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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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Table of Contents (9) Chapters Close

Preface 1. Getting Started with CNTK 2. Building Neural Networks with CNTK FREE CHAPTER 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 explored how you can train your neural networks with both small and large datasets. For smaller datasets, we've looked at how you can quickly train a model by calling the train method on the loss function. For larger datasets, we've explored how you can use both MinibatchSource and a manual minibatch loop to train your network.

Using the right method of training can make a big difference in how long it takes to train your model and how good your model will be in the end. You can now make an informed choice between using in-memory data and reading data in chunks. Make sure you experiment with the minibatch size settings to see what works best for your model.

Up until this chapter, we haven't looked at methods to monitor your model. We did see some fragments with a progress writer to help you visualize the training process. But...

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