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A curated list of MLSecOps tools, articles and other resources on security applied to Machine Learning and MLOps systems.

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Open Source Security ToolsCommercial ToolsDATAML Code Security101 ResourcesThreat ModelingAttack VectorsBlogs and PublicationsMLOps Infrastructure VulnerabilitiesCommunity ResourcesBooks

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What's inside

Open Source Security Tools

  • AdvBox

    Advbox is a toolbox to generate adversarial examples that fool neural networks in PaddlePaddle、PyTorch、Caffe2、MxNet、Keras、TensorFlow

  • Adversarial Machine Learning CTF

    This repository is a CTF challenge, showing a security flaw in most (all?) common artificial neural networks. They are vulnerable for adversarial images

  • Adversarial ML Threat Matrix

    Adversarial Threat Landscape for AI Systems

  • Adversarial Robustness Toolbox

    Library of defense methods for ML models against adversarial attacks

  • Advertorch

    Python toolbox for adversarial robustness research

  • Agentic Security

    Agentic LLM Vulnerability Scanner / AI red teaming kit

DATA

  • ARX - Data Anonymization Tool

    Tool for anonymizing datasets

  • BMW-Anonymization-Api

    This repository allows you to anonymize sensitive information in images/videos. The solution is fully compatible with the DL-based training/inference solutions that we already published/will publish for Object Detection and Semantic Segmentation

  • Data-Veil

    Data masking and anonymization tool

  • DeepPrivacy2

    A Toolbox for Realistic Image Anonymization

  • PPAP

    Latent-space-level Image Anonymization with Adversarial Protector Networks

  • Tool for DATA anonymization

    Data anonymization

Showing a sample of 136 resources. View the full list on GitHub →