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Deep Learning with Microsoft Cognitive Toolkit Quick Start Guide

You're reading from   Deep Learning with Microsoft Cognitive Toolkit Quick Start Guide A practical guide to building neural networks using Microsoft's open source deep learning framework

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Product type Paperback
Published in Mar 2019
Publisher Packt
ISBN-13 9781789802993
Length 208 pages
Edition 1st Edition
Languages
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Author (1):
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Willem Meints Willem Meints
Author Profile Icon Willem Meints
Willem Meints
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Toc

Table of Contents (9) Chapters Close

Preface 1. Getting Started with CNTK FREE CHAPTER 2. Building Neural Networks with CNTK 3. Getting Data into Your Neural Network 4. Validating Model Performance 5. Working with Images 6. Working with Time Series Data 7. Deploying Models to Production 8. Other Books You May Enjoy

Summary

In this chapter, we've built our first neural network and trained it to recognize iris flowers. While this sample is really basic, it shows how to use CNTK to build and train neural networks.

We've seen how to use the layer library in CNTK to our advantage to quickly define the structure for our neural network. In this chapter, we've talked about a few basic building blocks, such as the Dense layer and the Sequential layer, to chain several other layers together. In the coming chapters, we will learn other layer functions to build other types of neural networks such as convolutional networks.

In this chapter, we've also discussed how to use learner and trainer to build a basic algorithm to train our neural network. We've used the train_minibatch method, together with a basic loop, to construct our own training process. This is a pretty simple...

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