ISO 26262 Academy · Learning path · open to read
AI & Machine Learning Safety Engineer
ISO 8800 and SOTIF for learned functions: arguing a component you did not specify line by line.
- 5 weeks
- 18 items
- 17 hours
- 0 free with an account
Career Path gives you an assessment and a roadmap based on your experience and goals. This track is the fixed schedule for one role.
The schedule
Week by week.
Guides, practice and checks in the order they build on each other. Items marked Free account open on the free plan.
- Week 1Functional safety foundations → Safety-aware machine learning3h 53m
- QuizCalibration: foundations12 questions20mPro
- ReadSafety-aware machine learning (ISO 8800)1h 5mExpert
- QuizQuiz: ML safety lifecycle10 questions18mPro
- ReadSOTIF for the functional safety engineer2h 10mPro
- Week 2SOTIF for learned functions → Perception as a safety function3h 50m
- ReadAV safety in practice (part 2 of 2)Second half: machine learning in the loop, validation targets and residual risk.1h 45mPro
- QuizQuiz: SOTIF for ML12 questions20mPro
- ReadPerception system safety1h 45mExpert
- Week 3Perception as a safety function → Running ML safely on the vehicle3h 26m
- ReadSafety analyses compared30mExpert
- QuizQuiz: perception safety10 questions18mPro
- ReadMulti-core safety architectures1hExpert
- ReadHypervisors & mixed criticality1hExpert
- ReadFreedom from interference20mExpert
- QuizQuiz: ML platform10 questions18mPro
- Week 4Assuring a learned system3h 5m
- ReadModel-based development1h 25mExpert
- ReadSafety case development1h 40mExpert
- Week 5Assuring a learned system2h 45m
- ReadGSN: goal structuring notation1h 35mExpert
- SimulatorSimulator: build a safety case in GSN50mExpert
- QuizQuiz: assurance12 questions20mPro
Templates
48 work-product templates come with this path
Ready-to-adapt documents matched to the modules above. Reference material, not extra hours on your schedule.
Start this path
Week one starts with a free account.
The free plan opens the first items on every track: one full concept guide, 3 templates, 1 process, the Markov simulator and 5 practice exams a month. Pro and Expert unlock the rest of the schedule.