Here are my Jupyter Notebook labs from ITMO First n Second semester
Applied Artificial Intelligence Master’s courses
- Data Preprocessing and Elements of Statistics
The first part "Introduction to Machine Learning (tools)" discusses different types of machine learning, demonstrates practical examples how to solve various problems with machine learning methods. The main focus is on regression problems, classification and clustering problems tasks.
- Introduction to Machine Learning (tools) and Applied Artificial Intelligence in Science and Business
The second part "Applied artificial Intelligence in Science and Business" introduces students to the methods and technologies of knowledge engineering, intelligent security technologies, including biometrics, vulnerability prediction, cyberspace management. The artificial intelligence applications in the speech synthesis and recognition, image and texts processing is also considered.