Awesome Data Science and Python 🐍

Passos iniciais:

• Telegram - Data Science & Python
• Como Fazer Perguntas Inteligentes
• Python - Por onde começar?

  por Vinicius Assef

• Pro Git(CC)

  The entire Pro Git book, written by Scott Chacon and Ben Straub and published by Apress

• Open Source Guides

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Table of Contents

• Articles
• Awesome Lists
• Books
• Courses
• Podcasts
• Youtube channels
• Videos

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Articles

Number	Name	Author

Awesome Lists

• Python
  • by @kirang89
  • by @svaksha
  • by @vinta
  • Asyncio - Asynchronous I/O in Python 3.
• Big Data
  • by @onurakpolat
  • by @zenkay
  • Hadoop
• Public Datasets
• Deep Learning
  • by @ChristosChristofidis
  • by @endymecy
• Data Engineering
• Streaming

Books

Number	Name	Author
01	Use a Cabeça! Programação	Paul Barry
02	Introdução à Programação com Python - 2ª Edição	Nilo Ney Coutinho Menezes
03	Automate the Boring Stuff with PythonCC	Al Sweigart
04	Practical Data Science in Python	Radim Řehůřek
05	Learn Data Science	Nitin Borwankar

Courses

Number	Name	Platform	Author
01	Machine Learning - Stanford University	Coursera	Andrew Ng
02	Data Science Math Skills	Coursera	Daniel Egger, Paul Bendich
03	Python for Data Science and Machine Learning Bootcamp	Udemy	Jose Portilla
04	Machine Learning A-Z™: Hands-On Python & R In Data Science	Udemy	Kirill Eremenko
05	Data Science and Machine Learning with Python - Hands On!	Udemy	Sundog Education by Frank Kane, Frank Kane
06	Introduction to Data Science in Python	Coursera	Christopher Brooks
07	Applied Machine Learning in Python	Coursera	Kevyn Collins-Thompson
08	Applied Plotting, Charting & Data Representation in Python	Coursera	Christopher Brooks
09	Applied Text Mining in Python	Coursera	V. G. Vinod Vydiswaran
10	Applied Social Network Analysis in Python	Coursera	Daniel Romero
11	Machine Learning Foundations: A Case Study Approach	Coursera	Carlos Guestrin, Emily Fox
12	Machine Learning: Regression	Coursera	Carlos Guestrin, Emily Fox
13	Machine Learning: Classification	Coursera	Carlos Guestrin, Emily Fox
14	Machine Learning: Clustering & Retrieval	Coursera	Carlos Guestrin, Emily Fox
15	Neural Networks and Deep Learning	Coursera	Andrew Ng
16	Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization(Próxima sessão: Aug 15 — Sep 11.)	Coursera	Andrew Ng
17	Structuring Machine Learning Projects(Próxima sessão: Aug 15 — Sep 4.)	Coursera	Andrew Ng
18	Convolutional Neural Networks(Em Breve)	Coursera	Andrew Ng
19	Sequence Models(Em Breve)	Coursera	Andrew Ng

Podcasts

Number	Name	Platform	Author
01	DatabaseCast 2: Mineração de dados	DatabaseCast	Mauro Pichiliani, Wagner Crivelini, Ary Bressane
02	DatabaseCast 53: Cientista de dados	DatabaseCast	Mauro Pichiliani, Wagner Crivelini, Marcelo Glauco
03	DatabaseCast 67: Data science na prática	DatabaseCast	Mauro Pichiliani, Wagner Crivelini, Diego Nogare, Tantravahi Aditya
04	DatabaseCast 72: Ecossistema Hadoop	DatabaseCast	Mauro Pichiliani, Wagner Crivelini, Felipe Gasparini
05	DatabaseCast 74: Estatísticas	DatabaseCast	Mauro Pichiliani, Wagner Crivelini, Ricardo Rezende, Fabiano Amorim
06	Dev na estrada #56 - Data Science	DNE	Fellipe Azambuja, Igor Leroy, Ramon Sanches, Raony Guimaraes
07	Dragões de Garagem #43 Estatística	Dragões de Garagem	Luciano Queiroz, Lucas Camargos, Bruno Spacek, Rafael Calsaverini
08	Dragões de Garagem #92 Inteligência artificial	Dragões de Garagem	Lucas Camargos, Victor Caparica, Camila Laranjeira, Kherian Gracher, Antonio Nazaré, Igor Bastos
09	Nerd Tech #5 - Machine Learning	NerdTech	Caio Gomes, Guilherme Silveira, Paulo Silveira
10	PODEntender #019 Sobre Deep Learning	PODEntender	Antonio Marinho(Tonho), Carol Lacerda, Fábio Neves(Dalton), Dave Canton

Youtube channels

Number	Name	Author
01	Peixe Babel	Camila Laranjeira
02	Deep Learning TV	Jagannath Rajagopal
03	Nat and Friends	Natalie Hammel
04	Sirajology	Siraj Raval

Videos

Number	Name	Author
01	Getting Started with Machine Learning and Python	Bruno Godoi Eilliar

License