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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 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

Training the neural network

Now that we have all the components for the deep learning defined, let's train it. You can train a model in CNTK using a combination of a learner and trainer. We're going to need to define those and then feed data through the trainer to train the model. Let's see how that works.

Choosing a learner and setting up training

There are several learners to choose from. For our first model, we are going to use the stochastic gradient descent learner. Let's configure the learner and trainer to train the neural network:

from cntk.learners import sgd
from cntk.train.trainer import Trainer

learner = sgd(z.parameters, 0.01)

trainer = Trainer(z, (loss, error_rate), [learner])

To configure...

You have been reading a chapter from
Deep Learning with Microsoft Cognitive Toolkit Quick Start Guide
Published in: Mar 2019
Publisher: Packt
ISBN-13: 9781789802993
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