====== Machine Learning Fundamentals ======

==== Machine Learning Fundamentals ©Hui Jiang 2021, Cambridge University Press ====


[[https://www.amazon.com/Machine-Learning-Fundamentals-Concise-Introduction/dp/1108940021|{{ :research:mlb-book-cover-small.jpg?200}}]]


  * **Hui Jiang**, **[[https://www.amazon.com/Machine-Learning-Fundamentals-Concise-Introduction/dp/1108940021 | "Machine Learning Fundamentals"]]**, //[[https://www.cambridge.org/ca/academic/subjects/computer-science/pattern-recognition-and-machine-learning/machine-learning-fundamentals-concise-introduction?format=PB|Cambridge University Press]],// 2021. ({{:research:mlf-jiang.bib|bibtex}}) 


  * [[https://github.com/iNCML/MachineLearningBook|GitHub Site]]: the companion repository for supplementary  materials
  - {{:research:detailedcontents.pdf|Detailed Content}}
  - Lecture Slides: {{:research:ch1_introduction.pdf|Ch1}}, {{:research:ch2_mathematical_foundation.pdf|Ch2}}, {{:research:ch3_supervised_machine_learning.pdf|Ch3}}, {{:research:ch4_feature_extraction.pdf|Ch4}}, {{:research:ch5_statistical_learning_theory.pdf|Ch5}}, {{:research:ch6_linear_models.pdf|Ch6}}, {{:research:ch7_learning_discriminative_models.pdf|Ch7}}, {{:research:ch8_neural_networks.pdf|Ch8}}, {{:research:ch9_ensemble_learning.pdf|Ch9}}, {{:research:ch10_overview_generative_models.pdf|Ch10}}, {{:research:ch11_unimodal_models.pdf|Ch11}}, {{:research:ch12_mixture_models.pdf|Ch12}}, {{:research:ch13_entangled_models.pdf|Ch13}}, {{:research:ch14_bayesian_learning.pdf|Ch14}}, {{:research:ch15_graphical_models.pdf|Ch15}}

  * **Supplementary Lab Projects**:
  - Lab 0: [[https://www.eecs.yorku.ca/~huijiang/MLF-Labs/Lab0_Preparation.html|Preparation]]
  - Lab 1: [[https://www.eecs.yorku.ca/~huijiang/MLF-Labs/Lab1_Data_Visualization.html|Data Visualization]]
  - Lab 2: [[https://www.eecs.yorku.ca/~huijiang/MLF-Labs/Lab2_Linear_Regression.html|Linear Regression]] 
  - Lab 3: [[https://www.eecs.yorku.ca/~huijiang/MLF-Labs/Lab3_Logistic_Regression.html|Logistic Regression]]
  - Lab 4: [[https://www.eecs.yorku.ca/~huijiang/MLF-Labs/Lab4_Support_Vector_Machine.html|Support Vector Machines]]
  - Lab 5: [[https://www.eecs.yorku.ca/~huijiang/MLF-Labs/Lab5_Fully_Connected_Neural_Networks.html|Fully-Connected Neural Networks]]
  - Lab 6: [[https://www.eecs.yorku.ca/~huijiang/MLF-Labs/Lab6_Convolutional_Neural_Networks.html|Convolutional Neural Networks]]
  - Lab 7: [[https://www.eecs.yorku.ca/~huijiang/MLF-Labs/Lab7_Transformers.html|Transformers]]
  - Lab 8: [[https://www.eecs.yorku.ca/~huijiang/MLF-Labs/Lab8_Matrix_Factorization.html|Matrix Factorization]]
  - Lab 9: Decision Trees, Random Forests and Boosted Trees
  - Lab 10: Gaussian Classifiers and Gaussian Mixture Models