Machine Learning Course for the Medicine and Surgery HT degree program

Course Material

Date	Topic	Material
18/04/2023	Introduction to probability; Jupyter Notebook	slides; notebook1; notebook2
21/04/2023	Introduction to machine learning; Linear Algebra; Vector Calculus	slides; notes
09/05/2023	Optimization; Maximum Likelihood Estimation	slides; slides; notes
12/05/2023	Classification; Covariance Matrix; Principal Component Analysis	slides; notebook1; notebook2;notebook3
16/05/2023	Supervised Learning with SKlearn; Clustering	notebook1;notebook2
18/05/2023	Bayesian Learning	notes
19/05/2023	Gaussian Mixture Models; Bayesian Networks with OpenMarkov	notebook; tutorial
25/05/2023	Neural Networks; Automatic Differentiation; RBF Neural Networks	slides; notebook1; notebook2; notebook3
26/06/2023	Convolutional Neural Networks; Bayesian Inference by Simone Spadoni	notebook