Machine Learning for Intrusion Detection Course

Master the most important use cases for preventing hackers, spammers and criminals from entering your network uninvited.

11 minutes

Course description

This course will show you how to prevent intrusion into your network, your inbox or your bank account. You will be building an IDS, a spam filter and a classifier for fraudulent financial transactions — cybersecurity infrastructure we couldn’t do without.

Syllabus

Detecting Financial Fraud

Video - 00:04:00
Network Behavior Anomaly Detection

Video - 00:03:00
Capturing Network Traffic

Video - 00:02:00
Spam Filtering

Video - 00:01:00
Overview

Video - 00:01:00

Meet the author

Emmanuel Tsukerman

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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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

Plans & pricing

Infosec Skills Personal

$299 / year

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  • 190+ role-guided learning paths (e.g., Ethical Hacking, Threat Hunting)
  • 100s of hands-on labs in cloud-hosted cyber ranges
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Infosec Skills Teams

$799 per license / year

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  • Team administration and reporting
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  • Single sign-on (SSO)
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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

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