Off-Line, Off-Policy RL for Real-World Decision Making at Facebook - #448

Off-Line, Off-Policy RL for Real-World Decision Making at Facebook - #448

Today we’re joined by Jason Gauci, a Software Engineering Manager at Facebook AI. In our conversation with Jason, we explore their Reinforcement Learning platform, Re-Agent (Horizon). We discuss the role of decision making and game theory in the platform and the types of decisions they’re using Re-Agent to make, from ranking and recommendations to their eCommerce marketplace. Jason also walks us through the differences between online/offline and on/off policy model training, and where Re-Agent sits in this spectrum. Finally, we discuss the concept of counterfactual causality, and how they ensure safety in the results of their models. The complete show notes for this episode can be found at twimlai.com/go/448.

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Machine Teaching for Better Machine Learning with Mark Hammond - TWiML Talk #43

Machine Teaching for Better Machine Learning with Mark Hammond - TWiML Talk #43

Today’s show, which concludes the first season of the Industrial AI Series, features my interview with Bonsai co-founder and CEO Mark Hammond. I sat down with Mark at Bonsai HQ a few weeks ago and we ...

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Marrying Physics-Based and Data-Driven ML Models with Josh Bloom - TWiML Talk #42

Marrying Physics-Based and Data-Driven ML Models with Josh Bloom - TWiML Talk #42

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Data Pipelines at Zymergen with Airflow with Erin Shellman - TWiML Talk #41

Data Pipelines at Zymergen with Airflow with Erin Shellman - TWiML Talk #41

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Cognitive Biases in Data Science with Drew Conway - TWiML Talk #39

Cognitive Biases in Data Science with Drew Conway - TWiML Talk #39

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Web Scale Engineering for Machine Learning with Sharath Rao - TWiML Talk #40

Web Scale Engineering for Machine Learning with Sharath Rao - TWiML Talk #40

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Deep Learning for Warehouse Operations with Calvin Seward - TWiML Talk #38

Deep Learning for Warehouse Operations with Calvin Seward - TWiML Talk #38

This week, I’m happy to bring you my interview with Calvin Seward, a research scientist with Berlin, Germany based Zalando. While our American listeners might not know the name Zalando, they’re one of...

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Deep Robotic Learning with Sergey Levine - TWiML Talk #37

Deep Robotic Learning with Sergey Levine - TWiML Talk #37

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Smart Buildings & IoT with Yodit Stanton - TWiML Talk #36

Smart Buildings & IoT with Yodit Stanton - TWiML Talk #36

After a brief hiatus, the Industrial AI Series is making its triumphant return! Our guest this week is Yodit Stanton, a self-described Data Nerd, and the Founder & CEO of Opensensors.io. OpenSensors.i...

17 Juli 201753min

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