Security Risks in AI and Machine Learning: Categorizing Attacks and Failure Modes
With Diana Kelley
Liked by 463 users
Duration: 1h 11m
Skill level: Beginner
Released: 2/23/2022
Course details
From predicting medical outcomes to managing retirement funds, we put a lot of trust in machine learning (ML) and artificial intelligence (AI) technology, even though we know they are vulnerable to attacks, and that sometimes they can completely fail us. In this course, instructor Diana Kelley pulls real-world examples from the latest ML research and walks through ways that ML and AI can fail, providing pointers on how to design, build, and maintain resilient systems.
Learn about intentional failures caused by attacks and unintentional failures caused by design flaws and implementation issues. Security threats and privacy risks are serious, but with the right tools and preparation you can set yourself up to reduce them. Diana explains some of the most effective approaches and techniques for building robust and resilient ML, such as dataset hygiene, adversarial training, and access control to APIs.
Learn about intentional failures caused by attacks and unintentional failures caused by design flaws and implementation issues. Security threats and privacy risks are serious, but with the right tools and preparation you can set yourself up to reduce them. Diana explains some of the most effective approaches and techniques for building robust and resilient ML, such as dataset hygiene, adversarial training, and access control to APIs.
Skills you’ll gain
Earn a sharable certificate
Share what you’ve learned, and be a standout professional in your desired industry with a certificate showcasing your knowledge gained from the course.
LinkedIn Learning
Certificate of Completion
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Showcase on your LinkedIn profile under “Licenses and Certificate” section
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Download or print out as PDF to share with others
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Meet the instructor
Learner reviews
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Christian Okwaranowai, MBA, CISA, CISM, ECSA
Christian Okwaranowai, MBA, CISA, CISM, ECSA
Cybersecurity Audit I Data Analytics I Risk Management
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Joseph Inbaraj Santhiyagu
Joseph Inbaraj Santhiyagu
Cloud Specialist @ CirrusLabs | Cloud Computing
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Andrew Wilson CISSP-ISSAP, CRISC, SABSA SCF
Andrew Wilson CISSP-ISSAP, CRISC, SABSA SCF
Principal Consultant at Hand Built Security Ltd
Contents
What’s included
- Practice while you learn 1 exercise file
- Test your knowledge 4 quizzes
- Learn on the go Access on tablet and phone