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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

Lecture 07: Foundation Models (FSDL 2022)

The Full Stack · 3 min read

Foundation models are driving a shift in AI from task-specific systems toward general-purpose models built by scaling architecture, data, and...

Foundation ModelsTransformersScaling Laws

Lecture 04: Data Management (FSDL 2022)

The Full Stack · 3 min read

Data management is the hidden driver of machine-learning performance: spending far more time on data than on models—especially on dataset quality,...

Data ExplorationStorage ArchitectureSQL And Data Frames