Machine Learning for Intrusion Detection

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

5 videos  //  11 minutes of training

Free training week — 1,400+ on-demand courses and hands-on labs

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.

Course syllabus

OverviewDuration: 1:07

Spam FilteringDuration: 1:22

Capturing Network TrafficDuration: 1:50

Network Behavior Anomaly DetectionDuration: 2:56

Detecting Financial FraudDuration: 3:49

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.

Plans & pricing

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

Infosec Skills Teams

$799 per license / year

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  • Team administration and reporting
  • Dedicated client success manager
  • 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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IDC MarketScape Leader: U.S. IT Training

Infosec Skills

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Infosec Skills

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Best Product - Cybersecurity Training for Infosec Professionals

Infosec Skills

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Security Education & Platform

Infosec Skills

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Ranked #52 in Top 100 Global Software Sellers

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