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ShreyaPagaria/README.md

Hi, I'm Shreya Pagaria 👋

🚀 Machine Learning Engineer | AI Systems

With a background in AI + Chemical Engineering (CMU), I focus on:

  • Scalable data pipelines (PySpark, distributed systems)
  • Deep learning & time-series modeling (PyTorch)
  • End-to-end ML systems (data → model → deployment)
  • High-performance computing (HPC, large-scale training)

I enjoy working at the intersection of ML + systems + real-world impact — whether it's anomaly detection in industrial processes, fraud detection, or building intelligent pipelines that scale.

Currently seeking full-time ML / AI Engineer roles where I can build, optimize, and deploy impactful systems.


🧩 Projects

  • Agentic Financial Fraud Detector
    Built a multi-model fraud detection system (XGBoost, RF, AE, IF) with SHAP interpretability, LLM-based explanations, and adversarial robustness evaluation via noise and camouflage attacks.

  • Time Series Anomaly Detection (CMU Research)
    Co-authored a recently released preprint benchmarking ML fault detection on Tennessee Eastman Process dataset, designed, implemented and evaluated an LSTM-FCN model with best test-set performance (99.37% test accuracy) among all benchmarked models across 18 fault classes and millions of time-series samples.

  • Spotify to MP3 Converter - This is a Spotify to MP3 converter that allows users to easily convert Spotify playlists into downloadable MP3 files. The app processes Spotify playlist URLs and provides a simple way to download each track via links that redirect to the corresponding MP3 files hosted on the server.


🛠️ Tech Stack

Languages & Data:
Python · SQL · PySpark

ML / DL:
PyTorch · TensorFlow · Scikit-Learn

Systems & Tools:
Distributed Computing · HPC · Data Pipelines · Model Evaluation

🤝 Let's Connect

LinkedIn

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