Research & Speaking

Publications, preprints & talks.

Journal

An End-to-End Pipeline for Medical Image Enhancement Using GANs Architecture

Singh, J., Patel, T., & Dankar, A. · International Journal of Emerging Science and Engineering, Vol. 13(3), pp. 32–39 · 2025

Preprint

Performance Analysis of LLMs for Medical Text Summarization

OSF Preprints — GPT-3/4, T5, BART and Pegasus compared on quality (ROUGE / BERTScore) and inference cost.

Preprint

Empirical Study of Supervised & Active Learning for Classifying Research Papers

OSF Preprints — conventional ML combined with active and semi-supervised learning for efficient classification of partially-labeled corpora.

Speaker · 2026

FalconVeo — Agentic Video RAG for Privacy-Preserving Industrial Clip Retrieval

CANSEC 2026, Ottawa — presenting J-Squared's on-device video search system (CLIP + MS-TEMBA + Qwen3.5-VL) at one of the world's largest defence & security conferences.

Speaking

Topics I speak and write about

Edge AI deployment in the real world · LLM inference optimization — quantization, pruning, distillation and custom CUDA/TensorRT kernels · on-device agents and privacy-preserving RAG · Rust vs Python for ML serving.

Photos

On stage & on the demo floor.

Moments from conferences and showcases — presenting Edge AI and LLM work.