Fundamentals of Supervised Machine Learning : With Applications in Python, R, and Stata 9783031413377, 9783031413360

This book presents the fundamental theoretical notions of supervised machine learning along with a wide range of applica

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English Pages 400 Year 2023

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Table of contents :
Cover
Front Matter
1. The Basics of Machine Learning
2. The Statistics of Machine Learning
3. Model Selection and Regularization
4. Discriminant Analysis, Nearest Neighbor, and Support Vector Machine
5. Tree Modeling
6. Artificial Neural Networks
7. Deep Learning
8. Sentiment Analysis
Back Matter

Fundamentals of Supervised Machine Learning : With Applications in Python, R, and Stata
 9783031413377, 9783031413360

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