Exercises in Fundamentals of Artificial Intelligence

This lecture expects students to acquire skills that is essential for creating applications of artificial intelligence, implementing basic concepts and theories as a computer program.

Class 1 - Introduction to Python programming

Class 2 - Linear algebra calculations using NumPy

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