Lecturer – IPPT PAN
Doctoral course, Institute of Fundamental Technological Research, Polish Academy of Sciences (IPPT PAN), 2025
Delivered lectures and practical classes as part of the Doctoral School at the Institute of Fundamental Technological Research, Polish Academy of Sciences (IPPT PAN). Teaching activities span the 2025/2026 and 2026/2027 academic years: practical classes in 2025/2026, followed by lectures and practical classes in 2026/2027.
Machine Learning
This course introduces students to the fundamentals of machine learning, combining theoretical foundations with practical applications. Students develop the knowledge and hands-on skills needed to build, train, and evaluate machine learning models using Python and frameworks such as TensorFlow and PyTorch. The course covers a range of data types, including images, time series, structured data, and text, and explores mathematical foundations, key algorithms, neural network architectures, and practical applications.