
Genie is a federated job orchestration engine developed by Netflix. Genie provides REST APIs to run a variety of big data jobs like Hadoop, Pig, Hive, Spark, Presto, Sqoop and more. It also provides APIs for managing the metadata of many distributed processing clusters and the commands and applications which run on them.
Inviso is a lightweight tool that provides the ability to search for Hadoop jobs, visualize the performance, and view cluster utilization.
Fenzo is a scheduler Java library for Apache Mesos frameworks that supports plugins for scheduling optimizations and facilitates cluster autoscaling.
Dynomite is a thin, distributed dynamo layer for different storage engines and protocols, which includes Redis and Memcached. Dynomite supports multi-datacenter replication and is designed for High Availability(HA).
Dyno is a tool that is used to scale a Java client application utilizing Dynomite.
Raigad is a process/tool that runs alongside Elasticsearch to automate backup/recovery, Deployments and Centralized Configuration management.
Priam is a process/tool that runs alongside Apache Cassandra to automate backup/recovery, Deployments and Centralized Configuration management.
Chaos Monkey is a resiliency tool used to randomly terminates virtual machine instances and containers that run inside of your production environment. Chaos Monkey should work with any backend that Spinnaker supports (AWS, Google Compute Engine, Microsoft Azure, Kubernetes, and Cloud Foundry).
Falcor is a JavaScript library for efficient data fetching. Falcor lets you represent all your remote data sources as a single domain model via a virtual JSON graph, whether in memory on the client or over the network on the server.
Restify is a framework, utilizing connect style middleware for building REST APIs.
Traefik is an open source Edge Router that makes publishing your services a fun and easy experience. It receives requests on behalf of your system and finds out which components are responsible for handling them. What sets Traefik apart, besides its many features, is that it automatically discovers the right configuration for your services.
Jira is a proprietary issue tracking product developed by Atlassian that allows bug tracking and agile project management.
Pivotal Tracker is the agile project management tool of choice for developers around the world for real-time collaboration around a shared, prioritized backlog.
Trello is a web-based Kanban-style list-making application that gives you perspective over all your projects, at work and at home.
Microsoft Teams is the hub for team collaboration in Office 365 that integrates the people, content, and tools your team needs to be more engaged and effective.
Slack is a cloud-based proprietary instant messaging platform developed by Slack Technologies.
OpsGenie is a cloud-based service for dev & ops teams, providing reliable alerts, on-call schedule management and escalations. OpsGenie integrates with monitoring tools & services, ensures the right people are notified.
Pagerduty automates processes built on best practices, allowing you to focus on higher value parts of incident response. Granular and scalable permissions enable teams to administer and operate independently while controlling visibility.
Veracode is a leading provider of enterprise-class application security, seamlessly integrating agile security solutions for organizations around the globe. In addition to application security services and secure devops services, Veracode provides a full security assessment to ensure your website and applications are secure, and ensures full enterprise data protection.
DevOps Engineering on AWS from AWS Training
AWS Certified DevOps Engineer - Professional from A Cloud Guru
Microsoft Certified: DevOps Engineer Expert Cert.
Introduction to Azure DevOps from A Cloud Guru
Architecting with Google Compute Engine
Architecting with Google Kubernetes Engine in Google Cloud
VMware Training and Certification Program
Cloudera Certification Program
Salesforce Certification Program
Salesforce Superbadges
Red Hat Training and Certification Program
Linux Foundation Training and Certification Program
Linux Professional Institute(LPI) Training and Certification
Learn DevOps with Online Courses and Lessons from edX
Top DevOps Courses Online from Udemy
Devops Courses from Coursera
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AWS Certified Security - Specialty Certification
Microsoft Certified: Azure Security Engineer Associate
Google Cloud Certified Professional Cloud Security Engineer
Cisco Security Certifications
The Red Hat Certified Specialist in Security: Linux
Linux Professional Institute LPIC-3 Enterprise Security Certification
Cybersecurity Training and Courses from IBM Skills
Cybersecurity Courses and Certifications by Offensive Security
Citrix Certified Associate – Networking(CCA-N)
Citrix Certified Professional – Virtualization(CCP-V)
CCNP Routing and Switching
Certified Information Security Manager(CISM)
Wireshark Certified Network Analyst (WCNA)
Juniper Networks Certification Program Enterprise (JNCP)
Networking courses and specializations from Coursera
Network & Security Courses from Udemy
Network & Security Courses from edX
• Connection: In networking, a connection refers to pieces of related information that are transferred through a network. This generally infers that a connection is built before the data transfer (by following the procedures laid out in a protocol) and then is deconstructed at the at the end of the data transfer.
