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Distributed Training — Topic Summaries

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Lecture 6: Infrastructure & Tooling (Full Stack Deep Learning - Spring 2021)

The Full Stack · 3 min read

Deep learning progress depends less on model code than on the surrounding “infrastructure and tooling” that turns raw data into continuously...

MLOps InfrastructureData PipelinesDistributed Training

Lecture 02: Development Infrastructure & Tooling (FSDL 2022)

The Full Stack · 3 min read

Machine learning development runs on a “data flywheel,” but getting from an idea to a reliable system at scale depends on disciplined software...

Development WorkflowReproducible EnvironmentsDeep Learning Frameworks

Frameworks & Distributed Training (5) - Infrastructure & Tooling - Full Stack Deep Learning

The Full Stack · 3 min read

Deep learning frameworks have shifted from “fast in production, painful in development” toward a convergence where developers write in Python with...

Deep Learning FrameworksDistributed TrainingData Parallelism