SNS S595: Applied Data Science & AI/Machine Learning for CyberSurity (GMLE)
Course Description
The SNS S595: Applied Data Science & AI/Machine Learning for CyberSurity (GMLE) course delivers advanced, hands-on training in applying data science and machine learning techniques to real-world cybersecurity challenges. This course equips learners with the skills to transform large-scale security data into actionable intelligence using Python, automation, and analytics.
Participants learn how to engineer data pipelines, train and evaluate machine learning models, detect anomalies, and apply AI-driven techniques to strengthen security operations. The course emphasizes practical implementation, enabling teams to predict threats, automate complex security workflows, and enhance defensive decision-making.
What You Will Learn
Applying data science workflows to cybersecurity use cases
Data engineering and feature extraction for security analytics
Building, training, and validating machine learning models
Anomaly detection techniques for threat identification
Using supervised and unsupervised learning for security insights
Applying deep learning methods to security data
Automating security analytics and response workflows
Deploying and operationalizing models for cyber defense
Who This Course Is For
Cybersecurity professionals expanding into data science and AI
Threat hunters and SOC analysts working with large security datasets
Security engineers automating detection and response workflows
Practitioners preparing for advanced security analytics and ML-focused certifications
Hands-On Training Experience
Learners complete extensive lab exercises focused on real-world cyber defense scenarios. These labs cover model design, training, validation, and deployment, reinforcing practical skills for applying AI and machine learning to security operations.
Course Outcomes
By the end of this course, you will be able to apply data science and machine learning techniques to cybersecurity challenges, build and deploy analytical models, automate security operations, and detect threats at scale—fully aligned with the objectives of the SNS S595: Applied Data Science & AI/Machine Learning for CyberSurity (GMLE) program.