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utpalbarua/README.md

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ML Engineer Badge AI Researcher Badge MLOps Badge


🚀 About Me

I have hands-on experience in designing structured ML pipelines that integrate data versioning, experiment tracking, model management, and cloud-based training and deployment. I enjoy transforming research ideas into practical, deployable solutions using clean code architecture and industry-standard tools.

My technical interests include machine learning, deep learning, MLOps, cloud-based ML systems, and decision-focused optimization. I continuously work on improving both my technical skills and communication abilities, aiming to grow as a professional AI/ML engineer capable of contributing to real-world, impactful projects.

🔧 Technical Interests

  • Machine Learning & Deep Learning

  • MLOps & Model Lifecycle Management

  • Experiment Tracking & Reproducibility

  • Cloud ML (AWS SageMaker)

  • Data Versioning & Collaborative ML

  • End-to-End ML System Design

🎯 Career Objective

To build robust, scalable, and production-grade AI systems while continuously learning and applying modern machine learning and MLOps practices in real-world applications.

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🛠 Tech Stack

Languages & Frameworks
Python · TensorFlow · PyTorch · Scikit-Learn · FastAPI · Flask · Streamlit · Solidity

ML / DL
XGBoost · Naïve Bayes · YOLO · Transformers · BERT · LLaMA · K-Means · Random Forest

MLOps & Tools
Docker · Kubernetes · MLflow · DVC · Airflow · GitHub Actions · AWS · GCP · Azure


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  1. End-to-End-Machine-Failure-Precursor-Detection-Before-Breakdown End-to-End-Machine-Failure-Precursor-Detection-Before-Breakdown Public

  2. End-to-End-Drug-Adverse-Event-Risk-Predicton- End-to-End-Drug-Adverse-Event-Risk-Predicton- Public

  3. Derivative-Hedging-using-Reinforcement-Learning Derivative-Hedging-using-Reinforcement-Learning Public

  4. Cardiac-Structure-Segmentation-from-Echocardiograms Cardiac-Structure-Segmentation-from-Echocardiograms Public

  5. End-To-End-ML-Project End-To-End-ML-Project Public

    Built an end-to-end ML pipeline integrating MLflow, DagsHub, and AWS SageMaker with DVC-based data versioning. The project includes modular source code, experiment artifacts, logging, Dockerized de…

    Jupyter Notebook

  6. Knowledge-Distillation-for-Brain-Tumor-Classification Knowledge-Distillation-for-Brain-Tumor-Classification Public

    Brain tumor MRI classification using knowledge distillation, compressing a ResNet-101 teacher into an efficient MobileNetV3 student with high accuracy

    Jupyter Notebook