CSC 735 - CSI

CSC 735 Machine Learning and Data Mining

▪ 01-26:	Syllabus AI vs ML vs DL vs DS AI vs ML vs DL vs LLM vs GenAI The Machine Learning Landscape Textbook Exercises — Chapter 1
▪ 02-02:	Linear Regression
▪ 02-09:	Logistic Regression
▪ 02-23:	Zoom Meeting ID: 527 497 8200
▪ 03-02:	Support Vector Machines
▪ 03-09:	Desicion Trees Ensamble Learning
▪ 03-16:	Review I
▪ 03-23:	Midterm Exam
▪ 04-13:	Neural Networks — Intro
	Neural Networks — Intro — Examples Neural Networks — Logistic
	Neural Networks — Softmax Neural Networks — Multilayer
	Neural Networks — Matrices Neural Network (Video) Code
	Convolutional Neural Networks — Intro Convolutional Neural Networks — Structure
	Convolutional Neural Networks — Filters
	Recurrent Neural Networks — Neurons and Layers Recurrent Neural Networks — Equations and Structures Recurrent Neural Networks — Encoder-Decoder
▪ 04-13:	Review II
▪ 04-20:	Autoencoders, GANs, and Diffusion
▪ 04-27:	Reinforcement Learning I Reinforcement Learning II Reinforcement Learning III Reinforcement Learning IV