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‎2023/contributors.md‎

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# Contributors {.unnumbered}
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Thanks goes to these wonderful people
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([emoji key](https://allcontributors.org/docs/en/emoji-key)):
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<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
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<!-- prettier-ignore-start -->
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<!-- markdownlint-disable -->
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<table>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/sagarbhure"><img src="https://avatars.githubusercontent.com/u/25385987?v=4?s=100" width="100px;" alt="Sagar Bhure"/><br /><sub><b>Sagar Bhure</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=sagarbhure" title="Code">💻</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=sagarbhure" title="Documentation">📖</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/pulls?q=is%3Apr+reviewed-by%3Asagarbhure" title="Reviewed Pull Requests">👀</a> <a href="#question-sagarbhure" title="Answering Questions">💬</a> <a href="#content-sagarbhure" title="Content">🖋</a> <a href="#research-sagarbhure" title="Research">🔬</a> <a href="#promotion-sagarbhure" title="Promotion">📣</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://shain.io/"><img src="https://avatars.githubusercontent.com/u/412800?v=4?s=100" width="100px;" alt="Shain Singh"/><br /><sub><b>Shain Singh</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=shsingh" title="Code">💻</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=shsingh" title="Documentation">📖</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/pulls?q=is%3Apr+reviewed-by%3Ashsingh" title="Reviewed Pull Requests">👀</a> <a href="#question-shsingh" title="Answering Questions">💬</a> <a href="#content-shsingh" title="Content">🖋</a> <a href="#promotion-shsingh" title="Promotion">📣</a> <a href="#projectManagement-shsingh" title="Project Management">📆</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/robvanderveer"><img src="https://avatars.githubusercontent.com/u/796794?v=4?s=100" width="100px;" alt="Rob van der Veer"/><br /><sub><b>Rob van der Veer</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/pulls?q=is%3Apr+reviewed-by%3Arobvanderveer" title="Reviewed Pull Requests">👀</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=robvanderveer" title="Code">💻</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=robvanderveer" title="Documentation">📖</a> <a href="#question-robvanderveer" title="Answering Questions">💬</a> <a href="#promotion-robvanderveer" title="Promotion">📣</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/msnishanth9001"><img src="https://avatars.githubusercontent.com/u/49409979?v=4?s=100" width="100px;" alt="M S Nishanth"/><br /><sub><b>M S Nishanth</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=msnishanth9001" title="Code">💻</a> <a href="#question-msnishanth9001" title="Answering Questions">💬</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/kingthorin"><img src="https://avatars.githubusercontent.com/u/7570458?v=4?s=100" width="100px;" alt="Rick M"/><br /><sub><b>Rick M</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=kingthorin" title="Code">💻</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://owasp.org/"><img src="https://avatars.githubusercontent.com/u/36673698?v=4?s=100" width="100px;" alt="Harold Blankenship"/><br /><sub><b>Harold Blankenship</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=hblankenship" title="Code">💻</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/RiccardoBiosas"><img src="https://avatars.githubusercontent.com/u/65150720?v=4?s=100" width="100px;" alt="RiccardoBiosas"/><br /><sub><b>RiccardoBiosas</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=RiccardoBiosas" title="Code">💻</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/aryanxk02"><img src="https://avatars.githubusercontent.com/u/59761275?v=4?s=100" width="100px;" alt="Aryan Kenchappagol"/><br /><sub><b>Aryan Kenchappagol</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=aryanxk02" title="Documentation">📖</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/mik0w"><img src="https://avatars.githubusercontent.com/u/64902909?v=4?s=100" width="100px;" alt="Mikołaj Kowalczyk"/><br /><sub><b>Mikołaj Kowalczyk</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=mik0w" title="Code">💻</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=mik0w" title="Documentation">📖</a> <a href="#question-mik0w" title="Answering Questions">💬</a> <a href="#promotion-mik0w" title="Promotion">📣</a></td>
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</tr>>
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</tbody>
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</table>
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<!-- markdownlint-restore -->
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<!-- prettier-ignore-end -->
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<!-- ALL-CONTRIBUTORS-LIST:END -->
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This project follows the
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[all-contributors](https://github.com/all-contributors/all-contributors)
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specification. Contributions of any kind welcome!

