Notebook prepared for a workshop for high school students at AGH University of Krakow, held on 16.05.2026.
- Computer Vision - what it is, how a computer sees an image, pixel-level math (negative, brightness)
- CV problem types - classification, localization, object detection, instance segmentation
- Neural networks in a nutshell - neurons, activation functions (ReLU), layers, training
- CNNs - convolutions, Sobel filters, feature hierarchy, why CNNs beat plain MLPs on images
- MNIST demo - training a small CNN to recognize handwritten digits
- YOLO - from classification to real-time object detection