Agentic LLM Applications
Fine-tuned Mistral-7B and Llama-3-8B for agentic function-calling (98.6% accuracy), and developed Speech-to-Robot and Text-to-SQL applications.
LLMAgentic SystemsFunction-CallingSpeech-to-RobotText-to-SQL
Agentic LLM Applications
I have developed several advanced applications leveraging Large Language Models (LLMs) for complex, agentic tasks in industrial settings.
Key Applications
- Agentic Function-Calling Models: Fine-tuned Mistral-7B and Llama-3-8B specifically for agentic and function-calling purposes. Achieved a remarkable 98.6% accuracy in robotic manipulation scenarios, outperforming both GPT-4 and Llama-3-70B-Instruct.
- Speech-to-Robot System: Created an application allowing natural language communication with NVIDIA Omniverse, robotic arms, and production lines. Optimized the architecture to deliver response times 6x faster than standard LangChain implementations.
- Text-to-SQL: Developed an intelligent Text-to-SQL application capable of querying databases with an 80% accuracy rate, streamlining data retrieval for non-technical staff.