research:mlfbook

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Machine Learning Fundamentals

Machine Learning Fundamentals ©Hui Jiang 2021, Cambridge University Press

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

GitHub Site: 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: Recurrent Neural Networks and Transformers
Lab 8: Matrix Factorization
Lab 9: Decision Trees, Random Forests and Boosted Trees
Lab 10: Gaussian Classifiers and Gaussian Mixture Models

research/mlfbook.1644265656.txt.gz · Last modified: 2022/02/07 20:27 by hj