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JayeshSuryavanshi/README.md

Hi, I'm Jayesh 👋🏻

ML Engineer @ eBay · fraud and anomaly detection · applied ML at scale


I build applied ML systems from messy, real-world data, and I contribute to the open-source anomaly-detection stack in Python.

Now · anomaly detection, fraud ML, and cleaner ways to ship and evaluate models.

Open source

  • aeon: authored the MADRID multi-length discord detector, shipped in v1.6.0 (listed maintainer); DAMP detector open
  • PyOD: save/load/clone round-trip test coverage across 23 detectors (merged); Deep SAD and Extended Isolation Forest detectors open
  • category_encoders: fixed GrayEncoder.inverse_transform (merged) · scikit-dimension: uncentered lPCA option (merged)
  • river: Robust Random Cut Forest and a PredictiveAnomalyDetection fix (open) · scikit-learn: exact IsolationForest path length (open)

Selected work

  • graphspot: my own library for inductive graph anomaly detection with a torch-free core (tree and spectral detectors, Fraudar, OddBall, leakage-safe temporal evaluation), on PyPI
  • social-unrest-forecasting: SUB-Forecast, a leakage-controlled benchmark for forecasting unrest in 994 regions across 55 countries; news text is informative but nearly subsumed by the event record
  • GeoSocialX: geospatial toolkit for geotagged social data (CSV · GeoJSON · Bluesky), with mapping built in

Website · LinkedIn · Email

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  1. social-unrest-forecasting social-unrest-forecasting Public

    2026 revival of a 2022 NLP course project: SUB-Forecast, a leakage-controlled benchmark for subnational unrest forecasting (994 regions, 55 countries). Finding: news text is informative but nearly …

    Python

  2. GeoSocialX GeoSocialX Public

    Map the geography of geotagged social and location data from any source (CSV, GeoJSON, Bluesky, or an X dump): coverage first, then hotspots and time trends. Pure-stdlib analysis, optional interact…

    Python 3

  3. category_encoders category_encoders Public

    Forked from scikit-learn-contrib/category_encoders

    A library of sklearn compatible categorical variable encoders

    Python

  4. DeepOD DeepOD Public

    Forked from xuhongzuo/DeepOD

    Deep learning-based outlier/anomaly detection

    Python

  5. l5-motion-prediction-study l5-motion-prediction-study Public

    Motion prediction on the Lyft Level 5 dataset under a single-laptop compute budget

    Python

  6. yzhao062/pyod yzhao062/pyod Public

    A Python library for anomaly detection across tabular, time series, graph, text, image, and audio data. 60+ detectors, benchmark-backed ADEngine orchestration, and an agentic workflow for AI agents.

    Python 10k 1.5k