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Threat Modeling for AI/ML Systems

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Adam Shostack

57:32

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  • 01 - Threat modeling introduction.mp4
    00:55
  • 02 - What you should know.mp4
    01:08
  • 01 - Threat modeling is important when building AI systems.mp4
    01:40
  • 02 - The four-question framework structures your work.mp4
    01:35
  • 03 - Anyone can threat model and you should, now.mp4
    01:28
  • 04 - Trustworthy AI Threat modeling is better than principles.mp4
    02:01
  • 01 - ML for business, offense, defense, and software.mp4
    02:21
  • 02 - Draw your architecture.mp4
    01:22
  • 03 - Deployment architectures influence your threats.mp4
    02:26
  • 04 - Training data is a crucial variable.mp4
    02:44
  • 05 - The stochastic parrot.mp4
    02:02
  • 01 - The OWASP Top Ten as a checklist.mp4
    06:40
  • 02 - The Berryville Institute Exhaustive List.mp4
    02:24
  • 03 - Microsofts frameworks for security flaws.mp4
    01:54
  • 04 - Prompt injection.mp4
    05:17
  • 05 - Embarrassing and hostile results.mp4
    02:09
  • 01 - NIST Framework.mp4
    03:08
  • 02 - EUs AI Act.mp4
    04:48
  • 03 - Current harms.mp4
    01:20
  • 04 - Scenarios.mp4
    01:53
  • 01 - Specific frameworks.mp4
    03:53
  • 02 - Mitigations advance faster than threats.mp4
    02:29
  • 03 - Deploying new technology isnt a one-and-done.mp4
    01:03
  • 01 - Next steps.mp4
    00:52
  • Description


    So much is happening in the world of AI right now that it can be hard to make sense of what’s what. And if you’re a developer, product manager, program manager, or site reliability engineer, you’re expected to deliver secure systems in a practical way. This course is designed to give technologists a durable framework for thinking about what can go wrong with an AI system and how to respond to deliver actionable results. Explore some of the best available frameworks for understanding, categorizing, and discovering security attacks broadly. Instructor Adam Shostack provides an overview of threat modeling, how it fits into the ML and AI systems, and how to create and maintain secure, trustworthy systems.

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    Adam Shostack
    Adam Shostack
    Instructor's Courses
    I'm an entrepreneur, technologist, author and game designer, focused on improving security outcomes for my customers and the industry as a whole. To solve these problems, I create a wide variety of companies and organizations, software, new analytic frameworks, as well as books, games and other forms of communication. I've built these at tiny startups and at Microsoft. In my time at Microsoft, I focused on human factors in security, including usable security and measuring how our customers'​ computers are compromised. I also worked on threat modeling tools and techniques, and have shipped two tools (one software, one a card game) to help software engineers analyze their software designs for security flaws. In that role, I was a key driver for Microsoft's Software Development Lifecycle. I'm the author of Threat Modeling: Designing for Security (Wiley, 2014) and the co-author of The New School of Information Security (Addison-Wesley, 2008). Before Microsoft, I was a leader in 3 successful startups, including Netect (vulnerability management), Zero-Knowledge Systems (privacy) and Reflective (software security). I also helped drive the CVE project, launch the International Financial Cryptography Association and the Privacy Enhancing Technologies Symposium. Specialties: Information security and privacy, especially at the intersection of technology and people. Serious games. Systems design and architecture. User experience design.
    LinkedIn Learning is an American online learning provider. It provides video courses taught by industry experts in software, creative, and business skills. It is a subsidiary of LinkedIn. All the courses on LinkedIn fall into four categories: Business, Creative, Technology and Certifications. It was founded in 1995 by Lynda Weinman as Lynda.com before being acquired by LinkedIn in 2015. Microsoft acquired LinkedIn in December 2016.
    • language english
    • Training sessions 24
    • duration 57:32
    • English subtitles has
    • Release Date 2024/07/27

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