AjaySreekumar47 (AJAY SREEKUMAR) · GitHub
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AjaySreekumar47/README.md

Hi, I'm Ajay Sreekumar 👋

I'm an AI/ML engineer and research-oriented systems builder focused on multimodal AI, vision-language models, agentic systems, and production ML infrastructure.

My work spans surgical scene segmentation, zero-shot VLM evaluation, LLM reliability, MLOps pipelines, and applied machine learning systems.

Current Focus

  • Vision-language models for surgical segmentation
  • Prompt-based and zero-shot segmentation evaluation
  • Agentic AI systems and LLM reliability
  • MLOps pipelines with cloud-native deployment
  • Applied ML projects with production-style dashboards

Featured Work

  • VLM Surgical Segmentation Research
    Evaluation frameworks for zero-shot and prompt-based surgical segmentation.

  • Uncertainty Quantification for Code Translation
    Research work involving LLM reliability, compiler feedback, and evaluation.

  • MLOps Recommender Pipeline
    End-to-end ML pipeline using feature engineering, orchestration, deployment, and monitoring concepts.

  • Customer Analytics & Segmentation Dashboard
    RFM analysis, clustering, churn modeling, and Streamlit dashboarding.

Tech Stack

Languages: Python, SQL, R, C++, JavaScript
ML/AI: PyTorch, TensorFlow, scikit-learn, Hugging Face, OpenCV
Data/MLOps: Spark, Airflow, MLflow, Docker, FastAPI, Streamlit
Cloud: Google Cloud, Vertex AI, AWS basics
Analytics: Power BI, Tableau, Excel

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  1. vlm-research vlm-research Public

    A comprehensive repository documenting Vision-Language Model (VLM) research journey, from surgical instrument segmentation to custom VLM implementations.

    Jupyter Notebook 2

  2. Scalable-RL-Agent-for-E-Commerce-Optimization-with-Docker-Kubernetes Scalable-RL-Agent-for-E-Commerce-Optimization-with-Docker-Kubernetes Public

    This repo builds a scalable, containerized reinforcement learning system that simulates dynamic pricing optimization in an e-commerce environment. The RL agent will be trained using Ray RLlib and d…

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  3. Space-X-Flight-Prediction-Parameters Space-X-Flight-Prediction-Parameters Public

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  4. zero-to-mastery-ml zero-to-mastery-ml Public

    Forked from mrdbourke/zero-to-mastery-ml

    All course materials for the Zero to Mastery Machine Learning and Data Science course.

    Jupyter Notebook

  5. Bulldozer-Price-Prediction-Regression-Model Bulldozer-Price-Prediction-Regression-Model Public

    Creating a regression model for predicting the price of newer bulldozers based on several past factors affecting bulldozer prices.

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  6. Heart-Disease-Predictor Heart-Disease-Predictor Public

    Creating a classification model to predict whether a patient has heart disease or not based on several health factors monitored in the training dataset.

    Jupyter Notebook