ぁ Read Format Kindle [ Make Your Own Neural Network: An In-depth Visual Introduction For Beginners ] For Free ⎦ Kindle By Michael Taylor ␌
A step by step visual journey through the mathematics of neural networks, and making your own using Python and Tensorflow.
What you will gain from this bookA deep understanding of how a Neural Network works How to build a Neural Network from scratch using Python
Who this book is forBeginners who want to fully understand how networks work, and learn to build two step by step examples in Python Programmers who need an easy to read, but solid refresher, on the math of neural networks
What s Inside Make Your Own Neural Network An Indepth Visual Introduction For Beginners
What Is a Neural NetworkNeural networks have made a gigantic comeback in the last few decades and you likely make use of them everyday without realizing it, but what exactly is a neural network What is it used for and how does it fit within the broader arena of machine learning we gently explore these topics so that we can be prepared to dive deep further on To start, we ll begin with a high level overview of machine learning and then drill down into the specifics of a neural network.
The Math of Neural NetworksOn a high level, a network learns just like we do, through trial and error This is true regardless if the network is supervised, unsupervised, or semi supervised Once we dig a bit deeper though, we discover that a handful of mathematical functions play a major role in the trial and error process It also becomes clear that a grasp of the underlying mathematics helps clarify how a network learns. Forward Propagation Calculating The Total Error Calculating The Gradients Updating The Weights
Make Your Own Artificial Neural Network Hands on ExampleYou will learn to build a simple neural network using all the concepts and functions we learned in the previous few chapters Our example will be basic but hopefully very intuitive Many examples available online are either hopelessly abstract or make use of the same data sets, which can be repetitive Our goal is to be crystal clear and engaging, but with a touch of fun and uniqueness This section contains the following eight chapters.
Building Neural Networks in PythonThere are many ways to build a neural network and lots of tools to get the job done This is fantastic, but it can also be overwhelming when you start, because there are so many tools to choose from We are going to take a look at what tools are needed and help you nail down the essentials To build a neural network
Tensorflow and Neural NetworksThere is no single way to build a feedforward neural network with Python, and that is especially true if you throw Tensorflow into the mix However, there is a general framework that exists that can be divided into five steps and grouped into two parts We are going to briefly explore these five steps so that we are prepared to use them to build a network later on Ready Let s begin.
Neural Network Distinguish HandwritingWe are going to dig deep with Tensorflow and build a neural network that can distinguish between handwritten numbers We ll use the same 5 steps we covered in the high level overview, and we are going to take time exploring each line of code.
Neural Network Classify Images10 minutes That s all it takes to build an image classifier thanks to Google We will provide a high level overview of how to classify images using a convolutional neural network CNN and Google s Inception V3 model Once finished, you will be able to tweak this code to classify any type of image sets Cats, bats, super heroes the sky s the limit. 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guides machine data management Make Your Own Neural Network: An In-depth Visual Introduction For Beginners
- Make Your Own Neural Network: An In-depth Visual Introduction For Beginners
- Format Kindle
- 248 pages
- Michael Taylor
- 17 January 2017 Michael Taylor