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Use Machine Learning To Teach Robots to Navigate by CMU & Facebook Artificial Intelligence Research Team
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How to Learn Math for Data Science & ML, The Self-Starter Way
- Linear Algebra for Data Science
- Linear Algebra Review for Machine Learning (Video Series) - These are the optional linear algebra review videos for Andrew Ng's machine learning course. The entire 6-part series can be watched in under 1 hour. Recommended if you've taken linear algebra before and just need a quick review.
- The Matrix Cookbook (PDF) - Excellent reference resource for matrix algebra.
- Neural Network in Python, Part 2 - This is an incredible tutorial that takes you through a simple neural network from end to end. It's packed with helpful illustrations, and you'll learn about how gradient descent fits in.
- Neural Nets to Recognize Handwritten Digits - We love this resource! This is a free online book that walks you through a famous application of neural networks. It explains ideas very intuitively, and it's the most in-depth tutorial in this list.
- Implementing a Neural Network from Scratch - A shorter tutorial that also takes you through step-by-step.