research:mlfbook

Machine Learning Fundamentals

Machine Learning Fundamentals ©Hui Jiang 2021, Cambridge University Press

Hui Jiang, "Machine Learning Fundamentals", Cambridge University Press, 2021. (bibtex)

GitHub Site: the companion repository for supplementary materials

Detailed Content
Lecture Slides: Ch1, Ch2, Ch3, Ch4, Ch5, Ch6, Ch7, Ch8, Ch9, Ch10, Ch11, Ch12, Ch13, Ch14, Ch15

Supplementary Lab Projects:

Lab 0: Preparation
Lab 1: Data Visualization
Lab 2: Linear Regression
Lab 3: Logistic Regression
Lab 4: Support Vector Machines
Lab 5: Fully-Connected Neural Networks
Lab 6: Convolutional Neural Networks
Lab 7: Transformers
Lab 8: Matrix Factorization
Lab 9: Decision Trees, Random Forests and Boosted Trees
Lab 10: Gaussian Classifiers and Gaussian Mixture Models

research/mlfbook.txt · Last modified: 2024/04/02 22:44 by huijiang