Faculty Management System

Academic Information

Ph.D (Pursuing), IIEST Shibpur, 2025

M.Tech (IT), Kalyani Government Engineering College (KGEC), 2024

MCA, Kalyani Government Engineering College (KGEC), 2022

Research Areas

Multimodal Deep Learning Representation Learning Explainable Artificial Intelligence (XAI) Meta-learning Applied Machine Learning (Healthcare & Agriculture) Class Imbalance

Research Interests

My current research focuses on imbalance-aware multimodal representation learning, emphasizing modality- and class-specific similarity learning in latent spaces to mitigate bias and enhance generalization across heterogeneous, real-world datasets. I further integrate Explainable AI (XAI) techniques to analyze feature contributions and decision boundaries, improving interpretability and enabling effective bias assessment.

I investigate meta-learning approaches, including few-shot learning, to enable robust generalization and efficient knowledge transfer in low-data regimes, facilitating adaptable and data-efficient learning, particularly demonstrated through applications in Healthcare and agricultural research.

Courses Taught

Artificial intelligence and Machine Learning, Deep Learning, Software engineering, Cyber Security, Operating System

Positions Held

Assistant Professor at Dept. of CST & CSIT , UEM Kolkata

Worked as a JRF at IIEST, Shibpur for the IIT Kharagpur AI4ICPS | HUB Foundation - sponsored research project entitled ’AI-based Crop Health Monitoring and Risk Management for Rice Agro-Ecosystems’ (DRC/IITKGP-A14CPS | HF/IT/AB/023/23-24).

Worked as a Program analyst trainee at cognizant

Publications

[1] Das, Ayan, Mousumi Ghosh, Subhadip Das, Aditi Karmakar, Subrata Kumar Majumdar, and Kousik Roy. 2026. “HARNESSING DATA SCIENCE AND BIG DATA IN BIOINFORMATICS: A COMPREHENSIVE REVIEW OF COMPUTATIONAL TECHNIQUES AND APPLICATIONS”. In Exploring Smart and Innovative Solutions for a Sustainable Future, edited by Sumit Banerjee, Subrata Kumar Majumdar, Rahul Bhandari, and Abhijit Biswas, 131-34. Deep Science Publishing. https://doi.org/10.70593/978-93-7185-465-8_25.

[2] Ghosh, Mousumi, Ayan Das, Subhadip Das, Deblina Roy, Sanchari Mohanty, and Kousik Roy. 2026. “ADVANCEMENTS IN ROBOTICS AND COMPUTER VISION: A COMPREHENSIVE REVIEW OF ALGORITHMS, PERCEPTION SYSTEMS AND APPLICATIONS”. In Exploring Smart and Innovative Solutions for a Sustainable Future, edited by Sumit Banerjee, Subrata Kumar Majumdar, Rahul Bhandari, and Abhijit Biswas, 207-10. Deep Science Publishing. https://doi.org/10.70593/978-93-7185-465-8_40

[3] Integrated farming systems in West Bengal: A step towards sustainable rural livelihoods A. Haldar, S.N. Mandal, U. Das, K. Roy, A. Das, P Samanta, S Sahaji, P Dey ISBN: 978-81-970646-3-0 1, 152

[4] Haldar, Avijit, Sanjit Maiti, Rupak Goswami, Satyendra Nath Mandal, Arkaprabha Shee, Biswajit Goswami, Dhiman Mahato et al. "Driving factors for developing integrated farming: Multi-criteria decision-making analysis." The Indian Journal of Agricultural Sciences 3-1 (2024): 49-55.