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ViVas970811/README.md

Animated neural pipeline

Hi, I'm Vivek Vasisht

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About

MS Data Science @ UMD. I build production ML systems — cloud-native pipelines, fine-tuned diffusion, heterogeneous graph models, and real-time inference services.

  • Shipping: cloud-native ML pipelines on AWS + GPU inference services
  • Working in: PyTorch, Diffusion, GNNs, MLOps, streaming data
  • Learning: distributed training, LLM fine-tuning, model serving at scale
  • Reach me: evivek@umd.edu

Stack

Python PyTorch TensorFlow scikit-learn OpenCV AWS Docker Kafka Postgres FastAPI Linux Git GitHub VSCode

↑ each icon links to the repos in my profile that use that tech.


Featured Projects


Currently Building

Meshwatch
Graph-native fraud detection in real time. Heterogeneous GNN (PyTorch Geometric) + XGBoost

● Python   ★ 1   ·   pushed 6mo ago
ClearShot
A diffusion-based pipeline for enhancing amateur product photos to professional quality. U

● Python   ★ 1   ·   pushed 6mo ago
MedQA
A modular NLP system that classifies medical questions, extracts symptoms, retrieves relev

● Python   ★ 1   ·   pushed 7mo ago

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Off the Clock

On repeat: I Ain't Worried — OneRepublic (click to listen on Apple Music) Current focus

↑ On repeat — click the card to listen on Apple Music.


Thanks for stopping by — drop me a line at evivek@umd.edu.

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Popular repositories Loading

  1. WildlifeDetectionSystem WildlifeDetectionSystem Public

    An end-to-end cloud-based wildlife detection pipeline that simulates camera trap image ingestion, classifies wildlife species using a YOLOv8 object detection model deployed on AWS SageMaker, and vi…

    Python 1

  2. MedQA MedQA Public

    A modular NLP system that classifies medical questions, extracts symptoms, retrieves relevant context, and generates safe, transparent answers.

    Python 1

  3. ClearShot ClearShot Public

    A diffusion-based pipeline for enhancing amateur product photos to professional quality. Uses Stable Diffusion with LoRA fine-tuning and ControlNet for structural preservation to improve lighting, …

    Python 1

  4. ViVas970811 ViVas970811 Public

    1

  5. Meshwatch Meshwatch Public

    Graph-native fraud detection in real time. Heterogeneous GNN (PyTorch Geometric) + XGBoost ensemble catches collusion rings tabular ML misses. Streams via Kafka, scores in <50ms through FastAPI + R…

    Python 1 1

  6. realitystream realitystream Public

    Forked from ModelEarth/realitystream

    Jupyter Notebook