These are the materials for the module: Machine Learning for Security.

The videos on Backpropagation algorithm and Support Vector Machines by Prof. Patrick Winston (MIT) are strongly recommended.

• Introduction
• Introduction to Probabilistic Learning
• Decision trees
• Perceptron
• Support Vector Machines
• Preprocessing of Data
• Intrusion Detection
• Malware detection using Bayes, SVMs, Decision Trees