Projects
Tool for project management- Developed a platform to manage all the ongoing projects on a University Campus.
- Designed REST APIs for interactive user experience.
Neural Network Pruning Algorithm- Neural Collapse-Inspired Pruning: Preserves class separability during pruning,in imbalanced datasets.
- Bias Mitigation & Robustness: Reduces bias towards majority classes and tests model robustness under noisy conditions.
- Experimental Results: Demonstrates effective accuracy retention and fairness, especially for minority classes in imbalanced data.
LLM-powered Q&A system using Langchain + Google Palm- Developed an LLM-powered Q&A system (Langchain + Google Palm) within Streamlit UI to reduce workload for e-learning company.
- Spearheaded the implementation of FAISS vector database for fast retrieval of relevant answers, optimizing system performance and user satisfaction.
- This innovative approach enables real-time response and seamless access to knowledge within the e-learning platform.
A Transfer Learning framework for detecting vehicles in aerial images- Utilised the potential of transfer learning with VGG16 network architecture.
- Attained quicker convergence on vehicle detection dataset.
- Conducted trials on grey and coloured images and obtained model accuracy of 60%.
