Teaching

We teach master’s degree courses, in the field of Automatic Control and Robotics at the specialization Robots and Autonomous Systems. Check out more at: https://risa.put.poznan.pl/.

Courses

Introduction to Image Processing (PL)

Automatic control and robotics (bechelor degree, 5 semester)

Content: (available online)

  • Basics of image processing using OpenCV in Python language
  • Classical image processing methods
  • Use knowledge in: camera calibration, lighting methods, color influence and industrial system
  • Application of programming knowledge in sensors: depth camera, thermal imaging camera, AI camera

Introduction to Computer Vision (PL)

Automatic control and robotics (master degree, 1 semester)

Content:

  • Basic knowledge of image processing methods and vision systems
  • Local, contextual, and shape- and feature-based algorithms
  • OpenCV library in Python

Selected topics of machine learning (PL)

Automatic control and robotics (master degree, 1 semester)

Content:

  • Basic knowledge of machine learning: tasks, algorithms, their characteristics and applications
  • Classical methods based on Scikit-learn

Advanced image processing (PL)

Automatic control and robotics (master degree, 2 semester)

Content:

  • Architectures of sample neural networks for image recognition
  • How are deep neural networks learned?
  • What are the modern approaches depending on the task?
  • ML frameworks in Python, like: PyTorch, TensorFlow, Keras

Embedded systems and edge processing (PL)

Automatic control and robotics (master degree, 3 semester)

Content: (available online)

  • Architectures of embedded systems and ways of edge processing
  • How to speed up computing?
  • What is TinyML and what is EDGE AI?