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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

Building recurrent neural networks with CNTK

Now that we've explored the theory behind recurrent neural networks, it's time to build one with CNTK. There are several building blocks that CNTK offers for building recurrent neural networks. We're going to explore how to build a recurrent neural network using a sample dataset containing power measurements from a solar panel.

The power output of a solar panel changes during the day, so it's hard to predict how much power is generated for a typical house. This makes it hard for a local energy company to predict how much additional power they should generate to keep up with demand.

Luckily, many energy companies offer software that allows customers to keep track of the power output of their solar panels. This will allow them to train a model based on this historical data, so we can predict what the total power...

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