Project workspace

Vision Quality Baseline

A serious baseline is a controlled experiment, not a notebook screenshot.

Phase 1Applied deep learning

Project brief

Build a reproducible image-classification baseline with trustworthy evaluation.

The system must expose its data version, training configuration, quality threshold, runtime behavior, and known limitations.

Quality gate≥ 88% macro F1Inference≤ 80ms CPU P95ReproduceOne commandTargetProduction-ready API

Build path

Milestones and gates

2 accepted
01Problem & baselineaccepted
02Training pipelineaccepted
03Evaluation & error analysisactive
05Operational evidencelocked
06Case studylocked