‎2023/index.md‎

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# Introduction
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## Project Communication
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- [OWASP Slack](https://owasp.org/slack/invite) #project-mlsec-top-10
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- [Github Discussions](https://github.com/OWASP/www-project-machine-learning-security-top-10/discussions)
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- [Meeting Notes](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues?q=label%3Ameeting)
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## Top 10 Machine Learning Security Risks
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- [**ML01:2023 Adversarial Attack**](ML01_2023-Adversarial_Attack.md)
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- [**ML02:2023 Data Poisoning Attack**](ML02_2023-Data_Poisoning_Attack.md)
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- [**ML03:2023 Model Inversion Attack**](ML03_2023-Model_Inversion_Attack.md)
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- [**ML04:2023 Membership Inference Attack**](ML04_2023-Membership_Inference_Attack.md)
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- [**ML05:2023 Model Stealing**](ML05_2023-Model_Stealing.md)
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- [**ML06:2023 Corrupted Packages**](ML06_2023-Corrupted_Packages.md)
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- [**ML07:2023 Transfer Learning Attack**](ML07_2023-Transfer_Learning_Attack.md)
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- [**ML08:2023 Model Skewing**](ML08_2023-Model_Skewing.md)
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- [**ML09:2023 Output Integrity Attack**](ML09_2023-Output_Integrity_Attack.md)
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- [**ML10:2023 Neural Net Reprogramming**](ML10_2023-Neural_Net_Reprogramming.md)

‎2023/notice.md‎

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# Notice
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## Release
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This document is currently at v0.2 draft release.
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## Lead Authors
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- [Shain Singh](mailto:[email protected])
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- [Sagar Bhure](mailto:[email protected])
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- [Rob van der Veer](mailto:[email protected])
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## Contributors
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Thanks goes to these wonderful people
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([emoji key](https://allcontributors.org/docs/en/emoji-key)):
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<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
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<!-- prettier-ignore-start -->
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<!-- markdownlint-disable -->
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<table>
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<tbody>
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<tr>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/sagarbhure"><img src="https://avatars.githubusercontent.com/u/25385987?v=4?s=100" width="100px;" alt="Sagar Bhure"/><br /><sub><b>Sagar Bhure</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=sagarbhure" title="Code">💻</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=sagarbhure" title="Documentation">📖</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/pulls?q=is%3Apr+reviewed-by%3Asagarbhure" title="Reviewed Pull Requests">👀</a> <a href="#question-sagarbhure" title="Answering Questions">💬</a> <a href="#content-sagarbhure" title="Content">🖋</a> <a href="#research-sagarbhure" title="Research">🔬</a> <a href="#promotion-sagarbhure" title="Promotion">📣</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://shain.io/"><img src="https://avatars.githubusercontent.com/u/412800?v=4?s=100" width="100px;" alt="Shain Singh"/><br /><sub><b>Shain Singh</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=shsingh" title="Code">💻</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=shsingh" title="Documentation">📖</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/pulls?q=is%3Apr+reviewed-by%3Ashsingh" title="Reviewed Pull Requests">👀</a> <a href="#question-shsingh" title="Answering Questions">💬</a> <a href="#content-shsingh" title="Content">🖋</a> <a href="#promotion-shsingh" title="Promotion">📣</a> <a href="#projectManagement-shsingh" title="Project Management">📆</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/robvanderveer"><img src="https://avatars.githubusercontent.com/u/796794?v=4?s=100" width="100px;" alt="Rob van der Veer"/><br /><sub><b>Rob van der Veer</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/pulls?q=is%3Apr+reviewed-by%3Arobvanderveer" title="Reviewed Pull Requests">👀</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=robvanderveer" title="Code">💻</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=robvanderveer" title="Documentation">📖</a> <a href="#question-robvanderveer" title="Answering Questions">💬</a> <a href="#promotion-robvanderveer" title="Promotion">📣</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/msnishanth9001"><img src="https://avatars.githubusercontent.com/u/49409979?v=4?s=100" width="100px;" alt="M S Nishanth"/><br /><sub><b>M S Nishanth</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=msnishanth9001" title="Code">💻</a> <a href="#question-msnishanth9001" title="Answering Questions">💬</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/kingthorin"><img src="https://avatars.githubusercontent.com/u/7570458?v=4?s=100" width="100px;" alt="Rick M"/><br /><sub><b>Rick M</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=kingthorin" title="Code">💻</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://owasp.org/"><img src="https://avatars.githubusercontent.com/u/36673698?v=4?s=100" width="100px;" alt="Harold Blankenship"/><br /><sub><b>Harold Blankenship</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=hblankenship" title="Code">💻</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/RiccardoBiosas"><img src="https://avatars.githubusercontent.com/u/65150720?v=4?s=100" width="100px;" alt="RiccardoBiosas"/><br /><sub><b>RiccardoBiosas</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=RiccardoBiosas" title="Code">💻</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/aryanxk02"><img src="https://avatars.githubusercontent.com/u/59761275?v=4?s=100" width="100px;" alt="Aryan Kenchappagol"/><br /><sub><b>Aryan Kenchappagol</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=aryanxk02" title="Documentation">📖</a></td>
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<td align="center" valign="top" width="11.11%"><a href="https://github.com/mik0w"><img src="https://avatars.githubusercontent.com/u/64902909?v=4?s=100" width="100px;" alt="Mikołaj Kowalczyk"/><br /><sub><b>Mikołaj Kowalczyk</b></sub></a><br /><a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=mik0w" title="Code">💻</a> <a href="https://github.com/OWASP/www-project-machine-learning-security-top-10/commits?author=mik0w" title="Documentation">📖</a> <a href="#question-mik0w" title="Answering Questions">💬</a> <a href="#promotion-mik0w" title="Promotion">📣</a></td>
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<!-- markdownlint-restore -->
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<!-- prettier-ignore-end -->
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<!-- ALL-CONTRIBUTORS-LIST:END -->
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## How to contribute
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This project follows the
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[all-contributors](https://github.com/all-contributors/all-contributors)
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specification. Contributions of any kind welcome!

