The purpose of this free online book, Neural Networks and Deep Learning is to help you master the core concepts of neural networks, including modern techniques for deep learning. After working through the book you will have written code that uses neural networks and deep learning to solve complex pattern recognition problems. And you will have a foundation to use neural networks and deep learning to attack problems of your own devising.
Topics included: Using neural nets to recognize handwritten digits • How the backpropagation algorithm works • Improving the way neural networks learn • A visual proof that neural nets can compute any function • Why are deep neural networks hard to train? • Deep learning • Is there a simple algorithm for intelligence?
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Published: December 2017
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