The Full End-to-End Machine Learning Catalog

Take a neural network from bare-bones to state-of-the-art

Code your own neural network framework from scratch

Use Matplotlib to see what's going on in an autoencoder

Build your own deep neural network image compressor and tune it to peak performance

Use python, scipy, and optimization to choose the best breed of dog for you

Build your own weather predictor

Time your subway commute

A conceptual overview of neural networks, the workhorse of artificial intelligence

A collection of explainer tutorials on how machine learning and statistical concepts work

A short series on the fundamentals of optimization for machine learning

A short series on the fundamentals of model family selection and model fitting

Get matplotlib to do just what you want

A repository of how-to's for the quirks of working with data

Advice and experiences on preparing for, getting, and excelling at a data science job.

A gentle introduction to data science ideas and methods

Some things that will be helpful as you jump in to machine learning

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Initial consults, exploratory conversations, and product feedback