Time |
Speaker |
Title |
1/28, 1:30pm |
All Participants |
Organizational meet & greet |
1/29, 1:30pm |
Juan Carrasquilla
Vector Institute & KITP |
Learning and representing quantum states with probability[Slides][Podcast][Aud][Cam] |
1/30, 10:00am |
Michael Albergo
Perimeter Institute & KITP |
Tutorial: An Overview of Recent Generative Models[Podcast][Aud][Cam] |
1/31, 1:30pm |
Yi (Frank) Zhang
Cornell & KITP |
Quantum Loop Topography for Machine Learning Transport[Slides][Podcast][Aud][Cam] |
2/01, 3:30pm |
Discussion Leader
TBD |
Machine19 Unplugged: Friday discussion |
2/04, 1:30pm |
All Participants |
Organizational meet & greet |
2/05, 1:30pm |
Evert van Nieuwenburg
Caltech & KITP |
Reinforcement learning for fault-tolerant quantum computation[Slides][Podcast][Aud][Cam] |
2/06, 10:00am |
Dries Sels
Harvard & KITP |
Tutorial: Reinforcement Learning for Physicists[Podcast][Aud][Cam] |
2/07, 1:30pm |
Ying-Jer Kao
NTU & KITP |
Generation of topologically constrained states through deep reinforcement learning[Slides][Podcast][Aud][Cam] |
2/08, 3:30pm |
Anna Golubeva (Perimeter & KITP), Leader
TBD |
Machine19 Unplugged Discussion: Is machine learning really that useful for us? |
02/11-15 |
Conference: |
At the Crossroad of Physics and Machine Learning |
2/19, 1:30pm |
Federico Becca
University of Trieste & KITP |
Variational wave functions for frustrated spin models: from traditional methods to neural networks... and back[Slides][Podcast][Aud][Cam] |
2/20, 10:00am |
Masoud Mohseni
Google AI & KITP |
Approximate optimization and inference with tensor networks |
2/21, 1:30pm |
Estelle Inack
Perimeter & KITP |
Tutorial: Variational Monte Carlo and Machine Learning[Podcast][Aud][Cam] |
2/22, 3:30pm |
All Participants |
Machine19 Unplugged: Friday discussion |
02/25 12:15pm |
Giuseppe Carleo
Flatiron Institute & KITP |
Dreaming, computing, inspiring: Flavors of machine learning in many-body quantum physics[Podcast][Aud][Cam] KITP Blackboard Lunch |
2/25, 1:30pm |
All Participants |
Organizational meet & greet |
2/26, 1:30pm |
Marin Bukov
Berkeley |
Reinforcement Learning to Control Quantum Systems away from Equilibrium[Slides][Podcast][Aud][Cam] |
2/27, 10:00am |
Maria Schuld
University of KwaZulu-Natal |
Quantum machine learning: Turning quantum computers into machine learning models |
2/28, 1:30pm |
Aleksander Kubica
Perimeter |
Quantum error correction and machine learning[Slides][Podcast][Aud][Cam] |
3/01, 3:30pm |
All Participants |
TBA |
3/04, 1:30pm |
All Participants |
Organizational meet & greet |
3/05, 1:30pm |
Felix Leditzky
JILA, CU Boulder & KITP |
Quantum Codes from Neural Networks[Slides][Podcast][Aud][Cam] |
3/06, 10:00am |
Jing Chen
Flatiron & KITP |
Tutorial: Tensor networks and RBMs[Podcast][Aud][Cam] |
3/07, 1:30pm |
John Terilla
CUNY & KITP |
Probabilistic modeling with tensor networks[Slides][Podcast][Aud][Cam] |
3/08, 3:30pm |
All Participants |
Machine19 Unplugged: Friday discussion |
3/11, 1:30pm |
All Participants |
Organizational meet & greet |
3/12, 1:30pm |
Phiala Shanahan
MIT |
Learning matched action parameters for multi-scale algorithms in lattice QCD[Slides][Podcast][Aud][Cam] |
3/13, 10:00am |
Andrea Rocchetto
Oxford/UCL & KITP |
Tutorial: Overview of classical and quantum learning theory[Podcast][Aud][Cam] |
3/14, 1:30pm |
Simon Trebst
University of Cologne & KITP |
Decoding the many-fermion problem with neural networks[Slides][Podcast][Aud][Cam] |
3/15, 3:30pm |
All Participants |
Machine19 Unplugged: Friday discussion |
3/18, 1:30pm |
All Participants |
Organizational Meeting |
3/19, 1:30pm |
Roger Melko
Waterloo/Perimeter & KITP |
Neural-network hybridized quantum hardware |
3/20, 10:00am |
Miles Stoudenmire
(Flatiron & KITP)
Lenka Zdeborova
(Saclay & KITP) |
Wrap up discussion & future directions |
3/21, 1:30pm |
Miles Stoudenmire
Flatiron & KITP, Leader |
Discussion: Introduction to kernel methods for machine learning[Podcast][Aud][Cam] |
3/22, 3:30pm |
All Participants |
TBA |