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sinchanagv24/README.md

👋 Hi, I'm Sinchana

I am a Machine Learning and AI Engineer with a Master of Science in Data Science from the University of Maryland.
I build production AI systems, real-time data pipelines, and intelligent applications using LLMs, vector search, and cloud platforms.

🔧 Core Focus

  • End-to-end AI and ML pipelines with LLMs and retrieval workflows
  • Real-time data engineering using AWS, GCP, and Snowflake
  • NLP, deep learning, and model fine tuning
  • Streamlit and BI dashboards for analytics and reporting

🛠 Tech Stack

Languages: Python, SQL, R
AI and ML: PyTorch, TensorFlow, Scikit-learn, Hugging Face, FAISS, RedisVL
Cloud: AWS, GCP, Snowflake
Data Engineering: dbt, ETL pipelines, Data Modeling
Visualization: Streamlit, Power BI, Tableau

⭐ Selected Projects

  • Invoice Agent (X12 to ERP)
    AI workflow with RedisVL vector search and LLMs, achieved 85 percent enrichment accuracy
    Third place in the Redis VL Innovator category

  • Poetic Device Classifier
    Fine tuned Mistral 7B with FAISS retrieval, improved classification by 20 percent

  • FinTech Risk Analytics
    Forecasting and risk analysis platform using dbt and BigQuery ML for 2,965 customers

  • Real Time Bitcoin Pipeline
    Automated ingestion and analytics pipeline with Snowflake and AWS

  • Multimodal Data Drift Detector
    Statistical drift detection with OCR, plain English explanations, and alerting

💼 Experience

  • Connyct Inc
    AI and Data Science Engineer working on LLM workflows and real-time pipelines

  • Mann and Hummel
    Data Science Intern building dashboards and automated ETL systems

  • Accenture
    Application Development Associate developing high volume production pipelines

  • University of Maryland
    Graduate Teaching Assistant for machine learning and data science

🏆 Recognition

  • Redis VL Innovator, MCP AI Hackathon
  • Streamlit Creators Program Member
  • Graduate Teaching Assistant, University of Maryland

🔗 Links

LinkedIn: https://www.linkedin.com/in/sinchanagv
GitHub: https://github.com/sinchanagv24
Portfolio: https://sinchanagv24.github.io

Pinned Loading

  1. invoice-agent-x12-starter invoice-agent-x12-starter Public

    Python 1

  2. customer-churn-pred-aws customer-churn-pred-aws Public

    Customer Churn Prediction using different AWS services

    Jupyter Notebook

  3. Flight-delay-prediction Flight-delay-prediction Public

    Comprehensive Analysis on Flight Delay Prediction

    Jupyter Notebook

  4. plant-disease-classification plant-disease-classification Public

    Plant disease classification using Deep Learning

    Jupyter Notebook 1

  5. Poetic-device-classifier Poetic-device-classifier Public

    Automated poetic device and sentiment analysis

    Jupyter Notebook

  6. Real-Time_Bitcoin_Data_Analysis_with_Snowflake Real-Time_Bitcoin_Data_Analysis_with_Snowflake Public

    Real-time Bitcoin price analytics with Snowflake, Streamlit, Docker, Jupyter.

    Jupyter Notebook