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sruti0435/README.md

πŸ‘‹ Hi, I'm Sruti Totawad

AI & Data Science undergraduate focused on building production-ready ML systems and GenAI applications.


πŸš€ What I Do

  • Built end-to-end ML pipelines (EDA β†’ modeling β†’ SHAP β†’ deployment) using MLflow, FastAPI, PostgreSQL

  • Optimized SHAP explainability pipeline β†’ reduced memory usage from ~15GB to ~5–7GB while maintaining output accuracy

  • Designed automation systems:

    • WhatsApp document verification agent (FastAPI + Twilio)
    • Microsoft Teams mood-meter bot with anonymous data tracking
  • Worked on demand forecasting + model evaluation pipelines using CatBoost and business metrics


🧠 Focus Areas

  • ML Engineering & scalable pipelines
  • Explainable AI (SHAP optimization)
  • GenAI systems (RAG, embeddings, LLM workflows)
  • Backend systems for AI applications

πŸ›  Tech Stack

Languages: Python, SQL ML/AI: Scikit-learn, Pandas, NumPy, SHAP, YOLO, NLP, GenAI Backend: FastAPI, Docker, PostgreSQL, MLflow Tools: Git, Tableau, LangChain, LangGraph


πŸ“‚ Selected Projects

  • Live Accident Detection (YOLO) Real-time detection pipeline using OpenCV + alert system

  • Research Paper Recommendation System LLM + embeddings-based recommendation with user profiling

  • Teams Mood-Meter Bot Anonymous employee sentiment tracking system with structured DB pipeline


πŸ“¬ Open to opportunities in ML Engineering / GenAI / Backend AI systems

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