C1.2 Understanding and Implementing Novelty and Outlier Detection

C1. Preparing Data for Modeling with scikit-learn Understanding and Implementing Novelty and Outlier Detection 01. Module Overview 02. Outliers and Novelties 03. Detecting and Coping with Outlier Data 04. Local Outlier Factor 05. Elliptic Envelope 06. Isolation Forest 07. Outlier Detection Using Local Outlier Factor 08. Outlier Detection Using Isolation Forest 09. Outlier Detection Using Elliptic Envelope 10. Novelty Detection Using Local Outlier Factor 11. Using the Predict Score Samples and Decision Function 12. Outlier Detection Using the Head Brain Dataset 13. Module Summary