Data Mining With Python and R
1. Preface
2. Python or R for data analysis?
3. Getting Started
4. Data Exploration
5. Data Manipulation
6. Pre-processing procedures
7. Summary of Data Mining Algorithms
8. Dimension Reduction Algorithms
9. Regression Algorithm
10. Classification ALgorithms
11. Regularization ALgorithms
11.1. Subset Selection (SubS)
11.2. Ridge Regression (Ridge)
11.3. Least Absolute Shrinkage and Selection Operator (lASSO)
12. Resampling Algorithms
13. Developing Your Own R Packages
14. Developing Your Own Python Packages
Data Mining With Python and R
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11. Regularization ALgorithms
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11. Regularization ALgorithms
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11.1. Subset Selection (SubS)
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11.2. Ridge Regression (Ridge)
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11.3. Least Absolute Shrinkage and Selection Operator (lASSO)
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