• Overview of Machine Learning (1 lecture): TBC
  • Optimization for Neural Networks (1 lecture): Luigi Malagò
  • Generalization Guarantees in Machine Learning (1 lecture): Maria-Florina Balcan
  • Mathematics of Neural Networks (1 lecture): Guido Montúfar
  • Convolutional Neural Networks and Computer Vision (2 lectures): Dumitru Erhan and Marius Leordeanu
  • Recurrent Neural Networks and Natural Language Processing (2 lectures): Jan Chorowski and Kyunghyun Cho
  • Graph Neural Networks (1 lecture): Razvan Pascanu
  • Unsupervised Learning and Generative Models (2 lectures): Oriol Vinyals and Ulrich Paquet
  • Basics of Reinforcement Learning (1 lecture): Lucian Bușoniu
  • Deep Reinforcement Learning (1 lecture): Doina Precup
  • Continuous Control (1 lecture): TBC
  • Reinforcement Learning for Robotics (1 lecture): Raia Hadsell

Lab sessions

  • Convolutional Neural Networks and Computer Vision (1 session): Viorica Patraucean
  • Recurrent Neural Networks (1 session): Wojtek Czarnecki
  • Generative Models (1 session): Mihaela Rosca
  • Reinforcement Learning (1 session): Diana Borsa

Industry keynotes

  • Amazon: Andrei Sucila, Applied Machine Learning Scientist
  • CuriousAI: Isabeau Prémont-Schwarz and Hotloo Xiranood, Research Scientists
  • DeepMind: speaker TBC
  • Everseen: speaker TBC
  • Intel: Sofiane Yous, Lead Architect for Deep Learning Technology
  • Siemens Healthineers: Lucian Itu and Florin Ghesu, Research Scientists