Research

Current Research Interests

→ Computational Mathematics

→ Cryptography

→ Machine Learning

Current Projects

→ Translation of Commercial Floriculture Course for REAP ; Website: https://reaplearn.in ; Description: Currently contributing to the RSETI e-Learning AI Platform (REAP) by working on the translation of the course Commercial Floriculture from English to Bengali. This project aims to make vocational education more accessible to Bengali-speaking learners.

Past Projects

→ Understanding and analysis Physics-Informed Neural Networks ; Guide: Dr. Sivaram Ambikasaran; Description: Firstly, I thoroughly went through all the chapters of Tariq Rashid's Make Your Own Neural Network. Following that, I studied the paper Artificial Neural Networks for Solving Ordinary and Partial Differential Equations by Isaac Elias Lagaris, Aristidis Likas and Dimitrios I. Fotiadis, along with several of its references, and implemented the concepts.

→ Analysis and synthesis of feature maps for kernel-based quantum machine learning ; Guide: Dr. Dhinakaran Vinayagamurthy and Dr. Chandrashekar Lakshminarayanan; Description: Firstly, I thoroughly went through all the chapters of Mikio Nakahara and Tetsuo Ohmi's Quantum Computing: From Linear Algebra to Physical Realizations. Following that, I studied the paper Quantum tangent kernel by Norihito Shirai, Kenji Kubo, Kosuke Mitarai, Keisuke Fujii along with several of its references, and implemented the concepts.