Certified
Self-directed project
Machine Learning for Automotive Safety
Perception Validation Engineer (ADAS Safety Sign-off) · AI / ML · June 2026
84/ 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 84/100 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
- Correctly locked the detection definition at IoU >= 0.5 and computed the worked example IoU as 0.111, classifying it as a miss.
- Computed and interpreted the key safety metric correctly: VRU recall 0.76 and VRU false-negative rate 0.236, rather than relying on headline accuracy.
- Produced a strong condition-sliced analysis showing night recall collapse (0.39) and worst-case night+occluded recall (0.27).
- Wrote an internally consistent GO-WITH-CONDITIONS verdict that cites the dossier's own numbers and ties the real Uber Tempe crash to the night-time pedestrian miss.
- Data-Driven Decision Making
- Statistical Analysis
The work I submitted20 tasks
12 tasks · 17.6k characters · Python · 8 written answers · 845 words
- Sensor Match553 characters
- Task Definition378 characters
- Example Iou Demo1.5k characters
- Task Definition Code1.1k characters
- Example Metrics DemoPython · 2.2k characters
- Scored Metrics RunPython · 2.3k characters
- Scored Metrics351 characters
- Ttcs Example SlicePython · 1.3k characters
- Ttcs Triage SlicePython · 1.6k characters
- Failure Triage1.8k characters
- Sotif Case3.2k characters
- Ship Verdict1.3k characters
- Sensor Match27 words
- Task Definition42 words
- Example Iou Demo169 words
- Task Definition Code149 words
- Example Metrics Demo154 words
- Scored Metrics Run143 words
- Scored Metrics18 words
- Ttcs Example Slice143 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.