Courses Online: Coding and ML

Intro to Programming

• Harvard’s CS50 is a great high-level introduction to programming and software engineering that covers the fundamentals of Python.
• The Missing Semester of Your CS Education by MIT
  • Shell Tools and Scripting

  • Command-line Environment

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Machine Learning

Overview

• Making Friends with Machine Learning - 6hr Google Course

Classical ML

• Machine Learning Specialisation by Andrew Ng: Basics of ML, gateway to shallow ML

Deep Learning

• If you liked Andrew Ng’s teaching style, you can continue with the Deep Learning Specialisation.
• For a more university-style course, there’s Yann LeCun’s NYU lecture on deep learning.

• For a more practical approach, fast.ai and the accompanying book Practical Deep Learning for Coders got you covered.

Maths:

• deeplearning.ai has a course on the Mathematics on Deep Learning.