DataScienceCrashCourse

    Python

    Easy
    Lesson

    Learn Python

    Kaggle

    Intermediate
    Reference

    Python Cheatsheet

    Eric Matthes

    Intermediate
    Course

    Python 3 Specialization

    University of Michigan

    Mathematics

    Easy
    Book

    An Introduction to Statistical Learning

    Gareth James. Daniela Witten, Trevor Hastie, Robert Tibshirani

    Intermediate
    Book

    Machine Learning: a Probabilistic Perspective

    Kevin Patrick Murphy

    Intermediate
    Paper

    The Matrix Calculus You Need For Deep Learning

    Terence Parr, Jeremy Howard

    Deep Learning

    Intermediate
    Course

    Practical Deep Learning for Coders

    fast.ai

    Intermediate
    Course

    Deep Learning Specialization

    deeplearning.ai

    Intermediate
    Book

    Deep Learning

    Ian Goodfellow, Yoshua Bengio, Aaron Courville

    Intermediate
    Book

    Pattern Recognition and Machine Learning

    Christopher M. Bishop

    Software Engineering

    EASY
    Course

    Specialization: Python for Everybody

    University of Michigan

    Intermediate
    nanodegree

    AWS Cloud Architect

    Udacity