Course Overview
Lesson 1.1 Introduction to Machine Learning and Its Implications for Cybersecurity
Lesson 1.2: The Landscape of Cyber Threats and the Role of Machine Learning
End-of-Module 1 Quiz: Introduction to Machine Learning in Cybersecurity
Lesson 2.1 Overview of Machine Learning Algorithms
Lesson 2.2 Machine Learning Algorithms Specific to Cybersecurity
Lesson 2.3: Practical Exercise: Applying Supervised Learning for Malware Detection
End-of-Module 2 Quiz: Machine Learning Techniques for Threat Detection
Lesson 3.1: Setting Up Machine Learning Infrastructure
Lesson 3.2: Integration of Machine Learning with Existing Security Protocols
Lesson 3.3: Practical Exercise: Developing a Real-Time Threat Detection System
End of Module 3 Quiz: Implementing Machine Learning Solutions
Lesson 4.1: Model Evaluation and Performance Metrics
Lesson 4.2: Case Study: Evaluating Models in Simulated Cyber Attack Scenarios
Lesson 4.3: Practical Exercise: Model Tuning and Optimisation
End-of-Module Quiz: Evaluating and Tuning Machine Learning Models in Cybersecurity
