Sujoy Nath Profile Picture

SUJOY NATH

ML Engineer

Kolkata, West Bengal, India

Education

Bachelor of Technology in Computer Science and Business System

Netaji Subhash Engineering College, Kolkata, India

August 2021 - June 2025 (Pursuing)

CGPA: 8.56/10 (3.42/4)

Research Publications

1. From Complexity to Clarity: Transforming Chest X-ray Reports with Chained Prompting

Authors: Sujoy Nath, Arkaprabha Basu, Kushal Bose, Swagatam Das

Conference: AAAI 2025 Student Abstract (Ranking: A*) Accepted https://doi.org/10.1609/aaai.v39i28.35281

2. HalluShift: Measuring Distribution Shifts towards Hallucination Detection in LLMs

Authors: Sharanya Dasgupta, Sujoy Nath, Arkaprabha Basu, Pourya Shamsolmoali, Swagatam Das

Conference: IJCNN 2025 (Ranking: B) Accepted https://arxiv.org/abs/2504.09482

Experience

Research Experience

Project Intern

Indian Statistical Institute (ISI), Electronics and Communication Sciences Unit (ECSU)

June 2024 - Present | Kolkata, India (Onsite)

Supervisor: Dr. Swagatam Das

  • Worked on simplified Medical Report Generation (MRG) using prompt engineering (Chained Prompting, In-Context Learning), fine-tuned LLaMa models, and integrated Gemini-1.5-Flash API.
  • Proposed CPMK-E (Chained Prompting for Medical Report Keyword Extraction) for LLM fairness in medical settings (Accepted at AAAI 2025 Student Abstract).
  • Developed a detailed image captioning system using BLIP, CerberusDet (fine-tuned YOLOv8), fine-tuned LLaMa 3.1/2, Mistral 7B, Phi-2, and Gemini-1.5-Flash API. Evaluated with BLEU, ROUGE, BERTScore, Repetition Rate.

Research Internship

Defence Research and Development Organisation (DRDO), DEBEL Lab

March 2024 - April 2024 | Bengaluru, India (Onsite)

  • Developed a comprehensive dataset using IMU sensor data (Xsens) capturing walking patterns of 20 subjects.
  • Applied computer vision and machine learning for motion analysis.
  • Researched human gait pattern analysis using ensemble learning for real-time prediction systems for lower limb prosthetics.

Industry Experience

Machine Learning Engineer Intern

Geogo Techsolutions

October 2023 - Present | Kolkata, India (Hybrid)

  • Built an end-to-end face comparison and similarity search solution (98% accuracy vs. Amazon Rekognition) using state-of-the-art CV models for employee authorization and verification.
  • Developed a custom vector database with Bruteforce and PCA indexing for efficient large-scale image embedding searches.
  • Engineered an Automatic Speech Recognition (ASR) model (Transformer architecture) for Hindi-English mixed data, achieving 34% WER with innovative audio preprocessing (STFT, Conv1D). Deployed for insurance call transcription.

Skills and Interests

Interests

  • Applications of LLM
  • Trustworthy AI
  • Computer Vision
  • Multimodality
  • Deep Learning

Frameworks

  • Pytorch
  • Tensorflow
  • Unsloth
  • Numba
  • OpenCV
  • FastAPI

Concepts

  • LLM for MRG
  • Hallucination in LLM
  • Prompt Engineering
  • Computer Vision Models

Achievements

Parayas 2k24: National Level Project Competition

2nd position, Software segment (Team Lead)

May 2024 | Kolkata, India

Kavach 2023: National Cybersecurity Hackathon

Top 5 finalist teams (Team Lead)

Ministry Of Education, Govt of India | Aug 2023 | Greater Noida, India

Get In Touch

Feel free to reach out via email or connect with me on social media.

sujoynathofficial@gmail.com

Kolkata, West Bengal, India