Python adversarial-machine-learning

Open-source Python projects categorized as adversarial-machine-learning
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Topics: Machine Learning adversarial-attacks adversarial-examples Security Privacy
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Top 8 Python adversarial-machine-learning Projects

  • fawkes

    Fawkes, privacy preserving tool against facial recognition systems. More info at https://sandlab.cs.uchicago.edu/fawkes

    • Project mention: Nightshade v1.0 Released | news.ycombinator.com | 2024-01-20

    Not sure if its coincidence but one of the professor's pictures appeared on the Fawkes page as a demo picture.

    https://sandlab.cs.uchicago.edu/fawkes/

  • adversarial-robustness-toolbox

    Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

    InfluxDB logo

  • TextAttack

    TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/master/

    • Project mention: Preprocessing methods besides stop words, regular expressions, lemmatization and stemming for an NLP classification problem | /r/MLQuestions | 2023-06-09

    Could have a look at what's available in the augmentor here https://github.com/QData/TextAttack. I'm not experienced with NLP so I may be way off here

  • llm-guard

    The Security Toolkit for LLM Interactions

    • Project mention: llm-guard: The Security Toolkit for LLM Interactions | /r/blueteamsec | 2023-09-19

  • auto_LiRPA

    auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs

  • plexiglass

    A toolkit for detecting and protecting against vulnerabilities in Large Language Models (LLMs).

    • Project mention: Looking for contributors to an AI security project | /r/opensource | 2023-12-07

  • athena

    Athena: A Framework for Defending Machine Learning Systems Against Adversarial Attacks (by softsys4ai)

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

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  • gym-battleship

    Battleship environment for reinforcement learning tasks

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python adversarial-machine-learning related posts

Index

What are some of the best open-source adversarial-machine-learning projects in Python? This list will help you:

Project Stars
1 fawkes 5,134
2 adversarial-robustness-toolbox 4,447
3 TextAttack 2,754
4 llm-guard 821
5 auto_LiRPA 262
6 plexiglass 98
7 athena 42
8 gym-battleship 9

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