For most of the participants the courses will be online but we also offer 15 travel grants to join us and work with us together for one week.
Course I: Advanced artificial intelligence technologies in autonomous driving, healthcare and robotics
Day 1: Model interpretability and uncertainty assessment in computer vision tasks
Day 2: Embedded artificial intelligence and neuromorphic cameras in autonomous vehicles.
Day 3: Mixed reality in healthcare applications – new opportunities for surgery planning
Day 4: Reinforcement learning as a challenging task in robotics
Day 5: Artificial intelligence and autonomous vehicles in practice: how to use AI/ML techniques to solve control problems based on DuckiTown experimental platform of micro-traffic environment
Course II: Advanced artificial intelligence technologies in Deep Learning and Natural Language Processing
Day 1: Introduction to Deep Learning.
Day 2: How to optimize neural network models.
Day 3: A practical guide to texts classification on Twitter.
Day 4: How to recognize names when you see it?
Day 5: Looking for understanding in text sequences.
Course III: Efficient usage of HPC systems in artificial intelligence and machine learning research
Day 1. Introduction to HPC systems
Day 2. Efficient usage of GPGPU and other HPC resources
Day 3: Efficient usage of Python on HPC systems
Day 4: Introduction to ML/AL usage on HPC
Day 5: ML/AL in Natural Language Processing on HPC