Hacking Machine Learning

Learn how to poison, backdoor and steal machine learning models in this course.

4 videos  //  13 minutes of training

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Course description

This course will teach you some of the darker, less publicized attacks on machine learning. You will learn how to steal machine learning models (i.e., create high-fidelity copies of black-box machine learning models), how to poison ML models so that their performance is degraded, and how to perform backdoor attacks on ML. The lessons in this course will be solidified through an assignment on backdoor attacks on ML.

Course syllabus

Model-Stealing Attacks on Machine LearningDuration: 6:07

Machine Learning PoisoningDuration: 4:59

Backdoor Attacks on Machine LearningDuration: 2:22

Assignment - Backdoor Attacks on Machine LearningDuration: 0:00

Meet the author

Emmanuel Tsukerman

LinkedIn

Dr. Tsukerman graduated from Stanford University and UC Berkeley. In 2017, his machine-learning-based anti-ransomware product won Top 10 Ransomware Products by PC Magazine. In 2018, he designed a machine-learning-based malware detection system for Palo Alto Network's WildFire service (over 30,000 customers). In 2019, Dr. Tsukerman authored the Machine Learning for Cybersecurity Cookbook and launched the Infosec Skills Cybersecurity Data Science Learning Path.

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  • Team administration and reporting
  • Transferable licenses
  • 80+ role-based learning paths (Ethical Hacking, Threat Hunting, etc.)
  • 100s of hands-on labs in cloud-hosted cyber ranges
  • Custom certification practice exams (CISSP, Security+, etc.)
  • Skill assessments
  • Create and assign custom learning paths
  • Dedicated client success manager

Infosec Skills boot camp

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Request Quote Browse Boot Camps
  • Team boot camp administration and reporting
  • Exam Pass Guarantee
    If you don’t pass your exam on the first attempt, you'll get a second attempt for free. Includes the ability to re-sit the course for free for up to one year.
  • 100% Satisfaction Guarantee
    If you’re not 100% satisfied with your training at the end of the first day, you may withdraw and enroll in a different online or in-person course.
  • Knowledge Transfer Guarantee
    If an employee leaves within three months of obtaining certification, Infosec will train a different employee at the same organization tuition-free for up to one year.
  • Certification exam vouchers
  • Live, instructor-led training (available onsite, in-person or online)
  • 90 days extended access to recordings of daily lessons
  • Build your team's skills with hundreds of additional hands-on courses and labs

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