Dynamic Lead Developer and Data Scientist with a proven track record at Santa Clara University and Climate Connect Digital. Demonstrated expertise in Python, React, and machine learning, resulting in a 50% improvement in data retrieval speed and development of top 5 energy market prediction models. Strong collaborator focused on innovative problem-solving, with an unwavering commitment to ethical AI practices.
RAG Model for County and City Laws using Gemma, Santa Clara University, Developed a Retrieval-Augmented Generation (RAG) model equipped with up-to-date California laws, using the California Digest 2024 PDF as the dataset., Evaluated the model using RAG metrics, achieving high scores in Faithfulness, Answer Relevance, and Context Recall., Benchmarked the RAG model against general LLMs using OpenAI API, demonstrating superior performance in relevant evaluations leading to better responses 80% of the time. Chatbot Interface with OpenAI integration, Created a chatbot application with a React.js front end and an Express.js Node.js back end, facilitating user authentication and account creation., Implemented email verification for user authentication and JWT for password authorization, ensuring secure user access., Integrated OpenAI API to set and fine-tune the chatbot model, enhancing conversational capabilities., Utilized MongoDB for secure storage of user credentials and conversation histories, improving data management.
Natural Language Processing, Santa Clara University, 05/24, Python, LLM, PyTorch, Hugging Face, GPU Training, Gained in-depth knowledge about Large Language Models (LLMs) and Transformers, enhancing expertise in advanced NLP techniques.