Fundamentals of Artificial Intelligence

This lecture expects students to acquire knowledge that is essential for creating applications of artificial intelligence, explaining basic concepts and theories of artificial intelligence.

Class 1 - Class guidance

Class 2 - Essential Mathematics for Machine Learning

Class 3 - Linear Regression

Class 4 - Linear Classification

Class 5 - Single-layer Neural Network

Class 6 - Multi-layer Neural Network

Class 7 - Convolutional Neural Network