AI for Automotive & EV (Global)
Deep specialization in AI for vehicle design & simulation, autonomous driving & ADAS, EV battery & powertrain, manufacturing quality, supply chain & logistics, and connected vehicles & fleet management. Built for automotive and EV engineers in the US, UK, EU, and Australia.
"Build CFD surrogate models for US NCAP / Euro NCAP, predict battery SoH degradation, detect manufacturing defects with AI vision, and score fleet drivers for usage-based insurance"
6 Modules
Each module builds on the previous one. By the end, you have a complete production system.
- 1
Vehicle Design & Simulation
AI-assisted design recommendation with CFD surrogate analysis and crash optimization for US NCAP / Euro NCAP (FMVSS / UNECE) compliance
- 2
Autonomous Driving & ADAS
ADAS safety audit with sensor fusion and path planning, against ISO 26262 ASIL and ISO 21448 SOTIF / UL 4600
- 3
EV Battery & Powertrain
Battery health dashboard with SoH prediction and thermal-runaway risk scoring, for UN GTR 20 / FMVSS 305 / UL 2580 compliance
- 4
Manufacturing & Quality
Production health brief with predictive maintenance, AI-vision defect detection, and IATF 16949 / VDA 6.3 quality calibration
- 5
Supply Chain & Logistics
Supply chain resilience plan with EV demand forecast under IRA 30D/45W and global Tier-1 supplier risk scoring
- 6
Connected Vehicles & Fleet
Fleet intelligence dashboard with OTA rollout per UNECE R156 / ISO-SAE 21434 and UBI driver scoring
Production patterns you'll master
Synthetic data included
- Vehicle CFD results (10)
- Topology optimization (6 cases)
- Crash simulation (15 runs)
- ADAS perception logs (5 sessions)
- Sensor fusion data (20 frames)
- Path planning scenarios (6)
- Battery cycle data (6 cells)
- BMS telemetry (20 records)
- Thermal incidents (5)
- Paint defect data (20)
- Press vibration (20)
- Assembly quality (15)
- Semiconductor lead times (15)
- Demand forecast (36 months)
- Supplier risk scores (12)
- Fleet telematics (15)
- OTA update rollout (8)
- UBI driving data (20)
What you walk away with
Shareable portfolio
A public URL showing your module timeline, patterns mastered, and completion status.
All the code
Download everything as a ZIP — pipelines, guardrails, deployment configs. Yours forever.
Module walkthrough
Each module documented with deliverables and the production pattern you implemented.
Ready to build your ai for automotive & ev (global)?
First course free. $20 per course after that.