Title of the course: Math for Artificial Intelligence
Instructor: Asst. Prof. Ö. Özgür Bozkurt
Institution: Fenerbahçe Ü.
Dates: 15-21 July 2024
Prerequisites: None
Level: For everyone
Abstract: Artificial intelligence, which is spreading to all areas of life, not only attracts the attention of juniors, but also arouses their curiosity. The aim of this training is to provide accurate information about artificial intelligence to juniors who are in the period of career choice and to increase their interest and love for mathematics by eliminating the feeling that what they have learned is useless. Artificial intelligence topics will be summarized and underlying mathematical model will be discovered.
Contents:
1. Limitations and history of artificial intelligence, importance of data.
2. Linear regression and line fitting; least squares.
3. Classification, Euclidian distance and other distance metrics
4. Clustering
5. Neural Networks, forward propagation, matrix multiplication
6. Neural Networks, backward propagation, derivatives
Language: TR, EN