Book

Mastering Machine Learning with R

Machine learning is a field of AI where we build systems that learn from data. This book explains complicated concepts with real-world applications. It demonstrates the power of R and machine learning extensively while highlighting the constraints. Finally, it will walk you through topics such as text analysis, time series, and deep learning.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

11h48m

Language

English

About Book

Who Is This Book For?

This book is for data science professionals, machine learning engineers, or anyone who is looking for the ideal guide to help them implement advanced machine learning algorithms. The book will help you take your skills to the next level and advance further in this field. Working knowledge of machine learning with R is mandatory.

Book content

chapters 11h48m total length

Preparing and Understanding Data

Linear Regression

Logistic Regression

Advanced Feature Selection in Linear Models

K-Nearest Neighbors and Support Vector Machines

Tree-Based Classification

Neural Networks and Deep Learning

Creating Ensembles and Multiclass Methods

Cluster Analysis

Principal Component Analysis

Association Analysis

Time Series and Causality

Text Mining

Appendix A- Creating a Package

Related Resources

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