Ebook Make Your Own Neural Network, by Tariq Rashid
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Make Your Own Neural Network, by Tariq Rashid
Ebook Make Your Own Neural Network, by Tariq Rashid
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A step-by-step gentle journey through the mathematics of neural networks, and making your own using the Python computer language. Neural networks are a key element of deep learning and artificial intelligence, which today is capable of some truly impressive feats. Yet too few really understand how neural networks actually work. This guide will take you on a fun and unhurried journey, starting from very simple ideas, and gradually building up an understanding of how neural networks work. You won't need any mathematics beyond secondary school, and an accessible introduction to calculus is also included. The ambition of this guide is to make neural networks as accessible as possible to as many readers as possible - there are enough texts for advanced readers already! You'll learn to code in Python and make your own neural network, teaching it to recognise human handwritten numbers, and performing as well as professionally developed networks. Part 1 is about ideas. We introduce the mathematical ideas underlying the neural networks, gently with lots of illustrations and examples. Part 2 is practical. We introduce the popular and easy to learn Python programming language, and gradually builds up a neural network which can learn to recognise human handwritten numbers, easily getting it to perform as well as networks made by professionals. Part 3 extends these ideas further. We push the performance of our neural network to an industry leading 98% using only simple ideas and code, test the network on your own handwriting, take a privileged peek inside the mysterious mind of a neural network, and even get it all working on a Raspberry Pi. All the code in this has been tested to work on a Raspberry Pi Zero.
- Sales Rank: #38246 in Books
- Published on: 2016-03-31
- Original language: English
- Number of items: 1
- Dimensions: 11.00" h x .53" w x 8.50" l, 1.61 pounds
- Binding: Paperback
- 222 pages
Most helpful customer reviews
18 of 20 people found the following review helpful.
Very readable introduction to neural networks
By Amazon Customer
This is the most effective but gentle introduction to neural networks I've seen. No other authors of NN primers dare to delve into matrices as the basic math for understanding them but Mr. Rashid pulls it off beautifully. There are lots of very helpful diagrams to make the points clear.
1 of 1 people found the following review helpful.
The content of this book is fantastic. Everything was explained simply
By oakleaf
The content of this book is fantastic. Everything was explained simply, and I was able to get a neural net up and running in after spending just two sessions reading through the book. I will say that, if you actually want to build the net, I would recommend first learning python from a different source, like "Crash Course in Python" which is an excellent beginner book. It will give you a much deeper understanding of what's actually happening in the code. Having said that, if you're just interested in the theory behind neural networks then this is by far the best beginners guide I've found, and that's despite the fact that it's one of the worst edited books I've ever bought. It definitely screams self-published, and the print quality was seriously lacking, but the content was so good I didn't care.
TLDR: This is an amazing book, despite some flaws like poor print quality and many typos.
18 of 20 people found the following review helpful.
One Star
By Amazon Customer
Pages are missing and on page 74 it jumps to page 149 then to page 77.
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