Results-driven AI Researcher & Developer with 4 years of hands-on experience. Seeking to leverage my skills and experience in advance AI (Artificial Intelligence) technologies using Large Language Models (LLMs) and Natural Language Processing (NLP).
Experience
Contributed on multiple projects in AI research and development in the domain of business process automation using AI.
- Developed BERT-based intent classification models using RASA agents for conversational AI interface in a multi-turn dialogue system.
- Curated and evaluated a travel data use case to survey the usefulness of autonomous AI agents to generate a sequence of actions in enterprise setting. Reported improvements in bleu and F1 score.
- Created an end-to-end pipeline from dataset collection to evaluation of the LLM (large language model) generated results using Python scripts and customized metrics. This helped in identifying the performance of differently sized and trained LLMs.
- Trained teacher-student model using PyTorch with a sentiment classification task, applying curriculum learning in the dataset to distill large-sized model performance in small-sized model.
- Benchmarked a dataset for evaluation on function calling tasks used in enterprise setting.
Projects
Fine-tuned an open-source LLM for tailored customer support in the travel industry, enhancing response accuracy, and relevance.
Integrated a traditional insurance policy recommendation system with a large language model (LLM) to improve explainability.
Developed a mobile application for waste collection and segregation leveraging IBM Services and Hugging Face model.
Built a context-aware conversational chatbot for question answering using multiple documents and Retrieval-Augmented Generation (RAG) techniques.
Led a team of 8 in creating a framework for generating synthetic, domain-agnostic datasets using GPT3.
Education
Certificates
Publications
Explored challenges and research opportunities in using LLM-based autonomous agents for tool composition in enterprise settings.
Awards
A total of four team awards and two individual awards received appreciating my ability to learn and adapt quickly.