GenAI-Learning
AI Engineers possess a good understanding of programming, software engineering, and data science, and use different tools and techniques to process data to develop and maintain AI systems.
? Table of Contents
- ? LLM Bootcamp - Spring 2023
- ? DeepLearning AI
- ? Microsoft Copilot Learning
- ☁️ Amazon Generative AI
- Google Cloud Skills
- ? NVIDIA Learn
- ? Oracle Cloud
- IBM AI Learn
? LLM Bootcamp - Spring 2023 by The Full Stack
Learn best practices and tools for building LLM-powered apps, covering the full stack from prompt engineering to user-centered design.
| ? Course Name |
Description |
? Link |
| Launch an LLM App in One Hour |
Brief overview of the course content |
Course Link |
| LLM Foundations |
Introduction to the basics of LLMs |
Course Link |
| Learn to Spell: Prompt Engineering |
Techniques for effective prompting |
Course Link |
| Augmented Language Models |
Enhancing LLMs with tools and data |
Course Link |
| Project Walkthrough: askFSDL |
Step-by-step guide for the project |
Course Link |
| UX for Language User Interfaces |
Designing intuitive LLM interactions |
Course Link |
| LLMOps |
Deployment and management of LLM solutions |
Course Link |
| What's Next? |
Future directions in LLM development |
Course Link |
| Reza Shabani: Train Your Own LLM |
Deep dive into LLM training |
Course Link |
| Harrison Chase: Agents |
Building LLM-powered agents |
Course Link |
| Fireside Chat with Peter Welinder |
Insights from an industry leader |
Course Link |
? DeepLearning AI
? Core Courses
| Course Title |
Description |
? Link |
| AI for Everyone |
Non-technical course for understanding AI technologies |
Access Course |
| Generative AI for Everyone |
Learn how generative AI works and its applications |
Access Course |
| Generative AI with LLMs |
Learn fundamentals and real-world applications |
Access Course |
| MLOps Specialization |
Learn to build and maintain production ML systems |
Access Course |
Prompt Engineering Track
| Course Title |
Description |
? Link |
| ChatGPT Prompt Engineering |
Developer-focused course |
Learn More |
| Prompt Engineering with Llama 2 |
Explore prompt design for Llama 2 |
Learn More |
| Master Prompt Engineering |
Comprehensive course by experts |
Learn More |
| Introductory Prompt Engineering |
Beginner-friendly guide |
Learn More |
| The Prompt Engineering Guide |
Detailed resource |
Learn More |
Retrieval-Augmented Generation (RAG)
| Course Title |
? Link |
| RAG From Scratch - LangChain |
|
| RAGHack 2024 |
|
| RAG Tutorial Series |
|
| Master RAG in 5 Hours |
|
YouTube Free Courses
| Course Title |
? Channel |
? Link |
| AI 4 Every 1 |
Murtaza's Workshop |
|
| Generative AI Full Course |
Freecodecamp |
|
| Gen AI Tutorial For Beginners |
Codebasics |
|
| LLM Course |
IIT Madras BS Degree |
|
| Genartive AI News |
Krish Naik |
|
| LLM Crash Course |
Neural Hacks with Vasanth |
|
| Microsoft Developer |
Full Series GenAI |
|
Additional GitHub Resources
| Material |
? Link |
| Indepth-GENAI |
Repository |
| CampusX Courses |
Repository |
| Building LLM Applications |
Repository |
? 7 Essential GitHub Repositories for GenAI
| Repository |
? Link |
| Microsoft's GenAI for Beginners |
Explore |
| Google Cloud Platform GenAI |
Explore |
| Awesome Generative AI |
Explore |
| Awesome GenAI |
Explore |
| Learn Generative AI |
Explore |
| GenAI Research Papers |
Explore |
| GenAI Projects |
Explore |
| Awesome RAG |
Explore |
Google Cloud - Cloud Skill Boost
| Course Name |
Description |
? Link |
| Introduction to Generative AI |
Foundational GenAI concepts |
Start Learning |
| Intro to Large Language Models |
LLM fundamentals and applications |
Start Learning |
| Introduction to Responsible AI |
AI ethics and principles |
Start Learning |
| Prompt Design in Vertex AI |
Master prompt engineering |
Start Learning |
| Applying AI Principles |
Practical responsible AI |
Start Learning |
| Image Generation |
Diffusion models deep dive |
Start Learning |
| Attention Mechanism |
Advanced ML concepts |
Start Learning |
| Encoder-Decoder Architecture |
Advanced ML architecture |
Start Learning |
| Transformer Models and BERT |
Advanced NLP models |
Start Learning |
| Image Captioning Models |
Computer vision and NLP |
Start Learning |
| Generative AI Studio |
Vertex AI tools and features |
Start Learning |
| GenAI Explorer - Vertex AI |
Hands-on labs |
Start Learning |
? Microsoft Copilot - Microsoft Learn
| Course Title |
Description |
? Link |
| Python for Data Science |
Foundation Python skills |
Start Learning |
| AI Solutions with Azure ML |
Azure ML development |
Start Learning |
| Responsible AI Principles |
Ethical AI development |
Start Learning |
| Azure OpenAI Service |
GenAI and LLM fundamentals |
Start Learning |
| AI for Beginners |
12-week curriculum |
Start Learning |
| Custom ML Models |
Azure ML model creation |
Start Learning |
| Azure AI Apps |
AI services and virtual agents |
Start Learning |
| Azure AI Fundamentals |
Comprehensive AI basics |
Start Learning |
| GitHub Copilot |
AI-powered development |
Start Learning |
☁️ Amazon Generative AI
| Course Name |
Description |
| Generative AI Foundations |
Deep dive into foundation models |
| Amazon CodeWhisperer |
AI coding companion introduction |
| AWS Jam Journey |
Hands-on CodeWhisperer practice |
| Prompt Engineering Foundations |
Mastering prompt design |
| Low-Code ML on AWS |
Simplified machine learning |
| Language Models on AWS |
Building custom language models |
| Amazon Transcribe |
Speech-to-text services |
| Amazon Bedrock |
Building GenAI applications |
? Oracle Learning Path Resources
| Course Title |
Description |
? Link |
| OCI Generative AI Professional |
Comprehensive GenAI expertise |
Start Learning |
| OCI AI Foundations Associate 2024 |
Foundational AI concepts |
Start Learning |
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