Neural Networks and Deep Learning is a free online book. The book will teach you about:

  • Neural networks, a beautiful biologically-inspired programming paradigm which enables a computer to learn from observational data;
  • Deep learning, a powerful set of techniques for learning in neural networks.

Content

  1. Using neural nets to recognize handwritten digits
  2. How the backpropagation algorithm works
  3. Improving the way neural networks learn
  4. visual proof that neural nets can compute any function
  5. Why are deep neural networks hard to train?
  6. Dep learning

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