concept:transfer-learning
Transfer Learning
Transfer Learning in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Image ML
Transfer learning for classification, detection, and segmentation
Transfer the representation in measured stages, while letting the required output and leakage-safe split define the task.
Image MLVision in the wild: thresholds, latency, and drift
Production vision is a thresholded, timed, monitored decision system—not an accuracy number attached to a model file.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.