AI Flight Booking Agent

Agentic AI

• A multi-agent system (MAS) for streamlined flight booking with specialized agentic workflows for flight search, seat selection and payment processing.
• Incorporated memory management and tool orchestration with evaluation frameworks.

KollegeAI

Generative AI

• A chatbot to assist MBA candidates during their application process using a vector database and RAG-based retrieval.

Efficient Sparse Training

Deep Learning

• Investigated and implemented advanced sparse training techniques, including Learning Rate Rewinding and Dynamic Sparse Training, to train highly sparse models from initialization.

AffordanceNet

Computer Vision

• Implemented an instance segmentation model to detect affordances of object parts in images, utilizing SegFormer (ViT based Transformer architecture) and two CNN decoders trained with a joint loss function.

InspiredResume

LLMs

• Product that leverages AI to help job applicants with customized resumes and cover letters based on the job description It also helps users format and remove grammatical errors from the resume.

GridWorld

Reinforcement Learning

• Optimized agent navigation in a grid environment using Proximal Policy Optimization (PPO) with Behavioral Cloning for enhanced learning efficiency.

Semi-Supervised Learning

Computer Vision

• Explored scalability of deep neural networks with limited labeled data using Semi-Supervised Learning techniques: Pseudo-label, Virtual Adversarial Training, and FixMatch.