Machine Learning with R. Expert techniques for predictive modeling to solve all your data analysis problems - Second Edition Tychy

Spis treści: 1. Introducing Machine Learning2. Managing and Understanding Data3. Lazy Learning: Classification using Nearest Neighbors4. Probabilistic Learning: Classification using Naïve Bayes5. Divide and Conquer: Classification using Trees and Rules6. Forecasting Numeric Data: Regression Methods7. Black Box Methods: Neural Networks and Support Vector Machines8. Finding Patterns: Market Basket Analysis Using Association Rules9. Finding Groups of Data: Clustering with k-means10. Evaluating Model Performance11. Improving Model Performance12. Specialized Machine Learning Topics