What you will learn
Learn the ins and outs of hacking machine learning. The learning path covers topics such as hacking a CAPTCHA system, fuzzing a target, evading malware detection and attacking machine learning systems. You will also learn about deepfakes and how to perform backdoor attacks on machine learning.
Syllabus
Introduction to Machine Learning for Red Team Hackers
Course — 00:03:32
K0004, K0119, K0238, K0342
This course provides a brief overview of the learning path structure, as well as introduction to the code base you’ll use.
Hacking CAPTCHA Systems
Course — 01:56:51
K0119, K0177, K0238, K0309, K0342, S0051
Learn how to automatically break through a CAPTCHA system in this course.
Smart Fuzzing
Course — 01:49:14
K0119, K0177, K0238, K0309, K0342, K0529, S0051, S0081, S0130
In this course, you’ll write a custom evolutionary fuzzer that employs machine learning to fuzz a target. You’ll also learn the machine learning behind, as well as how to use, AFL.
Evading Machine Learning Malware Classifiers
Course — 00:21:04
K0119, K0238, K0309, K0342, K0430, K0480, S0051
In this course, you’ll learn how to modify malware so it is able to get past neural network and gradient boosting machine learning malware classifiers.
Adversarial Machine Learning
Course — 01:33:02
K0119, K0238, K0309, K0342
Learn how to perform white-box and black-box attacks on machine learning classifiers in this course.
Deepfake
Course — 00:26:05
K0119, K0238, K0309, K0342, S0051
This course helps you understand the implications of the deepfake technology, setup an environment for performing deepfakes and then create a deepfake video.
Hacking Machine Learning
Course — 01:14:25
K0119, K0238, K0309, K0342, S0051
Learn how to poison, backdoor and steal machine learning models in this course.
Machine Learning for Red Team Hackers Skill Assessment
Assessment — 35 questions — 00:17:30
Meet the author
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.
The details
Learning path insights
How to claim CPEs
Should you complete this learning path, you’ll be able to download a certificate of completion. Use this to claim your CPEs or CPUs.
Associated NICE Work Roles
All Infosec training maps directly to the NICE Workforce Framework for Cybersecurity to guide you from beginner to expert across 52 Work Roles.
- All-Source Analyst
- Mission Assessment Specialist
- Exploitation Analyst
No software. No set up. Unlimited access.
Skip the server racks and spin up a realistic environment with one click. Infosec Skills cyber ranges require no additional software, hardware or server space so your team can spend less time configuring environments and more time learning. Unlimited cyber range access is included in every lnfosec Skills subscription so your team can skill up however they learn best.
Plans & pricing
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Infosec Skills Personal
- 190+ role-guided learning paths (e.g., Ethical Hacking, Threat Hunting)
- 100s of hands-on labs in cloud-hosted cyber ranges
- Custom certification practice exams (e.g., CISSP, Security+)
- Skill assessments
- Infosec peer community support
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Infosec Skills Teams
- Team administration and reporting
- Dedicated client success manager
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Single sign-on (SSO)
Easily authenticate and manage your learners by connecting to any identity provider that supports the SAML 2.0 standard.
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Integrations via API
Retrieve training performance and engagement metrics and integrate learner data into your existing LMS or HRS.
- 190+ role-guided learning paths and assessments (e.g., Incident Response)
- 100s of hands-on labs in cloud-hosted cyber ranges
- Create and assign custom learning paths
- Custom certification practice exams (e.g., CISSP, CISA)
- Optional upgrade: Guarantee team certification with live boot camps
Unlock 7 days of free training
- 1,400+ hands-on courses and labs
- Certification practice exams
- Skill assessments
You're in good company
We use Infosec Skills to provide continuous training to our technicians and to prepare them for various certifications. Infosec Skills allows us to create personalized training programs that focus on each of our technicians’ particular roles and see their progress as they take courses. We also, recommend it to clients to make their IT support teams better.
Caleb Yankus
This has been utilized to bridge the skills gap across our cyber team and to aid them as they prepare for their various certifications. It also has provided a nice learning foundation for our various cyber team members to utilize as we continue to find ways for cross-utilization with operations while minimizing the downtime needed to ensure everyone’s knowledge is the same.
Daniel Simpson
We use Infosec Skills to provide base level knowledge for employees. We also use the services to provide in depth learning for employees as they encounter new technologies. If an employee is is assigned to a new project, we can rely on Infosec Skills to provide a rapid concentrated learning environment. This rapid concentrated learning positions our employees for success.
Infosec Skills Teams client