Applied Work
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Industrial Vision System
In DeliveryEuropean logistics provider
CNN-based computer vision for automated laptop quality assessment. 13+ defect categories derived from manufacturer warranty policy (Customer Induced Damage taxonomy). PASS/FAIL classification with explicit confidence scoring, abstention threshold, and evidence capture.
Scope
- CNN-based quality grading across 13+ defect categories
- Policy-derived grading taxonomy (Customer Induced Damage)
- PASS/FAIL classification with calibrated confidence scoring
- Explicit abstention threshold — uncertain predictions refused
- Deterministic data pipeline with full version control
- Reproducible evaluation framework with evidence capture
Project Timeline
Scope Definition
Taxonomy Design
Pipeline Build
Model Training
Evaluation
Delivery
Stack:PyTorch 2.10 · CUDA 13.1 · Triton Inference Server