Prathap HM is an AI/ML Developer at EMotorad and a top-ranked B.Tech graduate from MS Ramaiah University of Applied Sciences with a CGPA of 9.66 and the university's gold medal. He specializes in conversational AI, RAG systems, NLP, deep learning, and model optimization. His work includes developing a conversational AI system with a 500,000-entry FAISS vector database and a voice-enabled interaction system with sub-1.5-second latency, as well as data analytics roles at Toyota Kirloskar Motor.
Experience
AI/ML Developer
EMotorad
Foundational member of AI/ML Team. Designed and developed a conversational AI system integrating a LLM based on Transformer Architecture, reducing response inconsistencies by 40%. Implemented RAG with a 500,000-entry FAISS vector database, reducing factual inconsistencies by 30% with retrieval latency under 300ms. Developed voice-enabled interaction system with STT and TTS with average latency under 1.5 sec. Applied model optimization including quantization (INT8), pruning, and knowledge distillation, reducing model size by 50% while maintaining 95% accuracy.
Data Analyst
Toyota Kirloskar Motor
Developed and implemented a data-driven approach to optimize production line scheduling, resulting in 20% reduction in production downtime and 15% increase in overall output. Developed automated predictive maintenance model using SQL, Python and Power BI, reducing unplanned downtime by 25%. Presented data-driven insights to senior management.
Education
MS Ramaiah University of Applied Sciences
Bachelor of Technology