filmov
tv
Inspiration Exchange - synthetic data concepts and approaches
Показать описание
Recording of the van der Schaar Lab's fifth Inspiration Exchange engagement session, which took place virtually on January 26, 2021, and was attended by almost 100 members of the AI and machine learning community.
Introduction - 0:00
Introduction by Mihaela - 2:53
Lab presentation 1 [PATE-GAN // James Jordon] - 20:34
Lab presentation 2 [DP-BAG // James Jordon] - 25:03
Lab presentation 3 [TimeGAN // Dan Jarrett] - 29:42
Lab presentation 4 [Fourier Flows // Ahmed Alaa] - 34:59
Q&A session - 40:57
Closing words and intro to next sessions - 1:00:05
The session focused on synthetic data generation as one of the lab's key research areas. Following an introduction from Mihaela van der Schaar, 3 short presentations were given by the van der Schaar Lab's researchers, followed by a Q&A session.
Introduction - 0:00
Introduction by Mihaela - 2:53
Lab presentation 1 [PATE-GAN // James Jordon] - 20:34
Lab presentation 2 [DP-BAG // James Jordon] - 25:03
Lab presentation 3 [TimeGAN // Dan Jarrett] - 29:42
Lab presentation 4 [Fourier Flows // Ahmed Alaa] - 34:59
Q&A session - 40:57
Closing words and intro to next sessions - 1:00:05
The session focused on synthetic data generation as one of the lab's key research areas. Following an introduction from Mihaela van der Schaar, 3 short presentations were given by the van der Schaar Lab's researchers, followed by a Q&A session.
Inspiration Exchange - Synthetic Data
Inspiration Exchange - synthetic data evaluation
Inspiration Exchange - synthetic data concepts and approaches
Inspiration Exchange - Synthetic Data & Simulators
ICML2022: How Faithful is your Synthetic Data?
Inspiration exchange - individualized treatment effect inference (1/2)
Inspiration Exchange - Revolutionizing Clinical Trials with Machine Learning
Inspiration Exchange - Data-centric AI
Inspiration Exchange - ICML Preview
Inspiration Exchange - what's next for individualized treatment effects?
Inspiration Exchange - ML to transform organ transplantation
Inspiration Exchange - Data-Centric AI
Inspiration Exchange - application-oriented projects in machine learning for healthcare
Synthetic Data Evaluation
Synthetic Data Evaluation Time Series
Inspiration Exchange - Causal Deep Learning
Inspiration Exchange - Treatment effect estimation and ML for Clinical Trials
Inspiration Exchange - causal deep learning (part 2/2)
Inspiration exchange - individualized treatment effect inference (2/2)
Inspiration Exchange - AISTATS & ICLR Preview 2023
Inspiration Exchange - how can we make ML models as robust and useful as possible?
Inspiration Exchange - 2nd AISTATS & ICLR Preview 2023
2021 open house - synthetic data (Boris van Breugel)
Inspiration Exchange - causal deep learning (part 1/2)
Комментарии