Causal Bandits Podcast Autonomous Driving, Causality & Long Tails || Daniel Ebenhöch || Causal Bandits Ep. 004 (2023)
Nov 27, 2023
Daniel Ebenhöch, a lead engineer with a fascinating background in child experimentation, discusses the pivotal role of causality in autonomous driving. He shares insights on the challenges of developing causal models and counterfactual reasoning. A key focus is on optimizing decision-making to enhance safety while navigating corner cases. Ebenhöch highlights the importance of collaboration between diverse scientific disciplines and provides advice for newcomers to the field, emphasizing curiosity and adaptability as essential traits.
Chapters
Transcript
Episode notes
1 2 3 4 5 6 7 8
Intro
00:00 • 2min
Causal Models and Counterfactual Reasoning
01:59 • 9min
Optimal Decision-Making in Data Collection and Autonomous Driving Safety
11:16 • 3min
Navigating Challenges in Autonomous Testing
14:26 • 8min
Balancing Precision and Practicality in Decision Making
22:23 • 2min
Conquering DAGs: A Beginner's Guide to Causality
24:21 • 20min
Navigating Customer Communication and Transportability Challenges
44:05 • 2min
The Importance of Causality in Decision-Making
46:29 • 7min