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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
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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 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

Using Azure Machine Learning service to manage models

While you can completely hand-build a continuous integration pipeline, it's still quite a bit of work. You need to get dedicated hardware to run deep learning training jobs, and that can bring up the costs. There are great alternatives available in the cloud. Google has a TensorFlow serving offer. Microsoft offers Azure Machine Learning service as a way to manage models. Both are great tools that we can highly recommend.

Let's take a look at Azure Machine Learning service to get a sense of what it can do for you when you want to set up a complete machine learning pipeline:

Azure Machine Learning service is a cloud service that offers a complete solution for every phase of your machine learning project. It has the concept of experiments, and runs that allow you to manage experiments. It features a model registry that...

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