Operators, product owners, and people affected by the vision decision.
Deep learning · weeks 13
Image ML
A factory has few positive examples of costly visual defects.
Opening production brief
A measurable problem, before a model.
NCHW tensors, convolution, receptive fields, augmentation with version, owner, event time, and availability contracts.
A factory has few positive examples of costly visual defects. Every solution must state latency, cost, capacity, and fallback limits.
Offline evidence plus a deployable resolution: CNN and transfer-learning baselines with augmentation, calibration, and monitoring.
Frame and baseline
Turn the production problem into explicit data, metric, and baseline contracts.
- 01↗
Images are data contracts
Use images are data contracts to move the vision production brief toward a defensible release.
65–90 min · checkpoint · deterministic lab - 02↗
Convolution under the microscope
Use convolution under the microscope to move the vision production brief toward a defensible release.
65–90 min · checkpoint · deterministic lab
Build and stress
Formalize the machinery, test counterexamples, and expose system limits.
- 03↗
Receptive fields, normalization, and residuals
Use receptive fields, normalization, and residuals to move the vision production brief toward a defensible release.
65–90 min · checkpoint · deterministic lab - 04↗
Transfer learning for classification, detection, and segmentation
Use transfer learning for classification, detection, and segmentation to move the vision production brief toward a defensible release.
65–90 min · checkpoint · deterministic lab
Resolve and operate
Join model behavior to architecture, observability, rollout, and rollback.
- 05↗
Vision in the wild: thresholds, latency, and drift
Use vision in the wild: thresholds, latency, and drift to move the vision production brief toward a defensible release.
65–90 min · checkpoint · deterministic lab - HW↗
Rare-defect vision system
Design grouped evaluation, transfer learning, calibration, batch-one export, and camera-drift monitoring.
Rubric · staged hints · reference resolution
Prerequisite guidance
1 concepts make this faster.
Prerequisites are guidance, never hard gates.