Oracle — Senior Member of Technical Staff
Knowledge-grounded AI using GraphRAG, ontologies, property graphs, post-training, and agentic workflows.
I am from Kullu, a hill town in Himachal Pradesh. I completed my B.Tech. in Computer Science and Engineering at SRM Institute of Science and Technology and my M.S. in Data Science at Columbia University.
I work across machine learning, data science, and AI systems. My experience spans healthcare, telecom, search, graph analytics, and enterprise software.
I am interested in reliable and useful machine-learning systems, particularly where learning, reasoning, and decision-making must work under real constraints.
Knowledge-grounded AI using GraphRAG, ontologies, property graphs, post-training, and agentic workflows.
Semantic retrieval, indexing, and search relevance for information systems.
Forecasting, pricing and underwriting analytics, geospatial routing, and claims data.
NLP search, graph visualization, ETL, and analytics systems for telecom data.
ML classification, automation, and AI-ops analytics.
Enterprise software, data visualization, and technology consulting.
Supported quantitative-methods instruction and student learning as a Teaching Assistant II.
Researched Conditional DETR for lesion detection from volumetric PET/CT data and evaluated transformer-based models against YOLO baselines.
Designed ontology-guided manager–planner–executor architectures for grounded, traceable multi-step reasoning.
Built visual and analytic workflows for large graphs using force-directed layouts, clustering, and graph algorithms.
Explored research on digital humans and emerging generative methods, including 2D GANs, diffusion models, neural radiance fields (NeRFs), and Gaussian splatting. Studied monocular 3D reconstruction and facial-animation pipelines from monocular video, with particular attention to lip-synchronization objectives and lip-sync loss. The work culminated in a completed lip-sync generation project that generated synchronized facial video from speech.
Contributed to collaborative research and applied AI exploration as a founding member and research assistant.