Software-defined Vehicles, GenAI, IoT – The Path to AI-Defined Vehicles
Industries Blog
This article explores the convergence of Software-defined Vehicles (SDV), Generative AI (GenAI), and IoT to create AI-defined vehicles with enhanced capabilities and user experiences.
- Developed a voice-enabled vehicle user guide using a small language model (SLM)
- Used TinyLlama-1.1B-Chat model, quantized to 637 MB for edge device compatibility
- Created a 1,000-row custom dataset for training the GenAI assistant
- Fine-tuned the model using Amazon SageMaker Studio with LoRA method
- Implemented a development process involving AWS AMI, virtual hardware, and physical hardware testing
- Used AWS IoT Greengrass for over-the-air application deployment
The solution demonstrates how SDV, GenAI, and IoT can create smarter, more interactive vehicles with continuously improving capabilities through model updates and feedback.
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