#139

Описание: Proudly sponsored by PyMC Labs (https://www.pymc-labs.io/) , the Bayesian Consultancy. Book a call (https://calendar.google.com/calendar/...) , or get in touch (mailto:[email protected]) !

• Intro to Bayes Course (https://topmate.io/alex_andorra/503302) (first 2 lessons free)
• Advanced Regression Course (https://topmate.io/alex_andorra/1011122) (first 2 lessons free)


Our theme music is « Good Bayesian », by Baba Brinkman (feat MC Lars and Mega Ran). Check out his awesome work (https://bababrinkman.com/) !


Visit our Patreon page (  / learnbayesstats  ) to unlock exclusive Bayesian swag ;)


Takeaways:

• BoTorch is designed for researchers who want flexibility in Bayesian optimization.
• The integration of BoTorch with PyTorch allows for differentiable programming.
• Scalability at Meta involves careful software engineering practices and testing.
• Open-source contributions enhance the development and community engagement of BoTorch.
• LLMs can help incorporate human knowledge into optimization processes.
• Max emphasizes the importance of clear communication of uncertainty to stakeholders.
• The role of a researcher in industry is often more application-focused than in academia.
• Max's team at Meta works on adaptive experimentation and Bayesian optimization.


Chapters:


08:51 Understanding BoTorch


12:12 Use Cases and Flexibility of BoTorch


15:02 Integration with PyTorch and GPyTorch


17:57 Practical Applications of BoTorch


20:50 Open Source Culture at Meta and BoTorch's Development


43:10 The Power of Open Source Collaboration


47:49 Scalability Challenges at Meta


51:02 Balancing Depth and Breadth in Problem Solving


55:08 Communicating Uncertainty to Stakeholders


01:00:53 Learning from Missteps in Research


01:05:06 Integrating External Contributions into BoTorch


01:08:00 The Future of Optimization with LLMs


Thank you to my Patrons for making this episode possible!


Yusuke Saito, Avi Bryant, Ero Carrera, Giuliano Cruz, James Wade, Tradd Salvo, William Benton, James Ahloy, Robin Taylor,, Chad Scherrer, Zwelithini Tunyiswa, Bertrand Wilden, James Thompson, Stephen Oates, Gian Luca Di Tanna, Jack Wells, Matthew Maldonado, Ian Costley, Ally Salim, Larry Gill, Ian Moran, Paul Oreto, Colin Caprani, Colin Carroll, Nathaniel Burbank, Michael Osthege, Rémi Louf, Clive Edelsten, Henri Wallen, Hugo Botha, Vinh Nguyen, Marcin Elantkowski, Adam C. Smith, Will Kurt, Andrew Moskowitz, Hector Munoz, Marco Gorelli, Simon Kessell, Bradley Rode, Patrick Kelley, Rick Anderson, Casper de Bruin, Philippe Labonde, Michael Hankin, Cameron Smith, Tomáš Frýda, Ryan Wesslen, Andreas Netti, Riley King, Yoshiyuki Hamajima, Sven De Maeyer, Michael DeCrescenzo, Fergal M, Mason Yahr, Naoya Kanai, Aubrey Clayton, Jeannine Sue, Omri Har Shemesh, Scott Anthony Robson, Robert Yolken, Or Duek, Pavel Dusek, Paul Cox, Andreas Kröpelin, Raphaël R, Nicolas Rode,...