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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

Binary clustering - math test


In the education system tests and examinations are major features. The advantage of examination system is that it can be one of the ways to differentiate between good and poor performers. The examination system puts the onus on students to upgrade for next standard for which they should appear and pass exams. It creates responsibility on students to study on regular basis. The exam systems prepare the students to meet the challenges of future. It helps them to analyze reason and communicate their ideas effectively in a fixed time period. On the other hand few draw backs are noticed such as slow learners cannot perform well in test and this creates inferior complexity among students.

Getting ready

In order to perform binary clustering, we shall be using a dataset collected on math tests.

Step 1 - collecting and describing data

The dataset titled math test shall be used. This is available in the TXT format titled math test.txt. The dataset is in standard format. There...

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