AI & Cybersecurity

Machine Learning for Cybersecurity

Apply machine learning techniques to detect threats, analyze malware, and automate security operations.

Instructor: Dr. Lisa Park Duration: 14 Weeks 4.5 (1,234 ratings)
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$529

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What you'll learn

  • Apply ML algorithms to cybersecurity problems.
  • Build anomaly detection systems.
  • Develop malware classification models.
  • Implement automated threat hunting.
  • Create intelligent security monitoring systems.
  • Understand adversarial ML and model security.

Course Content

Module 1: ML for Security Fundamentals

  • Security Use Cases
  • Data Preprocessing
  • Feature Engineering
  • Model Selection

Module 2: Anomaly Detection

  • Unsupervised Learning
  • Network Anomalies
  • User Behavior Analytics
  • Time Series Analysis

Module 3: Threat Classification

  • Malware Detection
  • Phishing Detection
  • Supervised Learning
  • Deep Learning Applications

Module 4: Advanced Applications

  • Threat Hunting
  • Security Automation
  • Natural Language Processing
  • Computer Vision

Module 5: Deployment & Security

  • Model Deployment
  • Adversarial Attacks
  • Model Security
  • Continuous Learning

Description

Harness the power of machine learning to enhance cybersecurity capabilities. This course covers anomaly detection, malware classification, threat hunting with ML, and security automation. Learn to build ML models for intrusion detection, analyze network traffic patterns, and implement AI-driven security operations centers (SOCs).

Instructor

Dr. Lisa Park

Lead Instructor

Dr. Lisa Park is a renowned expert in AI & Cybersecurity with over 10 years of experience.

Course Stats

  • 120+ Video Lessons
  • 30+ Downloadable Resources
  • Skill Level: All Levels
  • Certificate of Completion