Awesome Data Science and Python 🐍

Awesome

Passos iniciais:


Table of Contents


Articles

Number Name Author

Awesome Lists

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 Python CC 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

CC0