Nick Maxfield
Mihaela van der SchaarRecording of the van der Schaar Lab’s first Inspiration Exchange engagement session, which took place virtually on September 2, 2020, and was attended by over 100 members of the AI and machine learning community. The topic of the session was automated machine learning (AutoML).
Introduction – 0:00
Mihaela’s presentation – 2:12
Question 1 [types of AutoML] – 30:00
Question 2 [ecosystem for AutoML for healthcare] – 32:50
Question 3 [interpretability and explainability] – 35:10
Question 4 [AutoML in clinical trial design] – 37:53
Question 5 [incorporating domain knowledge] – 40:20
Question 6 [AutoML for personalized healthcare] – 44:00
Question 7 [model selection methods including RL] – 45:13
Question 8 [meta-learning and AutoML method selection] – 47:32
Question 9 [multi-modal data; dealing with missing data] – 50:26
Question 10 [sample size requirements] – 52:49
Question 11 [causal structures; human decision-making] – 54:50
Closing words from Mihaela – 58:21
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You can find a piece of long-form content on AutoML here.
The lab’s publications on AutoML are here.
Andreas Bedorf
Evgeny Saveliev
