Looking to get into AI/ML bug bounty hunting?  To help, the team at huntr.com put together a comprehensive guide to get you started. 

huntr Community: A Beginner's Guide to AI/ML Bug Hunting

In the fast-moving world of Artificial Intelligence (AI) and Machine Learning (ML), ensuring model and data integrity is a must. Sam Washko and Will Armiros (Sr. Software Engineers, Protect AI) joined our MLSecOps Community Meetup on September 10, 2024 to talk about ML supply chain vulnerabilities and defenses. Some of their key insights on model serialization attacks, data poisoning, and the bleeding-edge tools developed to keep your AI safe are included below.

Trojan Model Hubs: Hacking the ML Supply Chain and Defending Yourself from Threats

Caleb Sima joins us to discuss security considerations for building and using AI, drawing on his 25+ years of cybersecurity experience. 

AI Beyond the Hype: Lessons from Cloud on Risk and Security

Explore how prompt engineering and prompt hacking are reshaping AI security, with insights on safeguarding generative AI in this MLSecOps Podcast episode.

Generative AI Prompt Hacking and Its Impact on AI Security & Safety

Attn: Greater Atlanta Area 🎉 You're invited to join the MLSecOps (Machine Learning Security Operations) Community for an evening of networking, delicious food and drink, and an educational presentation from two of today's top AI Security experts from the AI/machine learning bug hunting community&nbsp;<a href="https://huntr.com/" rel="noopener noreferrer" target="_blank">huntr.com</a>.Hang out with us after the presentation to mingle with fellow AI security-minded professionals and MLSecOps Community members! Can't wait to meet you there :)***This page will be updated by October 31 with details regarding event check-in, parking/transportation, and presentation start time. Please send any questions about the event to MLSecOps Community Manager, Charlie McCarthy, <a href="https://community.mlsecops.com/home/messages" rel="noopener noreferrer" target="_blank">in a DM</a> or via our <a href="https://mlsecops.com/contact-us" rel="noopener noreferrer" target="_blank">Contact Us</a> form. We look forward to seeing you!

November 2024 MLSecOps Meetup (In-Person - Atlanta, GA, USA)

Welcome to "MLSecOps Connect: Ask the Experts," an educational live stream series from the MLSecOps Community where attendees have the opportunity to hear their own questions answered by a variety of insightful guest speakers. (Learn more about AI Security and MLSecOps <a href="https://mlsecops.com/" rel="noopener noreferrer" target="_blank">here</a>.)Join expert Johann Rehberger on October 17 for a deep dive into securing AI and machine learning (ML) systems, focusing on red teaming and attack strategies. Whether you're a security professional or an ML practitioner, this is your chance to ask critical questions about protecting AI from adversarial threats.Check out the content by Johann below to learn more about his work and gain inspiration for your questions:<ol><li data-list="bullet"><a href="https://embracethered.com/" rel="noopener noreferrer" target="_blank">Embrace the Red Blog</a></li><li data-list="bullet">MLSecOps Podcast Episode "<a href="https://mlsecops.com/podcast/mlsecops-red-teaming-threat-modeling-and-attack-methods-of-ai-apps" rel="noopener noreferrer" target="_blank">Red Teaming, Threat Modeling, and Attack Methods of AI Apps</a>"</li><li data-list="bullet">Book "<a href="https://www.amazon.com/Cybersecurity-Attacks-Strategies-practical-penetration-ebook/dp/B0822G9PTM?ref_=ast_author_mpb" rel="noopener noreferrer" target="_blank">Cybersecurity Attacks - Red Team Strategies: A practical guide to building a penetration testing program having homefield advantage</a>"</li><li data-list="bullet">Red Team Village Video "<a href="https://youtu.be/-SV80sIBhqY" rel="noopener noreferrer" target="_blank">Learning by Doing: Building and Breaking a Machine Learning System</a>"</li><li data-list="bullet">Ekoparty Security Conference Video "<a href="https://youtu.be/ADHAokjniE4" rel="noopener noreferrer" target="_blank">Indirect Prompt Injections in the Wild - Real World Exploits and Mitigations</a>"</li><li data-list="bullet"><a href="https://x.com/wunderwuzzi23" rel="noopener noreferrer" target="_blank">More on X</a></li></ol>Ways to submit your questions for the session:<ol><li data-list="ordered">Use the form provided here: <a href="https://mlsecops.com/johann-experts-questions" rel="noopener noreferrer" target="_blank">https://mlsecops.com/johann-experts-questions</a>. Questions will be collected, then read aloud and answered during the event.</li><li data-list="ordered">You can also submit questions in realtime during the event via the live chat, and we'll address as many questions as we can before the end of the session.</li></ol>We look forward to seeing you there!Stay involved with the MLSecOps Community in the meantime by checking out the additional resources <a href="https://mlsecops.com/join" rel="noopener noreferrer" target="_blank">here in our learning hub</a> and by joining us in <a href="https://mlsecops.com/slack" rel="noopener noreferrer" target="_blank">Slack</a> :)

