Practical Machine Learning in R (2021 Update)
Do you want to start using R for crunching machine learning models right from the start with examples? Then this book is
1,510 14 5MB
English Pages 160 Year 2018
Table of contents :
Title Page
Table of Contents
Part I - Introduction
Chapter 1 - Introduction to R
Chapter 2 - Introduction to Machine Learning
Part II - Classification
Chapter 3 - Classification with Decision trees
Chapter 4 - Classification with Naive Bayes
Chapter 5 - Classification with k-Nearest Neighbors
Chapter 6 - Classification with Support Vector Machines
Part III - Data Processing
Chapter 7 - Feature Selection
Chapter 8 - Dimensionality Reduction
Part III - Clustering
Chapter 9 - Centroid-based Clustering and Evaluation
Chapter 10 - Connectivity-based Clustering
Chapter 11 Density-based Clustering
Chapter 12 - Distribution-based Clustering
Part V - Extended Topics
Chapter 13 - Association Rules
Title Page
Table of Contents
Part I - Introduction
Chapter 1 - Introduction to R
Chapter 2 - Introduction to Machine Learning
Part II - Classification
Chapter 3 - Classification with Decision trees
Chapter 4 - Classification with Naive Bayes
Chapter 5 - Classification with k-Nearest Neighbors
Chapter 6 - Classification with Support Vector Machines
Part III - Data Processing
Chapter 7 - Feature Selection
Chapter 8 - Dimensionality Reduction
Part III - Clustering
Chapter 9 - Centroid-based Clustering and Evaluation
Chapter 10 - Connectivity-based Clustering
Chapter 11 Density-based Clustering
Chapter 12 - Distribution-based Clustering
Part V - Extended Topics
Chapter 13 - Association Rules
- Author / Uploaded
- Kyriakos Chatzidimitriou
- Themistoklis Diamantopoulos
- Thomas Karanikiotis
- Michail Papamichail and Andreas Symeonidis
- Similar Topics
- Computers
- Algorithms and Data Structures: Pattern Recognition
![Practical Machine Learning in R [1 ed.]
9781119591573](https://ebin.pub/img/200x200/practical-machine-learning-in-r-1nbsped-9781119591573.jpg)
![Machine Learning with Qlik Sense: Utilize different machine learning models in practical [1 ed.]
9781805126157](https://ebin.pub/img/200x200/machine-learning-with-qlik-sense-utilize-different-machine-learning-models-in-practical-1nbsped-9781805126157.jpg)