‎index.md‎

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altfooter: true
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level: 2
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pitch:
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---
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## Communication
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[![OWASP Incubator](https://img.shields.io/badge/owasp-incubator-blue.svg)](https://owasp.org/projects/)
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[![License: CC BY-SA 4.0](https://img.shields.io/badge/License-CC%20BY--SA%204.0-lightgrey.svg)](https://creativecommons.org/licenses/by-sa/4.0/)
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- [OWASP Slack](https://owasp.org/slack/invite) #project-mlsec-top-10
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- [Github Discussions](https://github.com/OWASP/www-project-machine-learning-security-top-10/discussions)
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- [Meeting Notes](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues?q=label%3Ameeting)
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Welcome to the repository for the OWASP Machine Learning Security Top 10
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project!
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## Contributions
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## Overview
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- Provide feedback and report potential bugs
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- Suggest enhancements to the project
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- Fix a
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[Bug](https://github.com/owasp/www-project-machine-learning-security-top-10/issues?q=is%3Aopen+is%3Aissue+label%3Abug)
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or implement an
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[Enhancement](https://github.com/owasp/www-project-machine-learning-security-top-10/issues?q=is%3Aopen+is%3Aissue+label%3Aenhancement)
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The primary aim of the OWASP Machine Learning Security Top 10 project is to
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deliver an overview of the top 10 security issues of machine learning systems.
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More information on the project scope and target audience is available in our
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[project working group charter](https://owasp.org/www-project-machine-learning-security-top-10#div-charter)
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## Top 10 Machine Learning Security Risks
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- [**ML08:2023 Model Skewing**](/2023/ML08_2023-Model_Skewing.md)
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- [**ML09:2023 Output Integrity Attack**](/2023/ML09_2023-Output_Integrity_Attack.md)
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- [**ML10:2023 Neural Net Reprogramming**](/2023/ML10_2023-Neural_Net_Reprogramming.md)
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## Communication
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- [OWASP Slack](https://owasp.org/slack/invite) #project-mlsec-top-10
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- [Github Discussions](https://github.com/OWASP/www-project-machine-learning-security-top-10/discussions)
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- [Meeting Notes](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues?q=label%3Ameeting)
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## Contribution
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The initial version of the Machine Learning Security Top 10 list was contributed
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by [Sagar Bhure](mailto:[email protected]) and
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[Shain Singh](mailto:[email protected]). The project encourages community
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contribution and aims to produce a high quality deliverable reviewed by industry
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peers.
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All contributors will need to adhere to the project's
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[code of conduct](https://github.com/OWASP/www-project-machine-learning-security-top-10/blob/master/CODE_OF_CONDUCT.md).
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Please
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[use the following form](https://github.com/OWASP/www-project-machine-learning-security-top-10/issues/new?assignees=shsingh&labels=issues%2Fgeneral%2Cissues%2Ftriage&projects=&template=feedback-report.yaml&title=%5BFEEDBACK%5D%3A+)
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for any feedback, suggestions, issues or questions.
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## Getting Started
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The project has a
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[wiki](https://github.com/OWASP/www-project-machine-learning-security-top-10/wiki)
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which provides information to get help you started on how to contribute.
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## Licensing
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The OWASP Machine Learning Security Project is licensed under the
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[Creative
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Commons Attribution-ShareAlike 4.0 license](https://creativecommons.org/licenses/by-sa/4.0/)
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so you can copy, distribute and transmit the work, and you can adapt it, and use
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it commercially, but all provided that you attribute the work and if you alter,
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transform, or build upon this work, you may distribute the resulting work only
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under the same or similar license to this one.