• Packet: A packet is, generally speaking, the most basic unit that is transferred over a network. When communicating over a network, packets are the envelopes that carry your data (in pieces) from one end point to the other.
Packets have a header portion that contains information about the packet including the source and destination, timestamps, network hops. The main portion of a packet contains the actual data being transferred. It is sometimes called the body or the payload.
• Network Interface: A network interface can refer to any kind of software interface to networking hardware. For instance, if you have two network cards in your computer, you can control and configure each network interface associated with them individually.
A network interface may be associated with a physical device, or it may be a representation of a virtual interface. The "loop-back" device, which is a virtual interface to the local machine, is an example of this.
• LAN: LAN stands for "local area network". It refers to a network or a portion of a network that is not publicly accessible to the greater internet. A home or office network is an example of a LAN.
• WAN: WAN stands for "wide area network". It means a network that is much more extensive than a LAN. While WAN is the relevant term to use to describe large, dispersed networks in general, it is usually meant to mean the internet, as a whole.
If an interface is connected to the WAN, it is generally assumed that it is reachable through the internet.
• Protocol: A protocol is a set of rules and standards that basically define a language that devices can use to communicate. There are a great number of protocols in use extensively in networking, and they are often implemented in different layers.
Some low level protocols are TCP, UDP, IP, and ICMP. Some familiar examples of application layer protocols, built on these lower protocols, are HTTP (for accessing web content), SSH, TLS/SSL, and FTP.
• Port: A port is an address on a single machine that can be tied to a specific piece of software. It is not a physical interface or location, but it allows your server to be able to communicate using more than one application.
• Firewall: A firewall is a program that decides whether traffic coming into a server or going out should be allowed. A firewall usually works by creating rules for which type of traffic is acceptable on which ports. Generally, firewalls block ports that are not used by a specific application on a server.
• NAT: Network address translation is a way to translate requests that are incoming into a routing server to the relevant devices or servers that it knows about in the LAN. This is usually implemented in physical LANs as a way to route requests through one IP address to the necessary backend servers.
• VPN: Virtual private network is a means of connecting separate LANs through the internet, while maintaining privacy. This is used as a means of connecting remote systems as if they were on a local network, often for security reasons.
While networking is often discussed in terms of topology in a horizontal way, between hosts, its implementation is layered in a vertical fashion throughout a computer or network. This means is that there are multiple technologies and protocols that are built on top of each other in order for communication to function more easily. Each successive, higher layer abstracts the raw data a little bit more, and makes it simpler to use for applications and users. It also allows you to leverage lower layers in new ways without having to invest the time and energy to develop the protocols and applications that handle those types of traffic.
As data is sent out of one machine, it begins at the top of the stack and filters downwards. At the lowest level, actual transmission to another machine takes place. At this point, the data travels back up through the layers of the other computer. Each layer has the ability to add its own "wrapper" around the data that it receives from the adjacent layer, which will help the layers that come after decide what to do with the data when it is passed off.
One method of talking about the different layers of network communication is the OSI model. OSI stands for Open Systems Interconnect.This model defines seven separate layers. The layers in this model are:
• Application: The application layer is the layer that the users and user-applications most often interact with. Network communication is discussed in terms of availability of resources, partners to communicate with, and data synchronization.
• Presentation: The presentation layer is responsible for mapping resources and creating context. It is used to translate lower level networking data into data that applications expect to see.
• Session: The session layer is a connection handler. It creates, maintains, and destroys connections between nodes in a persistent way.
