AI for Cybersecurity Applications

by implementing a binary classifier aiming at predicting data exfiltration via DNS and classifiy if it is malicious or not malicious.

Data Analysis to visualize the distribution of data features using:

• Histogram
• Seaborn
• Boxplot

Feature engineering using:

• Anova Selector to choose the best combination of features
• Mutual Info Selector another technique to choose the best combinaiton of features

Modeling using:

• Decsion Tree
• Logistic Regression
• Naive Bayes