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Practical Machine Learning Cookbook

You're reading from   Practical Machine Learning Cookbook Supervised and unsupervised machine learning simplified

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Product type Paperback
Published in Apr 2017
Publisher Packt
ISBN-13 9781785280511
Length 570 pages
Edition 1st Edition
Languages
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Author (1):
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Atul Tripathi Atul Tripathi
Author Profile Icon Atul Tripathi
Atul Tripathi
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Toc

Table of Contents (15) Chapters Close

Preface 1. Introduction to Machine Learning FREE CHAPTER 2. Classification 3. Clustering 4. Model Selection and Regularization 5. Nonlinearity 6. Supervised Learning 7. Unsupervised Learning 8. Reinforcement Learning 9. Structured Prediction 10. Neural Networks 11. Deep Learning 12. Case Study - Exploring World Bank Data 13. Case Study - Pricing Reinsurance Contracts 14. Case Study - Forecast of Electricity Consumption

Hierarchical clustering - gene clustering


The ability to gather genome-wide expression data is a computationally complex task. The human brain with its limitations cannot solve the problem. However, data can be fine-grained to an easily comprehensible level by subdividing the genes into a smaller number of categories and then analyzing them.

The goal of clustering is to subdivide a set of genes in such a way that similar items fall into the same cluster, whereas dissimilar items fall into different clusters. The important questions to be considered are decisions on similarity and usage for the items that have been clustered. Here we shall explore clustering genes and samples using the photoreceptor time series for the two genotypes.

Getting ready

In order to perform Hierarchical clustering, we shall be using a dataset collected on mice.

Step 1 - collecting and describing data

The datasets titled GSE4051_data and GSE4051_design shall be used. These are available in the CSV format titled GSE4051_data...

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