Certified
Self-directed project
Machine Learning for Automotive Safety
Perception Validation Engineer (ADAS Safety Sign-off) · AI / ML · July 2026
61/ 100
A ProoV case study · educational project, not employment
A verified, self-directed Perception Validation Engineer (ADAS Safety Sign-off) project — completed and passed a real industry rubric at 61/100 on ProoV.
Graded against
- Detection metrics correctness (precision, recall, VRU false-negative rate)30%
- Failure-mode analysis & per-condition rigour25%
- SOTIF safety case quality (ISO 21448 reasoning)25%
- Ship verdict — evidence-based & internally consistent20%
Passed · pass mark 60/100
What stood out6
- Computed the borderline IoU example correctly and locked the operational detection rule at IoU >= 0.5
- Read off the synthetic table’s confusion counts and correctly elevated VRU false-negative rate as the safety number
- Exposed the dangerous slices clearly: night recall 0.39, occluded recall 0.45, and night+occluded recall 0.27
- Produced a conditional ship recommendation that cites the weak night performance instead of hiding behind aggregate recall
- Leakage-Free Detection Definition
- Safety-Critical Metric Selection
The work I submitted20 tasks
12 tasks · 14.4k characters · Python · 8 written answers · 703 words
- Initial Call40 characters
- Task Definition377 characters
- Scored Metrics RunPython · 2.3k characters
- Scored Metrics351 characters
- Sensor Match553 characters
- Example Iou Demo1.5k characters
- Task Definition Code1.1k characters
- Example Metrics DemoPython · 2.2k characters
- Ttcs Example SlicePython · 1.3k characters
- Ttcs Triage SlicePython · 1.6k characters
- Failure Triage1.8k characters
- Sotif Case1.4k characters
- Initial Call1 word
- Task Definition42 words
- Scored Metrics Run143 words
- Scored Metrics18 words
- Sensor Match27 words
- Example Iou Demo169 words
- Task Definition Code149 words
- Example Metrics Demo154 words
Summarised on purpose — the submitted code and writing stay private so this page cannot be reused as an answer key. The full submission sits behind the verified certificate.