• Transport: The transport layer is responsible for handing the layers above it a reliable connection. In this context, reliable refers to the ability to verify that a piece of data was received intact at the other end of the connection. This layer can resend information that has been dropped or corrupted and can acknowledge the receipt of data to remote computers.
• Network: The network layer is used to route data between different nodes on the network. It uses addresses to be able to tell which computer to send information to. This layer can also break apart larger messages into smaller chunks to be reassembled on the opposite end.
• Data Link: This layer is implemented as a method of establishing and maintaining reliable links between different nodes or devices on a network using existing physical connections.
• Physical: The physical layer is responsible for handling the actual physical devices that are used to make a connection. This layer involves the bare software that manages physical connections as well as the hardware itself (like Ethernet).
The TCP/IP model, more commonly known as the Internet protocol suite, is another layering model that is simpler and has been widely adopted.It defines the four separate layers, some of which overlap with the OSI model:
• Application: In this model, the application layer is responsible for creating and transmitting user data between applications. The applications can be on remote systems, and should appear to operate as if locally to the end user.
The communication takes place between peers network.
• Transport: The transport layer is responsible for communication between processes. This level of networking utilizes ports to address different services. It can build up unreliable or reliable connections depending on the type of protocol used.
• Internet: The internet layer is used to transport data from node to node in a network. This layer is aware of the endpoints of the connections, but does not worry about the actual connection needed to get from one place to another. IP addresses are defined in this layer as a way of reaching remote systems in an addressable manner.
• Link: The link layer implements the actual topology of the local network that allows the internet layer to present an addressable interface. It establishes connections between neighboring nodes to send data.
Interfaces are networking communication points for your computer. Each interface is associated with a physical or virtual networking device. Typically, your server will have one configurable network interface for each Ethernet or wireless internet card you have. In addition, it will define a virtual network interface called the "loopback" or localhost interface. This is used as an interface to connect applications and processes on a single computer to other applications and processes. You can see this referenced as the "lo" interface in many tools.
Networking works by piggybacks on a number of different protocols on top of each other. In this way, one piece of data can be transmitted using multiple protocols encapsulated within one another.
Media access control is a communications protocol that is used to distinguish specific devices. Each device is supposed to get a unique MAC address during the manufacturing process that differentiates it from every other device on the internet. Addressing hardware by the MAC address allows you to reference a device by a unique value even when the software on top may change the name for that specific device during operation. Media access control is one of the only protocols from the link layer that you are likely to interact with on a regular basis.
The IP protocol is one of the fundamental protocols that allow the internet to work. IP addresses are unique on each network and they allow machines to address each other across a network. It is implemented on the internet layer in the IP/TCP model. Networks can be linked together, but traffic must be routed when crossing network boundaries. This protocol assumes an unreliable network and multiple paths to the same destination that it can dynamically change between. There are a number of different implementations of the protocol. The most common implementation today is IPv4, although IPv6 is growing in popularity as an alternative due to the scarcity of IPv4 addresses available and improvements in the protocols capabilities.
ICMP: internet control message protocol is used to send messages between devices to indicate the availability or error conditions. These packets are used in a variety of network diagnostic tools, such as ping and traceroute. Usually ICMP packets are transmitted when a packet of a different kind meets some kind of a problem. Basically, they are used as a feedback mechanism for network communications.
TCP: Transmission control protocol is implemented in the transport layer of the IP/TCP model and is used to establish reliable connections. TCP is one of the protocols that encapsulates data into packets. It then transfers these to the remote end of the connection using the methods available on the lower layers. On the other end, it can check for errors, request certain pieces to be resent, and reassemble the information into one logical piece to send to the application layer. The protocol builds up a connection prior to data transfer using a system called a three-way handshake. This is a way for the two ends of the communication to acknowledge the request and agree upon a method of ensuring data reliability. After the data has been sent, the connection is torn down using a similar four-way handshake. TCP is the protocol of choice for many of the most popular uses for the internet, including WWW, FTP, SSH, and email. It is safe to say that the internet we know today would not be here without TCP.
