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Causal AI & Dynamical Systems || Naftali Weinberger || Causal Bandits Ep. 005 (2023)
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Video version available on YouTube
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.
Connect with Naftali:
- Naftali on Twitter/X
- Naftali on BlueSky
- Naftali's web page
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:
Support the show
Causal Bandits Podcast
Causal AI || Causal Machine Learning || Causal Inference & Discovery
Web: https://causalbanditspodcast.com
Connect on LinkedIn: https://www.linkedin.com/in/aleksandermolak/
Join Causal Python Weekly: https://causalpython.io
The Causal Book: https://amzn.to/3QhsRz4
View all episodes
By Alex Molak
5
77 ratings
Send us a text
Support the show
Video version available on YouTube
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.
Connect with Naftali:
- Naftali on Twitter/X
- Naftali on BlueSky
- Naftali's web page
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:
Support the show
Causal Bandits Podcast
Causal AI || Causal Machine Learning || Causal Inference & Discovery
Web: https://causalbanditspodcast.com
Connect on LinkedIn: https://www.linkedin.com/in/aleksandermolak/
Join Causal Python Weekly: https://causalpython.io
The Causal Book: https://amzn.to/3QhsRz4
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