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karsan377/README.md

Karthik Sankaran

I’m a Data Science (spec. Biology & AI/ML) student at UC San Diego (GPA 3.9) with experience in building data-driven applications, full-stack systems, and machine learning pipelines. If you're hiring or want to talk soccer (football), lets connect.

Highlights

  • Wildfire Risk Detection Web App – Built and deployed a full-stack app (Flask, HTML/CSS, Render) integrating weather + geolocation data. Trained a CNN (MobileNetV2) to classify wildfire imagery with ~90% accuracy.
  • Air Quality ETL Pipeline – Automated pollutant data collection and processing (Python, SQLite), cutting latency from days to hours. Designed Streamlit dashboards to visualize wildfire risks.
  • RAG Pipeline for Q&A – Implemented document retrieval + question answering (Ollama LLM, Chroma DB) with semantic search and scalable chunk management.
  • Real-Time Sports AI – Prototyped goal predictor using PyAudio feature extraction + scikit-learn classification. Achieved 65% accuracy with sub-5s latency.

Technical Skills

  • Languages: Java, Python, SQL, HTML
  • Tools: Flask, Streamlit, GitHub, Canva, iMovie, Google Suite, Slack/Zoom

Connect

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  1. blurBS blurBS Public

    Forked from edward-lemonade/blurBS

    RAG-LLM based fact-checking for medically factual browsing

    JavaScript

  2. Wildfire-Risk-Predictor Wildfire-Risk-Predictor Public

    Predicts wildfire risk using weather API call and computationally-cheap computer vision

    Python

  3. BiterFighter BiterFighter Public

    This Flask application provides AI-assisted diagnosis and treatment guidance for bug bites, combining image classification with personalized recommendations using an LLM (Ollama via LangChain).

    HTML

  4. Bankruptcy Bankruptcy Public

    Finds business metrics that forewarn of bankruptcy

    Jupyter Notebook

  5. EPL-Midfielder-Value EPL-Midfielder-Value Public

    Jupyter Notebook

  6. GoalWarning GoalWarning Public

    Program that records audio stream volume amplitude and sends email warning of a potential goal-scoring opportunity in football/soccer when afk