B.Tech. in Electronics & Communication Engineering (ECE) from the College of Engineering & Management, Kolaghat (CEMK) (A Govt. Aided Institute by VSIL under the Dept. of Power, Govt. of WB) affiliated with WBUT (Presently MAKAUT, Govt. of WB) from July 2008 to July 2012.
Master of Science (MS) (Topper) in Physical Sciences from the Indian Institute of Science Education and Research (IISER) Kolkata (MoE, Govt. of India) from August 2013 to May 2015.
MS Thesis Title: “Fractal parameter measurements of the biomedical images by signal processing tools.”
MS Thesis Supervisors: Prof.Prasanta K. Panigrahi (IISER Kolkata) and Prof.Nirmalya Ghosh (IISER Kolkata).
Ph.D. from the Centre for Computational and Data Sciences, Indian Institute of Technology (IIT) Kharagpur (MoE, Govt. of India), 1st August 2022 to 7th April 2026.
Ph.D. Thesis Title: “Lightweight, Explainable and Privacy-Preserving Federated AI Frameworks for Early Cervical Cancer Detection on Consumer-Grade Devices.”
Ph.D. Thesis Supervisors: Prof.Sonjoy Majumder (IIT Kharagpur) and Prof.Nirmalya Ghosh (IISER Kolkata).