UDP: User datagram protocol is a popular companion protocol to TCP and is also implemented in the transport layer. The fundamental difference between UDP and TCP is that UDP offers unreliable data transfer. It does not verify that data has been received on the other end of the connection. This might sound like a bad thing, and for many purposes, it is. However, it is also extremely important for some functions. It's not required to wait for confirmation that the data was received and forced to resend data, UDP is much faster than TCP. It does not establish a connection with the remote host, it simply fires off the data to that host and doesn't care if it is accepted or not. Since UDP is a simple transaction, it is useful for simple communications like querying for network resources. It also doesn't maintain a state, which makes it great for transmitting data from one machine to many real-time clients. This makes it ideal for VOIP, games, and other applications that cannot afford delays.
HTTP: Hypertext transfer protocol is a protocol defined in the application layer that forms the basis for communication on the web. HTTP defines a number of functions that tell the remote system what you are requesting. For instance, GET, POST, and DELETE all interact with the requested data in a different way.
JSON Web Token (JWT) is a compact URL-safe means of representing claims to be transferred between two parties. The claims in a JWT are encoded as a JSON object that is digitally signed using JSON Web Signature (JWS).
OAuth 2.0 is an open source authorization framework that enables applications to obtain limited access to user accounts on an HTTP service, such as Amazon, Google, Facebook, Microsoft, Twitter GitHub, and DigitalOcean. It works by delegating user authentication to the service that hosts the user account, and authorizing third-party applications to access the user account.
FTP: File transfer protocol is in the application layer and provides a way of transferring complete files from one host to another. It is inherently insecure, so it is not recommended for any externally facing network unless it is implemented as a public, download-only resource.
DNS: Domain name system is an application layer protocol used to provide a human-friendly naming mechanism for internet resources. It is what ties a domain name to an IP address and allows you to access sites by name in your browser.
SSH: Secure shell is an encrypted protocol implemented in the application layer that can be used to communicate with a remote server in a secure way. Many additional technologies are built around this protocol because of its end-to-end encryption and ubiquity. There are many other protocols that we haven't covered that are equally important. However, this should give you a good overview of some of the fundamental technologies that make the internet and networking possible.
KVM (for Kernel-based Virtual Machine) is a full virtualization solution for Linux on x86 hardware containing virtualization extensions (Intel VT or AMD-V). It consists of a loadable kernel module, kvm.ko, that provides the core virtualization infrastructure and a processor specific module, kvm-intel.ko or kvm-amd.ko.
QEMU is a fast processor emulator using a portable dynamic translator. QEMU emulates a full system, including a processor and various peripherals. It can be used to launch a different Operating System without rebooting the PC or to debug system code.
Hyper-V enables running virtualized computer systems on top of a physical host. These virtualized systems can be used and managed just as if they were physical computer systems, however they exist in virtualized and isolated environment. Special software called a hypervisor manages access between the virtual systems and the physical hardware resources. Virtualization enables quick deployment of computer systems, a way to quickly restore systems to a previously known good state, and the ability to migrate systems between physical hosts.
VirtManager is a graphical tool for managing virtual machines via libvirt. Most usage is with QEMU/KVM virtual machines, but Xen and libvirt LXC containers are well supported. Common operations for any libvirt driver should work.
oVirt is an open-source distributed virtualization solution, designed to manage your entire enterprise infrastructure. oVirt uses the trusted KVM hypervisor and is built upon several other community projects, including libvirt, Gluster, PatternFly, and Ansible.Founded by Red Hat as a community project on which Red Hat Enterprise Virtualization is based allowing for centralized management of virtual machines, compute, storage and networking resources, from an easy-to-use web-based front-end with platform independent access.
Xen is focused on advancing virtualization in a number of different commercial and open source applications, including server virtualization, Infrastructure as a Services (IaaS), desktop virtualization, security applications, embedded and hardware appliances, and automotive/aviation.
Ganeti is a virtual machine cluster management tool built on top of existing virtualization technologies such as Xen or KVM and other open source software. Once installed, the tool assumes management of the virtual instances (Xen DomU).
Packer is an open source tool for creating identical machine images for multiple platforms from a single source configuration. Packer is lightweight, runs on every major operating system, and is highly performant, creating machine images for multiple platforms in parallel. Packer does not replace configuration management like Chef or Puppet. In fact, when building images, Packer is able to use tools like Chef or Puppet to install software onto the image.
