Causal Bandits Podcast
Causal Bandits Podcast with Alex Molak is here to help you learn about causality, causal AI and causal machine learning through the genius of others.
The podcast focuses on causality from a number of different perspectives, finding common grounds between academia and industry, philosophy, theory and practice, and between different schools of thought, and traditions.
Your host, Alex Molak is an entrepreneur, independent researcher and a best-selling author, who decided to travel the world to record conversations with the most interesting minds in causality.
Enjoy and stay causal!
Keywords: Causal AI, Causal Machine Learning, Causality, Causal Inference, Causal Discovery, Machine Learning, AI, Artificial Intelligence
Causal Bandits Podcast
Causal AI & Dynamical Systems || Naftali Weinberger || Causal Bandits Ep. 005 (2023)
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Recorded on Aug 29, 2023 in München, Germany
Can we meaningfully talk about causality in dynamical systems?
Some people are puzzled when it comes to dynamical systems and the idea of causation.
Dynamical systems well-known in physics, social sciences, and biology are often thought of as a special family of systems, where it might be difficult to meaningfully talk about causal direction.
Naftali Weinberger devoted his career to examining the relationships between system dynamics, causality and the phenomena known broadly as "complexity".
We explore what does "intervention" mean in a dynamical system and we deconstruct common intuitions about causality and system's equilibrium.
We discuss the importance of time scales when defining a causal system, analyze what could have inspired Bertrand Russell to say that causality is a "relic of a bygone age" and ponder the phenomenon of emergence.
Finally, Naftali shares his advice for those of us just starting exploring the uncharted territory of causal inference and discovery.
Warning: this conversation might bend your sense of reality.
Use with caution!
Ready to dive in?
About The Guest
Naftali Weinberger, PhD is a Researcher at Munich Center for Mathematical Philosophy at LMU. His research is focused on causality, dynamical systems and fairness. He works with scientists, researchers and philosophers around the globe helping them address challenges in diverse fields like climate change, psychometrics, fairness and more.
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About The Host
Aleksander (Alex) Molak is an independent machine learning researcher, educator, entrepreneur and a best-selling author in the area of causality.
Connect with Alex:
Causal Bandits Podcast
Causal AI || Causal Machine Learning || Causal Inference & Discovery
Web: https://causalbanditspodcast.com
Connect on LinkedIn: https://www.linkedin.com/in/aleksandermolak/
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The Causal Book: https://amzn.to/3QhsRz4