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Very Busy Since Joined USC
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Very Busy Since Joined USC

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@pygod-team @Open-Source-ML

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yzhao062/README.md

😄 I am an Assistant Professor at USC Computer Science; see the latest information at my homepage.

Prospective Students.We plan to recruit 1-2 Ph.D. students for Fall 2025. For undergraduate/graduate interns, it will be considered on a case basis. I personally do not want to have a large group of "interns" without enough support. See details at my homepage.

🌱 Research Interests. My work focuses on creating robust, efficient, and automated machine learning (ML) and data mining (DM) algorithms, systems, and applications. My primary areas of interest are:

  1. Robustness and Security of AI: Enhancing the robustness and security of AI systems through out-of-distribution (OOD) detection, outlier detection, and anomaly detection.
  2. Efficient and Scalable AI: Developing efficient and scalable ML systems and automation techniques.
  3. Applications in Security, Finance, and Healthcare: Applying AI technologies to address complex problems in security, finance, and healthcare sectors.

Open-source Contribution: I created PyOD (used by NASA, Tesla, Morgan Stanley, and more) - the most popular library for anomaly detection in 2017. Also, I have led more than 10 ML open-source initiatives, receiving 20,000 GitHub stars (top 0.002%) and >22M downloads. Popular ones: PyOD, PyGOD, TDC, ADBench

📫 Contact me by:


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  1. pyod pyod Public

    A Python Library for Outlier and Anomaly Detection, Integrating Classical and Deep Learning Techniques

    Python 8.5k 1.4k

  2. anomaly-detection-resources anomaly-detection-resources Public

    Anomaly detection related books, papers, videos, and toolboxes

    Python 8.2k 1.7k

  3. WSAD WSAD Public

    A Collection of Resources for Weakly-supervised Anomaly Detection (WSAD)

    Python 153 11

  4. Minqi824/ADBench Minqi824/ADBench Public

    Official Implement of "ADBench: Anomaly Detection Benchmark", NeurIPS 2022.

    Python 855 134

  5. pytod pytod Public

    TOD: GPU-accelerated Outlier Detection via Tensor Operations

    Python 174 24

  6. pygod-team/pygod pygod-team/pygod Public

    A Python Library for Graph Outlier Detection (Anomaly Detection)

    Python 1.3k 127