Vagrant is a tool for building and managing virtual machine environments in a single workflow. With an easy-to-use workflow and focus on automation, Vagrant lowers development environment setup time, increases production parity, and makes the "works on my machine" excuse a relic of the past. It provides easy to configure, reproducible, and portable work environments built on top of industry-standard technology and controlled by a single consistent workflow to help maximize the productivity and flexibility of you and your team.
VMware Workstation is a hosted hypervisor that runs on x64 versions of Windows and Linux operating systems; it enables users to set up virtual machines on a single physical machine, and use them simultaneously along with the actual machine.
VirtualBox is a powerful x86 and AMD64/Intel64 virtualization product for enterprise as well as home use. Not only is VirtualBox an extremely feature rich, high performance product for enterprise customers.
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SQL is a standard language for storing, manipulating and retrieving data in relational databases.
SQL Tutorial by W3Schools
Learn SQL Skills Online from Coursera
SQL Courses Online from Udemy
SQL Online Training Courses from LinkedIn Learning
Learn SQL For Free from Codecademy
GitLab's SQL Style Guide
OracleDB SQL Style Guide Basics
Tableau CRM: BI Software and Tools
Databases on AWS
Best Practices and Recommendations for SQL Server Clustering in AWS EC2.
Connecting from Google Kubernetes Engine to a Cloud SQL instance.
Educational Microsoft Azure SQL resources
MySQL Certifications
SQL vs. NoSQL Databases: What's the Difference?
What is NoSQL?
Azure Data Studio is an open source data management tool that enables working with SQL Server, Azure SQL DB and SQL DW from Windows, macOS and Linux.
Azure SQL Database is the intelligent, scalable, relational database service built for the cloud. It's evergreen and always up to date, with AI-powered and automated features that optimize performance and durability for you. Serverless compute and Hyperscale storage options automatically scale resources on demand, so you can focus on building new applications without worrying about storage size or resource management.
Azure SQL Managed Instance is a fully managed SQL Server Database engine instance that's hosted in Azure and placed in your network. This deployment model makes it easy to lift and shift your on-premises applications to the cloud with very few application and database changes. Managed instance has split compute and storage components.
Azure Synapse Analytics is a limitless analytics service that brings together enterprise data warehousing and Big Data analytics. It gives you the freedom to query data on your terms, using either serverless or provisioned resources at scale. It brings together the best of the SQL technologies used in enterprise data warehousing, Spark technologies used in big data analytics, and Pipelines for data integration and ETL/ELT.
MSSQL for Visual Studio Code is an extension for developing Microsoft SQL Server, Azure SQL Database and SQL Data Warehouse everywhere with a rich set of functionalities.
SQL Server Data Tools (SSDT) is a development tool for building SQL Server relational databases, Azure SQL Databases, Analysis Services (AS) data models, Integration Services (IS) packages, and Reporting Services (RS) reports. With SSDT, a developer can design and deploy any SQL Server content type with the same ease as they would develop an application in Visual Studio or Visual Studio Code.
Bulk Copy Program is a command-line tool that comes with Microsoft SQL Server. BCP, allows you to import and export large amounts of data in and out of SQL Server databases quickly snd efficeiently.
SQL Server Migration Assistant is a tool from Microsoft that simplifies database migration process from Oracle to SQL Server, Azure SQL Database, Azure SQL Database Managed Instance and Azure SQL Data Warehouse.
SQL Server Integration Services is a development platform for building enterprise-level data integration and data transformations solutions. Use Integration Services to solve complex business problems by copying or downloading files, loading data warehouses, cleansing and mining data, and managing SQL Server objects and data.
SQL Server Business Intelligence(BI) is a collection of tools in Microsoft's SQL Server for transforming raw data into information businesses can use to make decisions.
Tableau is a Data Visualization software used in relational databases, cloud databases, and spreadsheets. Tableau was acquired by Salesforce in August 2019.
DataGrip is a professional DataBase IDE developed by Jet Brains that provides context-sensitive code completion, helping you to write SQL code faster. Completion is aware of the tables structure, foreign keys, and even database objects created in code you're editing.
