Learn_ML

Learn_ml

• Python (nível OOP)

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

• Java (nível OOP)

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

• C ++ (nível OOP)

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

• JavaScript (nível OOP)

https://www.codecademy.com/catalog/language/javascript

• R

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

• Estruturas de dados e algoritmos

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

• Bancos de dados

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

• Ciência dos dados

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

• Visão computacional

https://www.youtube.com/playlist?list=plf7l7kg8_fnxhattlwdceyh72qql9pvpq

• Processamento de linguagem natural

https://www.youtube.com/watch?v=flzvoksckxy&list=plqvvvvAa0qudf2jswnfigklibinznic4hl

https://www.youtube.com/watch?v=cce8ntxp_xi&list=pltmwhnx-gukkocxqokqjuvxglsdywsh9

• Práticas de engenharia de software

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 (codifique sua própria criptomoeda no Ethereum)

• Criptografia

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=xv2xltxnnbu&list=plsm8fkp9ppq4scyqpfkxxkao4r1ejpdn (java)

Matemática para Ml

• Matemática Discreta

https://www.youtube.com/watch?v=rdxw7ps9vxc&list=plhxz9oqgmqxersk8fuxiumsix0dbqskzs

• Teoria do número

https://www.youtube.com/watch?v=j3org6cbwuy&list=plqgvjc0mjmzwtyw3oj89tt3fhw19p8twh

• Cálculo (1 - 3)

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

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

https://www.youtube.com/watch?v=tgvnbahlapa&list=plDesaqwtn6esk16yrmzuj8f6-rnuy0ry7 (cálculo 3)

• Álgebra linear

https://www.youts

• Equações diferenciais

https://www.youts

• Topologia

https://www.youtube.com/watch?v=pxlas22mtq&list=pllq_gufxankl8bjqh-hgq9u24xzp9x0dx

• Estatística

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

• Álgebra do computador

https://www.youtube.com/watch?v=YZR5QGLX_9M&list=Plai3U8-wik0h-1b5skihgapsh223l7xrt

• Análise numérica

https://www.youtube.com/watch?v=pzri1ifsty0&list=pl-xeha0tmq2w0vlojmjfkbtuarmhfzbqv

• Teoria da computação

https://www.youtube.com/watch?v=GP21wu6r0-o&list=plslgishe5tbm8utct1f66omkpmjcblzkt

• Otimização matemática

https://www.youtube.com/watch?v=4s3ks-yufc&list=plbmvogvj5njt8itaur8fowbujy0vs-z3c

• Lógica matemática

https://www.youtube.com/watch?v=QGIZZltvxxs&list=plrmhiyyair3gngcvq3r1oe3azqlf8iqvg

• Teoria da informação

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

• Álgebra booleana

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

Ferramentas e estruturas para aprender para 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)

• Caffe (arquitetura convolucional para incorporação de recurso rápido)

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

• Tocha (para Python Pytorch)

https://www.youtube.com/watch?v=cnui8owsppg (python)

• Apache Spark

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.youts

• Mxnet

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

• GLUN

https://www.youtube.com/watch?v=r4-ynxw0x5w&list=plkevnnrk8uvmvkrdgznk3o3lxmjfraw7s

• Chainner

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

• Dl4j

https://www.youtube.com/watch?v=Y0VHB4YFVWS (Java)