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9. ML

Author: Nikhil Sharma

Edited by: Samantha Huang and Wesley Zheng

Credit: Some sections adapted from the textbook Artificial Intelligence: A Modern Approach.

Last updated: September 2024

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• 9.1 Machine Learning
• 9.2 Naives Bayes
• 9.3 Perceptron
• 9.4 Binary Perceptron
• 9.5 Linear Regression
• 9.6 Optimization
• 9.7 Logistic Regression
• 9.8 Multi-Class Logistic Regression
• 9.9 Neural Networks: Motivation

* * * * [9.1 Machine Learning](/cs188/ml/machine-learning.html) * [9.2 Naives Bayes](/cs188/ml/naive-bayes.html) * [9.3 Perceptron](/cs188/ml/perceptrons.html) * [9.4 Binary Perceptron](/cs188/ml/binary.html) * [9.5 Linear Regression](/cs188/ml/linear-regression.html) * [9.6 Optimization](/cs188/ml/optimization.html) * [9.7 Logistic Regression](/cs188/ml/logistic.html) * [9.8 Multi-Class Logistic Regression](/cs188/ml/multi-class-logistic.html) * [9.9 Neural Networks: Motivation](/cs188/ml/motivation.html)