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Hands-On Machine Learning with Azure
book

Hands-On Machine Learning with Azure

by Thomas K Abraham, Parashar Shah, Jen Stirrup, Lauri Lehman, Anindita Basak, Ryan Murphy
October 2018
Intermediate to advanced content levelIntermediate to advanced
340 pages
7h 56m
English
Packt Publishing
Content preview from Hands-On Machine Learning with Azure

Using the Azure Machine Learning SDK for E2E machine learning

As shown in the following diagram, the first step in E2E machine learning is data preparation, which includes cleaning the data and featurization. Then, we have to create and train a machine learning model in the  model training step. After that, we have model deployment, which means deploying the model as a web service to perform predictions. The final step is monitoring, which includes analyzing how the model is performing and then triggering the retraining of the model.

The Azure ML SDK enables professional data scientists and DevOps engineers to carry out E2E machine learning. ...

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Publisher Resources

ISBN: 9781789131956Supplemental Content