Data Science Roadmap

My roadmap to Data Science studies. Based on SergeyShk's roadmap

Programming

Python

Courses

URL	Title	Status
DataCamp	Python Programmer	To Do
DataCamp	Data Analyst with Python	To Do

Books

Title	Author	Status
Data Science From Scratch: First Principles with Python - O'Reilly	Joel Grus	To Do

R

Courses

URL	Title	Status
DataCamp	R Programmer	To Do

Algorithms & Data Structures

Courses

URL	Title	Status
Udemy	Python for Data Structures, Algorithms, and Interviews!	To Do

Books

Title	Author	Status

Machine Learning

Fundamentals

Courses

URL	Title	Status
Coursera	Machine Learning	To Do
DataCamp	Data Scientist with Python	To Do
DataCamp	Machine Learning Scientist with Python	To Do
OpenDataScience	Open Machine Learning Course	To Do
Udacity	Intro to Data Science	To Do
Udacity	Become a Data Scientist - Nanodegree	To Do
Udemy	Python for Data Science and Machine Learning Bootcamp	To Do
Udemy	Data Science, Deep Learning, & Machine Learning with Python	To Do

Books

Title	Author	Status
Sistemas de Recomendação Baseada em Conteúdo para Sistemas de Bibliotecas Universitárias	Nelson Jacob Dressler	To Do

Deep Learning

Courses

URL	Title	Status
Udemy	Complete Guide to TensorFlow for Deep Learning with Python	To Do
Udacity	Intro to Deep Learning with PyTorch	To Do

Books

Title	Author	Status
grokking Deep Lerning	Andrew W. Trask	To Do
Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow	Aurélien Géron	To Do

Natural Language Processing

Courses

URL	Title	Status
Coursera	Natural Language Processing	To Do
Udemy	NLP - Natural Language Processing with Python	To Do
USP	Curso de Extensão Universitária: Python para Processamento de Linguagem Natural	Completed

Books

Title	Author	Status
Natural Language Processing in Action	Hobson Lane, Cole Howard, Hannes Hapke	To Do
Text Analytics with Python: A Practitioner's Guide to Natural Language Processing	Dipanjan Sarkar	To Do

Computer Vision

Reinforcement Learning

Books

Title	Author	Status
Reinforcement Learning With OpenAI, tensorFlow and Keras Using Python	Abhishek Nandy & Manisha Biswas	To Do

Data Engineering

SQL

Courses

URL	Title	Status
Coursera	Beginning SQL Server	Completed
Coursera	Manipulating Data with SQL	Completed
Coursera	SQL for Data Science	Completed
DataCamp	SQL Fundamentals	To Do
DataCamp	SQL Server Fundamentals	To DO
Udemy	The Complete SQL Bootcamp	To Do

Big Data

Courses

URL	Title	Status
Data Science Academy	Big Data Fundamentos 2.0	Completed
DataCamp	Data Engineer with Python	To Do
Udacity	Intro to Hadoop and MapReduce	To Do
Udemy	Scala and Spark for Big Data and Machine Learning	To Do
Udemy	Spark and Python for Big Data with PySpark	To Do
Udemy	The Ultimate Hands-On Hadoop - Tame your Big Data!	To Do

Books

Title	Author	Status
Learning Elastic Stack 7.0	Pranav Shukla, Sharath Kumar M N	To Do

Virtualization

Books

Title	Author	Status

Mathematics

Statistics & Probability theory

Courses

URL	Title	Status
USP	MAE0116 - Noções de Estatística (Elements of Statistics)	Completed
DataCamp	Statistics Fundamentals with Python	To Do

Books

Title	Author	Status
Estatística Prática para Cientistas de Dados - O'Reilly	Peter Bruce & Andrew Bruce	To Do
Estatística: O que é, para que serve, como funciona	George Schlesinger	To Do

Calculus

Courses

URL	Title	Status
Coursera	Calculus and Optimization for Machine Learning	To Do

Visualization

Tableau

Courses

| URL | Title | Status |

Soft Skills

Courses

| URL | Title | Status |

Version Control / Git

Courses

URL	Title	Status
Coursera	Git for Developers Using Github	Completed

Other / BI

Books

Title	Author	Status
Data Science para negócios	Foster Provost & Tom Fawcett	To Do