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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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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

Exploring World Bank data

In 2012, 13 percent of the world's population lived below the international poverty line of $1.90 a day, down from 37 percent in 1990. Declines in all regions contributed to the early success of meeting the Millennium Development Goal target of halving extreme poverty globally. The aim is to eliminate poverty in all forms by 2030 and to achieve social protection for poor, increase access to basic services, and to support people harmed by conflict and climate-related disaster.

More than half the deaths recorded in low income countries is due to communicable diseases or maternal, prenatal, or nutrition conditions. While, in the middle and high-income countries more than two-thirds of the recorded deaths are due to non communicable diseases. Energy use increased about 54 percent between 1990 and 2013 worldwide. Access to energy is fundamental to development, but as economies evolve, rising incomes and growing populations demand more energy. Energy, especially...

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