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SamarjitDebnath/README.md

Software Development

⚙️ Machine Learning Engineer | 💻 Software Developer | 4+ Years Experience

Machine Learning Engineer with 4+ years of experience delivering production-ready AI/ML and data engineering solutions in healthcare 🏥 and semiconductors 🔬. Skilled in building cloud-native pipelines ☁️, deploying LLM-powered applications 🤖, and optimizing large-scale data workflows ⚡ for speed, scalability, and accuracy.

🏥 Simplify Healthcare – Built LLM-driven FastAPI services for autonomous extraction & summarization of healthcare PDFs/web data. Designed Gower distance + Agglomerative Clustering systems 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 in complex tabular datasets.

💼 Optum India – Architected a model orchestration framework (Airflow, Spark, Azure Databricks), cutting profiling time from 1–2 weeks → ⏱️ under 15 mins. Enhanced disease event prediction by +2.5–3% 📈 via advanced feature engineering and deployed CatBoost-based ER usage predictors, saving 💰 $2M per 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.

Skills and Experience

  • 🧑‍💻 C, CPP, PYTHON, FASTAPI
  • 🗃️ SQL, PYSPARK, PANDAS, MongoDB
  • ☁️ AZURE DATABRICKS
  • 🤖 MACHINE LEARNING / DEEP LEARNING / LLM
  • 🌍 HTML, CSS, HTTP METHODS(REST API)

Status

🏢 I am currently working on Big Data & Data Science

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