This website contains a collection of notes for CS 307 @ UIUC.
Notes
- Data
- Machine Learning
- Regression Introduction
- Probability
- Classification Introduction
- Preprocessing
- Cross-Validation
- Generalization
- Decision Trees
- Binary Classification
- Logistic Regression
- Linear Regression
- Regularization
- Ensembles
- Generative Models
- Unsupervised Learning
- Classifier Calibration
- Quantile Regression
- Neural Networks