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ananya4150/README.md

Hi, I'm Ananya Singh đź‘‹

MS in ECE @ Duke University exploring deep learning, ML systems, and applied AI.

I’m someone who gets deeply absorbed in problems. Once something catches my attention, it rarely stays confined to my laptop, it follows me everywhere. I like researching how others approached a problem, understanding the reasoning behind different systems, breaking ideas apart on a whiteboard, and slowly building them back into something practical and real.

A lot of my projects start with curiosity: “What would it actually take to make this work outside a paper?”

That curiosity has pulled me into projects involving healthcare forecasting, wildfire detection, drone simulation, computer vision, and ML pipelines. I enjoy working at the intersection of research and engineering taking ideas apart, experimenting, and building end-to-end systems that solve real-world problems.

Lately, I’ve been especially interested in:

  • Deep Learning & Computer Vision
  • ML Systems Engineering
  • Healthcare AI
  • Time-Series Forecasting
  • LLM + RAG Systems
  • Data Pipelines & Orchestration

Some Things I've Built

Parkinson’s Disease Severity Forecasting

Built a Transformer + LSTM forecasting pipeline using longitudinal clinical records and retrieval-augmented explanations to predict disease progression over time.

Wildfire Detection & Drone Simulation

Worked on wildfire detection research involving computer vision, edge optimization, and drone simulation environments for autonomous monitoring systems.

Airflow ETL Event Pipeline

Built a production-style ETL workflow using Apache Airflow and PostgreSQL for ingesting and processing semi-structured event data.

Astrophotography Error Classifier

Trained deep CNNs in PyTorch to classify focus, tracking, wind, and exposure errors in astronomical imagery.


Tech Stack

Languages

Python C++ SQL YAML

Machine Learning & AI

PyTorch TensorFlow OpenCV YOLO scikit-learn

Data Engineering & Backend

Apache Airflow FastAPI Postgres MongoDB Elasticsearch RabbitMQ

Cloud & Systems

Docker Kubernetes Amazon S3 Linux

Libraries & Tools

NumPy Pandas Matplotlib SciPy GitHub GitLab

Currently Exploring

  • Time-Series Transformers
  • Retrieval-Augmented Generation (RAG)
  • ML Systems Engineering
  • Healthcare AI

Pinned Loading

  1. Market-Sentiment-and-Insider-Trade-Analysis Market-Sentiment-and-Insider-Trade-Analysis Public

    Python 1

  2. Parkinson-s-Next-Visit-UPDRS-Forecasting Parkinson-s-Next-Visit-UPDRS-Forecasting Public

    This repository contains a Parkinson's disease progression forecasting project built around a masked time-series Transformer and a Streamlit interface for local experimentation. The project predict…

    Jupyter Notebook 1

  3. airflow-etl-event-pipeline airflow-etl-event-pipeline Public

    Built an Apache Airflow pipeline that ingests synthetic event records, validates and categorizes messages, loads structured customer/product/review data into PostgreSQL, and removes processed recor…

    Python 1

  4. Global-recipe-and-meals-planner Global-recipe-and-meals-planner Public

    A database-driven application focused on structured data handling and practical system design.

    Python 1