Learn_ML

Learn_ml

• Python (OOP)

https://www.codecademy.com/catalog/glanguage/python

• Java (OOP -Ebene)

https://www.codecademy.com/catalog/glanguage/java

• C ++ (OOP -Ebene)

https://www.codecademy.com/catalog/glanguage/cpp

• JavaScript (OOP -Ebene)

https://www.codecademy.com/catalog/glanguage/javaScript

• R

https://www.youtube.com/watch?v=_v8eksto3ug

• Datenstrukturen und Algorithmen

https://www.tutorialspoint.com/data_structures_algorithms/data_structure_overview.htm

• Datenbanken

https://www.codecademy.com/learn/learn-sql

• Datenwissenschaft

https://www.youtube.com/watch?v=ua-cidnnj30

• Computer Vision

https://www.youtube.com/playlist?list=plf7l7kg8_fnxHattlwdceyh72qql9pvpq

• Verarbeitung natürlicher Sprache

https://www.youtube.com/watch?v=flzvoksckxy&list=plqvvvaaa0qudf2jswnfigklibinznic4Hl

https://www.youtube.com/watch?v=cce8ntxp_xi&list=PLTMWHNX-GUKKOCXQOKQJUVXGLSDYWSSH9

• Software -Engineering -Praktiken

https://www.youtube.com/watch?v=u3ibvu0htns&t=587S (Java)

https://www.youtube.com/watch?v=sny9rta3k_q (Java)

https://www.youtube.com/watch?v=t60ynn_zmn8 (Java)

https://www.youtube.com/watch?v=dlrxp4ysug4 (Python)

https://www.youtube.com/watch?v=Wriunho_6ky (Python)

https://www.youtube.com/playlist?list=pl36ennxu148rzq8zwl8fhgg7ef_-5p3cq (C ++)

• Blockchain

https://www.youtube.com/watch?v=pzsegextgae (Python)

https://www.youtube.com/watch?v=xpmthejdyjg (Java)

https://www.youtube.com/watch?v=rnvk9natbcm (JavaScript)

https://www.youtube.com/watch?v=xdkv5uwek5a (codieren Sie Ihre eigene Kryptowährung auf Ethereum)

• Kryptographie

https://www.youtube.com/watch?v=cqgtdkurzte

https://www.youtube.com/watch?v=gxpwcbcb8wc (Python)

https://www.youtube.com/watch?v=fqjdxMu4zaq&list=pl1a2csdiysgipxpSlgzsZiwDavyTax61d&index=11&t=0s (Python)

https://www.youtube.com/watch?v=44Adnk7ggka (Java)

https://www.youtube.com/watch?v=xv2xltxnbu&list=plsm8fkp9pppq4scyqpfkxxkao4r1ejpdn (Java)

Mathematik für ml

• Diskrete Mathematik

https://www.youtube.com/watch?v=rdxw7ps9vxc&list=plhxz9oqgmqxersk8fuxiumSIX0DBQSKZS

• Zahlentheorie

https://www.youtube.com/watch?v=j3org6cbwuy&list=PLQGVJC0MJMZWTYW3OJ89TTT3FHW19P8TWH

• Kalkül (1 - 3)

https://www.youtube.com/watch?v=fyyarmqiaag&list=plf797e961509b4eb5 (Calculus 1)

https://www.youtube.com/watch?v=h9ect6f_ftw&list=pldesaqwtn6eq2j4vgsn1hyberadeh4cw- (Calculus 2)

https://www.youtube.com/watch?v=tgvnbahlapa&list=pldesaqwtn6esk16yrmzuj8f6-rnuy0Ry7 (Calculus 3)

• Lineare Algebra

https://www.youtube.com/watch?v=ygjjywecqs8&list=plddgpdw7e6ajjacaee9awoou-nix_

• Differentialgleichungen

https://www.youtube.com/watch?v=xf-3atzfyka&list=pldesaqwtn6espahy2qukvaxnzuqnxkyq_

• Topologie

https://www.youtube.com/watch?v=pxicas22mtq&list=pllq_gufxankl8bjqh-hgq9u24xzp9x0dx

• Statistiken

https://www.youtube.com/watch?v=9fthb7v14fo&list=pl5102dfdc6790f3d0

• Computeralgebra

https://www.youtube.com/watch?v=yzr5qglx_9m&list=plai3u8-wik0h-1b5skihgapsh223l7xrt

• Numerische Analyse

https://www.youtube.com/watch?v=pzri1ifsty0&list=pl-xeha0TMQ2W0VLOJMJFKBTUARMHFZBQV

• Berechnungstheorie

https://www.youtube.com/watch?v=gp21wu6r0-o&list=plslgishe5TBM8UTCT1F66OMKPMJCBLZKT

• Mathematische Optimierung

https://www.youtube.com/watch?v=4s3ks-ynufc&list=plbmvogvj5njt8itaur8fowbujy0v-z3c

• Mathematische Logik

https://www.youtube.com/watch?v=qgizzltvxxs&list=plrmhiyyair3gngcvq3r1oe3AZQLF8IQVG

• Informationstheorie

https://www.youtube.com/watch?v=urefkmseuai&list=ple125425ec837021f

• Boolesche Algebra

https://www.youtube.com/watch?v=nqphpiser30&list=pliy8endw5tw-yjhsxapeilnjx2dkll-ox

Tools und Frameworks zum Lernen für ML

• Tensorflow

https://www.youtube.com/watch?v=6g4o5uoh304 (Python)

https://www.youtube.com/watch?v=eoyfa6myog4 (JS)

https://www.youtube.com/watch?v=j3mz0brq0qe (Java)

https://www.youtube.com/watch?v=ljuf1myqaie (Java)

• Numpy

https://www.youtube.com/watch?v=qut1vhilmmi (Python)

• Kaffe (Faltungsarchitektur für schnelle Einbettung)

https://www.youtube.com/watch?v=rvmvqpsxl10 (Python)

• Fackel (für Python Pytorch)

https://www.youtube.com/watch?v=cnui8owowsppg (Python)

• Apache Funken

https://www.youtube.com/watch?v=iqfg0fadrze (Python)

https://www.youtube.com/watch?v=voxk7kp4crc (Java)

• Scikit-Learn

https://www.youtube.com/watch?v=0lt9w-bxkfq (Python)

• Apache Mahout

https://www.youtube.com/watch?v=qfxx4-9rb7u&list=pl9qxtm4nihk5-cc6egbj3gQthoa6OS0NV (Java)

• Apache Singa

https://www.youtube.com/watch?v=Zn8djhgsi84 (Python)

• Keras

https://www.youtube.com/watch?v=rznkvrtfkby&list=PLZBBT5O_S2XRWRNXK_YCPTNQQQO4_U2YGL (Python)

• Mxnet

https://www.youtube.com/watch?v=of-q92cd850 (R)

• Glun

https://www.youtube.com/watch?v=r4-ynxw0x5w&list=plkevnnrk8uvmvkrdgznk3o3lxMjfraw7S

• Kette

https://www.youtube.com/watch?v=5xdhnppybv4 (Python)

• DL4J

https://www.youtube.com/watch?v=y0vhb4yfvws (Java)