Securing AI: Red Teaming & Attack Strategies for Machine Learning Systems (Replay available soon)

Welcome to "MLSecOps Connect: Ask the Experts," an educational live stream series from the MLSecOps Community where attendees have the opportunity to hear their own questions answered by a variety of insightful guest speakers. (Learn more about AI Security and MLSecOps <a href="https://mlsecops.com/" rel="noopener noreferrer" target="_blank">here</a>.)We're honored to host expert guest Ken Huang on September 11, 2024! Ken will field questions from the community related to security best practices for <a href="https://www.techtarget.com/searchenterpriseai/definition/generative-AI" rel="noopener noreferrer" target="_blank">Generative AI</a>, including questions related to themes from his book, "<a href="https://www.amazon.com/Generative-AI-Security-Theories-Practices/dp/3031542517" rel="noopener noreferrer" target="_blank">Generative AI Security: Theories and Practices (Future of Business and Finance)</a>."Learn more about Ken in his bio below.Ways to submit your questions for the session:<ol><li data-list="ordered">Use the field provided in the registration form for this event to submit your questions about the specified topics for the session. Questions will be collected, then read aloud and answered during the event.</li><li data-list="ordered">If you think of additional questions after submitting the registration form, <a href="https://community.mlsecops.com/home/messages" rel="noopener noreferrer" target="_blank">send them in a DM</a> to the MLSecOps Community Manager, Charlie McCarthy.</li><li data-list="ordered">Finally, you can also submit questions in realtime during the event via the live chat, and we'll address as many questions as we can before the end of the session.</li></ol>We look forward to seeing you there!Stay involved with the MLSecOps Community in the meantime by checking out the additional resources <a href="https://mlsecops.com/join" rel="noopener noreferrer" target="_blank">here in our learning hub</a> and by joining us in <a href="https://mlsecops.com/slack" rel="noopener noreferrer" target="_blank">Slack</a> :)

