CS 307 Notes
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Data
Machine Learning Overview
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
Papers
Author
David Dalpiaz
Modified
May 19, 2025
Statistical Modeling: The Two Cultures
Do we Need Hundreds of Classifiers to Solve Real World Classification Problems?
Machine Learning that Matters
TODO
https://jvns.ca/blog/2014/06/19/machine-learning-isnt-kaggle-competitions/
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