RStudio is an integrated development environment for R and Python, with a console, syntax-highlighting editor that supports direct code execution, and tools for plotting, history, debugging and workspace management.
MySQL is a fully managed database service to deploy cloud-native applications using the world's most popular open source database.
PostgreSQL is a powerful, open source object-relational database system with over 30 years of active development that has earned it a strong reputation for reliability, feature robustness, and performance.
Amazon DynamoDB is a key-value and document database that delivers single-digit millisecond performance at any scale. It is a fully managed, multiregion, multimaster, durable database with built-in security, backup and restore, and in-memory caching for internet-scale applications.
FoundationDB is an open source distributed database designed to handle large volumes of structured data across clusters of commodity servers. It organizes data as an ordered key-value store and employs ACID transactions for all operations. It is especially well-suited for read/write workloads but also has excellent performance for write-intensive workloads. FoundationDB was acquired by Apple in 2015.
CouchbaseDB is an open source distributed multi-model NoSQL document-oriented database. It creates a key-value store with managed cache for sub-millisecond data operations, with purpose-built indexers for efficient queries and a powerful query engine for executing SQL queries.
IBM DB2 is a collection of hybrid data management products offering a complete suite of AI-empowered capabilities designed to help you manage both structured and unstructured data on premises as well as in private and public cloud environments. Db2 is built on an intelligent common SQL engine designed for scalability and flexibility.
MongoDB is a document database meaning it stores data in JSON-like documents.
OracleDB is a powerful fully managed database helps developers manage business-critical data with the highest availability, reliability, and security.
MariaDB is an enterprise open source database solution for modern, mission-critical applications.
SQLite is a C-language library that implements a small, fast, self-contained, high-reliability, full-featured, SQL database engine.SQLite is the most used database engine in the world. SQLITE内置在所有手机和大多数计算机中，并在人们每天使用的无数其他应用程序中捆绑在一起。
SQLite Database Browser is an open source SQL tool that allows users to create, design and edits SQLite database files. It lets users show a log of all the SQL commands that have been issued by them and by the application itself.
dbWatch is a complete database monitoring/management solution for SQL Server, Oracle, PostgreSQL, Sybase, MySQL and Azure. Designed for proactive management and automation of routine maintenance in large scale on-premise, hybrid/cloud database environments.
Cosmos DB Profiler is a real-time visual debugger allowing a development team to gain valuable insight and perspective into their usage of Cosmos DB database. It identifies over a dozen suspicious behaviors from your application's interaction with Cosmos DB.
Adminer is an SQL management client tool for managing databases, tables, relations, indexes, users. Adminer has support for all the popular database management systems such as MySQL, MariaDB, PostgreSQL, SQLite, MS SQL, Oracle, Firebird, SimpleDB, Elasticsearch and MongoDB.
DBeaver is an open source database tool for developers and database administrators. It offers supports for JDBC compliant databases such as MySQL, Oracle, IBM DB2, SQL Server, Firebird, SQLite, Sybase, Teradata, Firebird, Apache Hive, Phoenix, and Presto.
DbVisualizer is a SQL management tool that allows users to manage a wide range of databases such as Oracle, Sybase, SQL Server, MySQL, H3, and SQLite.
AppDynamics Database is a management product for Microsoft SQL Server. With AppDynamics you can monitor and trend key performance metrics such as resource consumption, database objects, schema statistics and more, allowing you to proactively tune and fix issues in a High-Volume Production Environment.
Toad is a SQL Server DBMS toolset developed by Quest. It increases productivity by using extensive automation, intuitive workflows, and built-in expertise. This SQL management tool resolve issues, manage change and promote the highest levels of code quality for both relational and non-relational databases.
Lepide SQL Server is an open source storage manager utility to analyse the performance of SQL Servers. It provides a complete overview of all configuration and permission changes being made to your SQL Server environment through an easy-to-use, graphical user interface.
Sequel Pro is a fast MacOS database management tool for working with MySQL. This SQL management tool helpful for interacting with your database by easily to adding new databases, new tables, and new rows.
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