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Microsoft Azure Machine Learning

You're reading from  Microsoft Azure Machine Learning

Product type Book
Published in Jun 2015
Publisher
ISBN-13 9781784390792
Pages 212 pages
Edition 1st Edition
Languages
Authors (2):
Sumit Mund Sumit Mund
Profile icon Sumit Mund
Christina Storm Christina Storm
Profile icon Christina Storm
View More author details
Toc

Table of Contents (21) Chapters close

Microsoft Azure Machine Learning
Credits
About the Author
Acknowledgments
About the Reviewers
www.PacktPub.com
Preface
Introduction ML Studio Inside Out Data Exploration and Visualization Getting Data in and out of ML Studio Data Preparation Regression Models Classification Models Clustering A Recommender System Extensibility with R and Python Publishing a Model as a Web Service Case Study Exercise I Case Study Exercise II Index

Other regression algorithms


Azure ML comes with a bunch of popular regression algorithms. This section briefly describes other algorithms available (at the time of writing of this book) that we have not discussed so far:

  • The Bayesian Linear Regression Model: This model uses Bayesian Inference for regression. This may not be difficult to train as long as you get the regularization parameter right, which may fit a value such as 0.1, 0.2, and so on.

  • The Ordinal Regression Model: You use this when you have to train a model for a dataset in which the labels or target values have a natural ordering or ranking among them.

  • The Poisson Regression: It is a special type of regression analysis. It is typically used for model counts, for example, modeling the number of cold and flu cases associated with airplane flights or estimating the number of calls related to an event or promotion and so on.

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