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49% Less Loss with Causal ML | Stefan Feuerriegel S2E1 | CausalBanditsPodcast.com

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Manage episode 461657594 series 3526805
内容由Alex Molak提供。所有播客内容(包括剧集、图形和播客描述)均由 Alex Molak 或其播客平台合作伙伴直接上传和提供。如果您认为有人在未经您许可的情况下使用您的受版权保护的作品,您可以按照此处概述的流程进行操作https://zh.player.fm/legal

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Stefan Feuerriegel is the Head of the Institute of AI in Management at LMU.

His team consistently publishes work on causal machine learning at top AI conferences, including NeurIPS, ICML, and more.

At the same time, they help businesses implement causal methods in practice.

They worked on projects with companies like ABB Hitachi, and Booking.com.

Stefan believes his team thrives because of its diversity and aims to bring more causal machine learning to medicine.

I had a great conversation with him, and I hope you'll enjoy it too!

>> Guest info:

Stefan Feuerriegel is a professor and the Head of the Institute of AI in Management at LMU. Previously, he worked as a consultant at McKinsey & Co. and ran his own AI startup.

>> Episode Links:

Papers

- Feuerriegel, S. et al. (2024) - Causal machine learning for predicting treatment outcomes (https://www.nature.com/articles/s41591-024-02902-1)

- Kuzmanivic, M. et al. (2024) - Causal Machine Learning for Cost-Effective Allocation of Development Aid (https://arxiv.org/abs/2401.16986)

- Schröder, M. et al. (2024) - Conformal Prediction for Causal Effects of Continuous Treatments (https://arxiv.org/abs/2407.03094)

>> WWW: https://www.som.lmu.de/ai/

>> LinkedIn: https://www.linkedin.com/in/stefan-feuerriegel/

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

29集单集

Artwork
icon分享
 
Manage episode 461657594 series 3526805
内容由Alex Molak提供。所有播客内容(包括剧集、图形和播客描述)均由 Alex Molak 或其播客平台合作伙伴直接上传和提供。如果您认为有人在未经您许可的情况下使用您的受版权保护的作品,您可以按照此处概述的流程进行操作https://zh.player.fm/legal

Send us a text

Stefan Feuerriegel is the Head of the Institute of AI in Management at LMU.

His team consistently publishes work on causal machine learning at top AI conferences, including NeurIPS, ICML, and more.

At the same time, they help businesses implement causal methods in practice.

They worked on projects with companies like ABB Hitachi, and Booking.com.

Stefan believes his team thrives because of its diversity and aims to bring more causal machine learning to medicine.

I had a great conversation with him, and I hope you'll enjoy it too!

>> Guest info:

Stefan Feuerriegel is a professor and the Head of the Institute of AI in Management at LMU. Previously, he worked as a consultant at McKinsey & Co. and ran his own AI startup.

>> Episode Links:

Papers

- Feuerriegel, S. et al. (2024) - Causal machine learning for predicting treatment outcomes (https://www.nature.com/articles/s41591-024-02902-1)

- Kuzmanivic, M. et al. (2024) - Causal Machine Learning for Cost-Effective Allocation of Development Aid (https://arxiv.org/abs/2401.16986)

- Schröder, M. et al. (2024) - Conformal Prediction for Causal Effects of Continuous Treatments (https://arxiv.org/abs/2407.03094)

>> WWW: https://www.som.lmu.de/ai/

>> LinkedIn: https://www.linkedin.com/in/stefan-feuerriegel/

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

29集单集

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