Neural Networks and Deep Learning

Neural Networks and Deep Learning (draft contents)

What this book is about

On the exercises and problems

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 deep neural networks are hard to train

Deep learning

The future of neural nets

Further reading

Acknowledgements


Sponsors


Resources

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

Neural networks and deep learning currently provide the best solutions to many problems in image recognition, speech recognition, and natural language processing. This book will teach you the core concepts behind neural networks and deep learning.

The book is currently an incomplete beta draft. More chapters will be added over the coming months. For now, you can: