https://github.com/melling/handsonmachinelearningr
https://github.com/melling/handsonmachinelearningr
Last synced: 4 months ago
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- Host: GitHub
- URL: https://github.com/melling/handsonmachinelearningr
- Owner: melling
- Created: 2021-04-23T03:34:53.000Z (about 5 years ago)
- Default Branch: main
- Last Pushed: 2021-04-26T16:33:14.000Z (about 5 years ago)
- Last Synced: 2025-02-23T01:35:41.869Z (over 1 year ago)
- Size: 33.2 KB
- Stars: 1
- Watchers: 2
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Hands-On Machine Learning R
Working through this book
https://bradleyboehmke.github.io/HOML/
- [Chapter 01 Notes: Introduction](chap01/README.md)
- [Chapter 02 Notes: Model Process](chap02/README.md) | [R Code](chap2/chapt02.Rmd)
- [Chapter 03 Notes: Feature & Target Engineering](chap03/README.md)
- [Chapter 04 Notes: Linear Regression](chap04/README.md)
- [Chapter 05 Notes: Logistic Regression](chap05/README.md)
- [Chapter 06 Notes: Regularized Regression](chap06/README.md)
- [Chapter 07 Notes: Multivariate Adaptive Regression Splines](chap07/README.md)
- [Chapter 08 Notes: K-Nearest Neighbors](chap08/README.md)
- [Chapter 09 Notes: Decision Trees](chap09/README.md)
- [Chapter 10 Notes: Bagging](chap10/README.md)
- [Chapter 11 Notes: Random Forests](chap11/README.md)
- [Chapter 12 Notes: Gradient Boosting](chap12/README.md)
- [Chapter 13 Notes: Deep Learning](chap13/README.md)
- [Chapter 14 Notes: Support Vector Machines](chap14/README.md)
- [Chapter 15 Notes: Stacked Models](chap15/README.md)
- [Chapter 16 Notes: Interpretable Machine Learning](chap16/README.md)
- [Chapter 17 Notes: Principal Components Analysis](chap17/README.md)
- [Chapter 18 Notes: Generalized Low Rank Models](chap18/README.md)
- [Chapter 19 Notes: Autoencoders](chap19/README.md)
- [Chapter 20 Notes: K-means Clustering](chap20/README.md)
- [Chapter 21 Notes: Hierarchical Clustering](chap21/README.md)
- [Chapter 22 Notes: Model-based Clustering](chap22/README.md)