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Josh Tobin — Person Summaries

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OpenAI Spinning Up in Deep RL Workshop

OpenAI · 4 min read

Reinforcement learning (RL) is moving from “learn a policy in a toy setting” to “learn control strategies that operate in complex, real-time...

Reinforcement Learning BasicsPolicy GradientDeep Q-Learning

Lecture 01: When to Use ML and Course Vision (FSDL 2022)

The Full Stack · 3 min read

Machine learning is moving into the mainstream, but the real challenge isn’t getting models to work—it’s deciding when ML is worth the added...

ML-Powered ProductsWhen To Use MLML Ops vs ML Products

Lecture 1: Introduction to Deep Learning - Full Stack Deep Learning - March 2019

The Full Stack · 3 min read

Deep learning’s breakthrough in 2012 wasn’t just a better model—it replaced hand-crafted image features with learned representations, turning “what...

Deep Learning FoundationsImageNet BreakthroughRepresentation Learning

Lecture 8: Data Management (Full Stack Deep Learning - Spring 2021)

The Full Stack · 3 min read

Data management is where most deep learning projects quietly win or fail: getting messy, distributed inputs into a GPU-ready training pipeline—and...

Data FlywheelSemi-Supervised LearningData Storage