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SamarjitDebnath/README.md

Software Development

Hi, I'm Samarjit Debnath 👋

⚙️ AI/ML Engineer · 💻 Software Developer · 5+ Years Building Production AI/ML Systems

Portfolio LinkedIn GitHub


🧭 About Me

AI/ML Engineer with 5+ years of experience designing and shipping production-grade AI/ML and data engineering solutions across healthcare 🏥 and semiconductors 🔬. Focused on cloud-native pipelines ☁️, LLM-powered applications 🤖, and optimizing large-scale data workflows ⚡ for speed, scalability, and accuracy.


💼 Experience

🏥 Simplify Group
Building LLM-driven FastAPI services for autonomous extraction & summarization of healthcare PDFs/web data. Designed Gower distance + Agglomerative Clustering to group health plans, and BERT–FAISS APIs to semantically align census data. Engineered a hybrid FAISS–fuzzy match–ML algorithm for precise column mapping across complex tabular datasets.
💼 Optum India
Architected a model orchestration framework (Airflow, Spark, Azure Databricks), cutting profiling time from 1–2 weeks → under 15 mins ⏱️. Improved disease event prediction by +2.5–3% 📈 via advanced feature engineering, and deployed CatBoost-based ER usage predictors, saving 💰 $2M/quarter. Optimized severity models, boosting maintainability and runtime speed by ⚡ 45%.
🔬 Kinara, Inc.
Developed performance monitoring, memory benchmarking, and API tracing tools for the ARA-1 semiconductor chip.
🎓 Education — B.Tech in Electronics & Communication Engineering, NIT Agartala.

🛠️ Tech Stack

C C++ Python FastAPI

SQL PySpark Pandas MongoDB

Azure Databricks Machine Learning LLM

HTML5 CSS3 REST API


📊 GitHub Stats


🏢 Currently working on Big Data, Data Science & Applied AI

github linkedin website

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  1. machine_learning machine_learning Public

    This repo contains ML related Projects

    Jupyter Notebook

  2. FaceDetector FaceDetector Public

    A basic application software developed for Windows, which can detect faces from a .jpg image file and returns the number of faces.

    MATLAB

  3. MazeSolvingRobot- MazeSolvingRobot- Public

    A line follower maze solving robot has been built using Arduino UNO microcontroller, based on Left-hand algorithm for finding shortest path of it's route.

    C++

  4. ImageSizeCompresor ImageSizeCompresor Public

    Web Application which reduces the give given size

    Python

  5. TicTacToe TicTacToe Public

    iOS Gaming Application

    Swift