‎info.md‎

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### Machine Learning Security Top 10
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Project Website: [https://mltop10.info](https://mltop10.info)\
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Edition: 2023\
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Version:
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[0.2 Draft](https://github.com/OWASP/www-project-machine-learning-security-top-10)\
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([Download PDF](https://mltop10.info/OWASP-Machine-Learning-Security-Top-10--2023-edition-.pdf)\)\
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([Download ePUB](#)\)\
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Release Notes:
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[Changelog](https://github.com/OWASP/www-project-machine-learning-security-top-10/releases)
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### Project Information
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* <i class="fas fa-lightbulb" style="font-size: 1.2em; color:#233e81;"></i><span style="font-size:1.0em;padding-left:12px;">Incubator Project</span>
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- <i class="fas fa-lightbulb" style="font-size: 1.2em; color:#233e81;"></i><span style="font-size:1.0em;padding-left:12px;">Incubator
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Project</span>
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#### Classification
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* <i class="fas fa-book" style="font-size: 1.2em; color:#233e81;"></i><span style="font-size:1.0em;padding-left:12px;">Documentation</span>
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- <i class="fas fa-book" style="font-size: 1.2em; color:#233e81;"></i><span style="font-size:1.0em;padding-left:12px;">Documentation</span>
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#### Audience
1022

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* <i class="fas fa-toolbox" style="font-size: 1.2em; color:#233e81;"></i><span style="font-size:1.0em;padding-left:12px;">Builder</span>
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* <i class="fas fa-shield-alt" style="font-size: 1.2em; color:#233e81;"></i><span style="font-size:1.0em;padding-left:12px;">Defender</span>
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* <i class="fas fa-user-secret" style="font-size: 1.2em; color:#233e81;"></i><span style="font-size:1.0em;padding-left:12px;">Breaker</span>
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- <i class="fas fa-toolbox" style="font-size: 1.2em; color:#233e81;"></i><span style="font-size:1.0em;padding-left:12px;">Builder</span>
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- <i class="fas fa-shield-alt" style="font-size: 1.2em; color:#233e81;"></i><span style="font-size:1.0em;padding-left:12px;">Defender</span>
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- <i class="fas fa-user-secret" style="font-size: 1.2em; color:#233e81;"></i><span style="font-size:1.0em;padding-left:12px;">Breaker</span>

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