concept:as-of-joins
As Of Joins
As Of Joins in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Data & feature foundations
Feature transformations that survive production
Use feature transformations that survive production to move the data & features production brief toward a defensible release.
Data & feature foundationsBatch, stream, and training-serving parity
Use batch, stream, and training-serving parity to move the data & features production brief toward a defensible release.
Data & feature foundationsLabels, snapshots, and backfills
Use labels, snapshots, and backfills to move the data & features production brief toward a defensible release.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.