This book provides a hands-on, readable guide to applying machine learning to real-world problems. Aimed at both experienced R users and developers new to the language, author Brett Lantz covers the topics needed to uncover key insights, make new predictions, and visualize data findings. This new 3rd edition updates the classic R data science book with newer and better libraries, advice on ethical and bias issues in machine learning, and an introduction to deep learning.
Author: Brett Lantz Publisher: Packt Publishing Date: April 2019 Pages: 458 ISBN: 978-1788295864 Print: 1788295862 Kindle: B07PYXX3H5 Audience: R developers interested in machine learning Level: Intermediate Category: Artificial Intelligence
- Discover the origins of machine learning and how exactly a computer learns by example
- Prepare your data for machine learning work with the R programming language
- Classify important outcomes using nearest neighbor and Bayesian methods
- Predict future events using decision trees, rules, and support vector machines
- Forecast numeric data and estimate financial values using regression methods
- Model complex processes with artificial neural networks ― the basis of deep learning
- Avoid bias in machine learning models
- Evaluate your models and improve their performance
- Connect R to SQL databases and emerging big data technologies such as Spark, H2O, and TensorFlow
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