Generative AI Security

Join the MLSecOps Community for an evening of networking, delicious food and drink, and learning from today's top AI Security experts!Enjoy an illuminating presentation by Will Armiros and Sam Washko (Senior Software Engineers, <a href="https://protectai.com/" rel="noopener noreferrer" target="_blank">Protect AI</a>) about AI supply chain vulnerabilities, defenses, and why it is critical to ensure machine learning (ML) model and data integrity.Hang out with us after the presentation to mingle with fellow AI security-minded professionals and community members!***Event registration is required to attend. Ages 21+ only. Government issued ID will be required to enter the venue. FAQ:<ol><li data-list="bullet">What should I do when I arrive for the event?</li><li data-list="bullet" class="ql-indent-2">Upon arrival, please check in using your government-issued photo ID at the entrance of Civility &amp; Unrest; which is located on Floor 1 of Lincoln Square South, near the valet drop-off for W Hotel. When you see a colorful wall mural of a hand holding a camera-phone, you're in the right place (see photo below showing that part of the mural). Signage for the MLSecOps Meetup will also be posted at the entrance.</li><li data-list="bullet">What are the transportation and parking options?</li><li data-list="bullet" class="ql-indent-2">Bellevue has a wide variety of options available, including direct bus routes between Seattle &amp; Bellevue, and the 2 Line Light Rail between Redmond &amp; Bellevue. Visit <a href="https://www.visitbellevuewa.com/plan/transportation/buses-and-light-rail/" rel="noopener noreferrer" target="_blank">https://www.visitbellevuewa.com/plan/transportation/buses-and-light-rail/</a> and <a href="https://www.soundtransit.org/discover2line" rel="noopener noreferrer" target="_blank">https://www.soundtransit.org/discover2line</a> for more information about public transit.</li><li data-list="bullet" class="ql-indent-2">Information about available parking in Bellevue can be found here: <a href="https://www.visitbellevuewa.com/plan/transportation/parking/" rel="noopener noreferrer" target="_blank">https://www.visitbellevuewa.com/plan/transportation/parking/</a>. </li><li data-list="bullet" class="ql-indent-2">Lincoln Square South offers a convenient parking garage that has elevator access to Floor 1 where Civility &amp; Unrest is located. See the attached map for the location of the Lincoln Square South parking garage entrance marked with red arrows. Civility &amp; Unrest staff can validate your parking for up to three hours.</li><li data-list="bullet" class="ql-indent-1">Will there be food and beverages at the event?</li><li data-list="bullet" class="ql-indent-2">Yes! Complimentary heavy appetizers, beverages, and spirits prepared by the Civility &amp; Unrest team is included with your registration for the meetup. </li><li data-list="bullet" class="ql-indent-1">What time does the presentation start? </li><li data-list="bullet" class="ql-indent-2">The presentation delivered by our guest speakers will begin around 6:00pm PT and will conclude by 6:30pm PT. Attendees are invited to enjoy food, beverages, and networking both before and after the presentation. </li></ol>Please send any questions about the event to MLSecOps Community Manager, Charlie McCarthy, <a href="https://community.mlsecops.com/home/messages" rel="noopener noreferrer" target="_blank">in a DM</a> or via our <a href="https://mlsecops.com/contact-us" rel="noopener noreferrer" target="_blank">Contact Us</a> form. We look forward to seeing you!<img alt="some-file-38ea1140-e2f3-4007-abac-8f5b252c7023" src="https://d2xo500swnpgl1.cloudfront.net/uploads/mlsecops/some-file-38ea1140-e2f3-4007-abac-8f5b252c7023-1724278042321.png">

September 2024 MLSecOps Meetup (Click View to Watch Replay)

Welcome to the fresh online series, "MLSecOps Connect: Ask the Experts," where MLSecOps Community members have the opportunity to hear their own questions answered by a variety of insightful guest speakers.Joining as our expert guest on August 28th is the Chief Architect at Protect AI, Sean Morgan! Sean will field questions from the community related to security for AI &amp; machine learning (ML), including the importance of&nbsp;<a href="https://protectai.com/blog/announcing-modelscan" rel="noopener noreferrer" target="_blank">ML model scanning</a>&nbsp;and how to get started with scanning models. Learn more about Sean in his bio below.Ways to submit your questions for the session:<ol><li data-list="ordered">Use the field provided in the registration form for this event to submit your questions about the specified topics for the session. Questions will be collected, then read aloud and answered during the event.</li><li data-list="ordered">If you think of additional questions after submitting the registration form, <a href="https://community.mlsecops.com/home/messages" rel="noopener noreferrer" target="_blank">send them in a DM</a> to the MLSecOps Community Manager, Charlie McCarthy.</li><li data-list="ordered">Finally, you can also submit questions in realtime during the event via the live chat, and we'll select one or two questions from the chat to answer toward the end of the session.</li></ol>We look forward to seeing you there! Stay involved with the MLSecOps Community in the meantime by checking out the additional resources <a href="https://mlsecops.com/join" rel="noopener noreferrer" target="_blank">here in our learning hub</a> and by joining us in <a href="https://mlsecops.com/slack" rel="noopener noreferrer" target="_blank">Slack</a> :)

ML Model Security - Is Your AI Protected?

Welcome to the MLSecOps Community, the premier hub for educational information about building security into AI and machine learning life cycles end-to-end. We look forward to meeting you!

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