Master Thesis - Hybrid On-Device Language Model for In-Vehicle Voice Control on Android Automotive
Scania1 day ago
Södertälje, SwedenEntry Level
Responsibilities
- Survey small language models and on-device inference runtimes and assess their ARM CPU performance, function-calling capabilities, and NPU readiness.
- Select and optimize a small language model of approximately 0.5–3B parameters.
- Design the hybrid architecture, including routing, fallback logic, confidence thresholds, and exchange of recognized text, intents, and responses.
- Integrate the language model as an Android Automotive service with an AIDL interface.
- Implement function calling toward infotainment and vehicle functions while excluding high-risk functions from voice control.
- Benchmark performance on target hardware and analyze effects on HMI rendering, display composition, audio, and other IVI functions.
- Compare the hybrid solution with the existing voice engine using task success rate, request resolution share, latency, and resource usage.
Requirements
- Currently studying toward a master's degree in Computer Science, Software Engineering, Computer Engineering, Embedded Systems, or a related field.
- Enjoys programming and is curious about AI and software development.
- Experience with C, C++, R, or Java is helpful.
- Application must include a CV, personal letter, and transcript of grades.
Benefits
- Six-month thesis project starting in January 2027.
- Opportunity to work on a practical AI application for commercial vehicles and build connections for a future career.
- One or two students will be accepted.
- Work includes integration, benchmarking, and evaluation on real target hardware.
- Interviews are conducted continuously, and recruitment may close before the stated application period ends.
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About Scania
Scania Nederland manufactures and services heavy trucks, buses, and industrial and marine engines for freight, public transport, and industrial customers. It sells vehicles, aftermarket parts, and maintenance contracts through a national dealer network, and is part of the TRATON Group. Based in Breda, its operations include the Zwolle plant—the largest Scania factory worldwide—serving Dutch and international markets.