ML Pipeline for Medical Imaging (VGG16 + MLOps)
2025An end-to-end medical imaging pipeline for chest cancer classification, built with a full MLOps workflow from data versioning through deployment.
PythonTensorFlow/KerasDVCMLflow
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Currently researching: Building an AI-enabled handicraft ecosystem platform at IIT Kharagpur, and researching Document VQA and Vision-Language Models.
Hi, I'm Manash Ranjan Nayak
AI Researcher — Machine Learning — Computer Vision
I'm a Project Research Assistant at IIT Kharagpur, researching Document Visual Question Answering and Vision-Language Models, and building the full-stack platform they run on.
About Me
AI Researcher — Machine Learning — Computer Vision
I'm a Project Research Assistant at IIT Kharagpur, researching Document Visual Question Answering and Vision-Language Models, and building the full-stack platform they run on.
More about meProjects
Featured projects
Systems I've built end-to-end, from problem framing to production.
Visa Approval Prediction: End-to-End Project
2024An end-to-end ML pipeline predicting visa approval outcomes, with model monitoring for production data drift.
PythonScikit-learnMongoDBGitHub
AI Resume Analyzer (LLM-Powered)
2024An LLM-powered tool that extracts structured information from resumes, evaluates candidate-role fit, and generates actionable feedback.
PythonGemini API
Skills
Tools I reach for
AI & Machine Learning
PyTorchTensorFlowScikit-learnTransformersVision TransformersCNNsTransfer LearningLLMsPrompt EngineeringRAG
Data Science
PandasNumPyData AnalysisFeature EngineeringModel EvaluationData Pipelines
Mathematics
CalculusProbability & StatisticsLinear AlgebraLinear ProgrammingNumerical MethodsDifferential Equations
MLOps & Cloud
MLflowDVCDockerGitHub ActionsCI/CDAWS (EC2, S3)Ubuntu Linux
Programming & Web
PythonJavaScriptTypeScriptSQLGo (basic)ReactNext.jsNode.jsExpressMongoDB
Certifications
Data Science Methodology (IBM)Natural Language Processing in Python (Udemy)
Experience
Where I've worked
Project Research Assistant
May 2026 — PresentIIT Kharagpur · Kharagpur, India
- Developing an AI-enabled handicraft ecosystem platform under a Ministry of Textiles funded Centre of Excellence
- Building and deploying full-stack services with React, Next.js, Node.js, and MongoDB, containerized with Docker and delivered via GitHub Actions CI/CD pipelines on Linux servers
- Conducting research in Document Visual Question Answering (DocVQA) and Vision-Language Models, and preparing manuscripts for publication
Project-Based Collaboration (SDE)
Oct 2025 — Jan 2026Aspire InfoLabs · Hyderabad, India
- Developed a real-time meeting analysis pipeline integrating Vosk for speech-to-text transcription, pyannote.audio for speaker diarization, and LLaMA-3.1 via the Groq API for automated summarization
- Designed an asynchronous processing architecture enabling near real-time transcription and summarization, significantly reducing manual meeting documentation effort
Education
Academic background
M.Sc. in Data Science (SGPA: 9.8)
Sept 2024 — May 2026NIST University · Odisha, India
- GATE Data Science & AI 2026 — Qualified, Score 470, AIR 3475
B.Sc. Mathematics (CGPA: 8.6)
Sept 2021 — Mar 2024Berhampur University · Odisha, India
+2 Science (88%)
2019 — 2021Nayagarh Autonomous College · Odisha, India
10th HSC (87%)
2018 — 2019Board of Secondary Education, Odisha · Odisha, India
Let's build something worth publishing.
Open to research collaborations, PhD conversations, and interesting engineering problems. I read every message.