Machine Learning Refined. Foundations, Algorithms, and Applications by Jeremy Watt, Reza Borhani and Aggelos K. Katsaggelos

Now more than ever, it is crucial to understand the core foundations of AI and machine learning. True mastery of a subject means understanding its tenets from multiple, complementary angles. 

Ideally, this means being able to explain what you know intuitively.  
- Being able to draw a picture of an idea plainly on a cocktail napkin.
- Being able to recall key formulae that rigorously support or define an idea. 
- And finally, being able to apply a concept practically, in code.
 
This book aims to lead you towards this mastery of AI fundamentals by explaining every concept intuitively first, visually second, mathematically third, and fourth in code. In that order.  For every major concept.

Links:
- Site
- GitHub

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