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Machine Learning Math

The official preview of Mathematics of Machine Learning is here!
(plus a discount code)
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4
Mathematics of Machine Learning official release announcement!
Yes, there will be a physical version
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10
How to implement a decision tree
Beating neural networks one if-else condition at a time, part 2
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3
How to grow a decision tree
Beating neural networks one if-else condition at a time
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4
Machine Learning From Zero is ready to go!
The open source neural-networks-from-scratch book you were all waiting for
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5
Machine Learning From Zero
An educational machine learning library
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1
Vectorization in practice
Making data structures do less, faster
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2
Understanding k-Nearest Neighbors
Show me your neighbors, I’ll tell you who you are
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 and 
Levi
Vectorization in theory
Making expressions do more, faster
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2
Linear Regression and The Exploding Gradients
Even simple models can produce huge problems
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Linear regression in multiple variables
(finally) entering higher dimensions
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The mathematics of optimization for deep learning
A brief guide to minimize a function with millions of variables
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