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Open Source Causal AI & The Generative Revolution | Emre Kıcıman Ep 16 | CausalBanditsPodcast.com

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Manage episode 419270944 series 3526805
Indhold leveret af Alex Molak. Alt podcastindhold inklusive episoder, grafik og podcastbeskrivelser uploades og leveres direkte af Alex Molak eller deres podcastplatformspartner. Hvis du mener, at nogen bruger dit ophavsretligt beskyttede værk uden din tilladelse, kan du følge processen beskrevet her https://da.player.fm/legal.

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What makes two tech giants collaborate on an open source causal AI package?
Emre's adventure with causal inference and causal AI has started before it was trendy.
He's one of the original core developers of DoWhy - one of the most popular and powerful Python libraries for causal inference - and a researcher focused on the intersection of causal inference, causal discovery, generative modeling and social impact.
His unique perspective, inspired by his experience with low-level programming combined with his vivid interest in how humans interact with technology, is driven by a deep seated desire to solve problems that matter to people.
In the episode we discuss:
🔹 What makes Microsoft and Amazon collaborate on an open source Python package?
🔹 Causal AI and the core of science
🔹 Is language model a world model?
🔹 When modeling physics is useful?
Ready to dive in?
Join the insightful discussions at https://causalbanditspodcast.com/
About The Guest
Emre Kıcıman, PhD is a Senior Principal Research Manager at Microsoft Research. He's one of the core developers of the DoWhy Python package, alongside Amit Sharma. He holds a PhD in computer science from Stanford University. Privately, he loves to climb and spend time with his family.
Connect with Emre:
- Emre on Twitter/X
- Emre on LinkedIn
- Emre'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:
- Alex on the Internet
Links
Libraries
- DoWhy (https://www.pywhy.org/dowhy/v0.11.1/)
- EconML (https://econml.azurewebsites.net/)
- CausalPy (https://causalpy.readthedocs.io/en/latest/)
Books
- Molak, A. - "Causal Inference and Discovery in Python"

Rumi.ai
All-in-one meeting tool with real-time transcription & searchable Meeting Memory™
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

  continue reading

Kapitler

1. Open Source Causal AI & The Generative Revolution | Emre Kıcıman Ep 16 | CausalBanditsPodcast.com (00:00:00)

2. [Ad] Rumi.ai (00:16:49)

3. (Cont.) Open Source Causal AI & The Generative Revolution | Emre Kıcıman Ep 16 | CausalBanditsPodcast.com (00:17:38)

27 episoder

Artwork
iconDel
 
Manage episode 419270944 series 3526805
Indhold leveret af Alex Molak. Alt podcastindhold inklusive episoder, grafik og podcastbeskrivelser uploades og leveres direkte af Alex Molak eller deres podcastplatformspartner. Hvis du mener, at nogen bruger dit ophavsretligt beskyttede værk uden din tilladelse, kan du følge processen beskrevet her https://da.player.fm/legal.

Send us a text

What makes two tech giants collaborate on an open source causal AI package?
Emre's adventure with causal inference and causal AI has started before it was trendy.
He's one of the original core developers of DoWhy - one of the most popular and powerful Python libraries for causal inference - and a researcher focused on the intersection of causal inference, causal discovery, generative modeling and social impact.
His unique perspective, inspired by his experience with low-level programming combined with his vivid interest in how humans interact with technology, is driven by a deep seated desire to solve problems that matter to people.
In the episode we discuss:
🔹 What makes Microsoft and Amazon collaborate on an open source Python package?
🔹 Causal AI and the core of science
🔹 Is language model a world model?
🔹 When modeling physics is useful?
Ready to dive in?
Join the insightful discussions at https://causalbanditspodcast.com/
About The Guest
Emre Kıcıman, PhD is a Senior Principal Research Manager at Microsoft Research. He's one of the core developers of the DoWhy Python package, alongside Amit Sharma. He holds a PhD in computer science from Stanford University. Privately, he loves to climb and spend time with his family.
Connect with Emre:
- Emre on Twitter/X
- Emre on LinkedIn
- Emre'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:
- Alex on the Internet
Links
Libraries
- DoWhy (https://www.pywhy.org/dowhy/v0.11.1/)
- EconML (https://econml.azurewebsites.net/)
- CausalPy (https://causalpy.readthedocs.io/en/latest/)
Books
- Molak, A. - "Causal Inference and Discovery in Python"

Rumi.ai
All-in-one meeting tool with real-time transcription & searchable Meeting Memory™
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

  continue reading

Kapitler

1. Open Source Causal AI & The Generative Revolution | Emre Kıcıman Ep 16 | CausalBanditsPodcast.com (00:00:00)

2. [Ad] Rumi.ai (00:16:49)

3. (Cont.) Open Source Causal AI & The Generative Revolution | Emre Kıcıman Ep 16 | CausalBanditsPodcast.com (00:17:38)

27 episoder

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