SEC595: Applied Data Science and AI/Machine Learning for Cybersecurity Professionals
SEC595Cyber Defense, Artificial Intelligence
SANS Community Benefits
Connect, learn, and share with other cybersecurity professionals
SANS 2025 Detection and Response Survey Webcast and Forum
SANS 2025 Detection and Response Survey Webcast and Forum (PDF, 2.11MB)Published: 26 Nov, 2025
SANS 2025 Detection and Response Survey Webcast and Forum
The SANS 2025 Detection and Response Survey webcast will delve into the current state of cybersecurity operations, questioning whether the heavy emphasis on endpoint detection is creating new blind spots.
Meet Your Author
Related Courses
- Slide 1 of 19
SEC275: Foundations: Computers, Technology, & Security
Beginner SEC275Cyber Defense
- GIAC Foundational Cybersecurity Technologies (GFACT)
- 38 CPEs / 38 Hours (Self-Paced)
- Labs: 80 Hands-On Labs
- Slide 2 of 19
SEC503: Network Monitoring and Threat Detection In-Depth
Intermediate SEC503Cyber Defense
- GIAC Certified Intrusion Analyst (GCIA)
- 6 Days (Instructor-Led)
- 46 CPEs / 46 Hours (Self-Paced)
- Labs: 37 Hands-On Labs
- Slide 3 of 19
SEC501: Advanced Security Essentials - Enterprise Defender
Intermediate SEC501Cyber Defense
- GIAC Certified Enterprise Defender (GCED)
- 6 Days (Instructor-Led)
- 38 CPEs / 38 Hours (Self-Paced)
- Labs: 25 Hands-On Labs
- Slide 4 of 19
SEC573: Automating Information Security with Python
Advanced SEC573Cyber Defense
- GIAC Python Coder (GPYC)
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 128 Hands-On Labs
- Slide 5 of 19
SEC497: Practical Open-Source Intelligence (OSINT)
Intermediate SEC497Cyber Defense
- GIAC Open Source Intelligence (GOSI)
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 29 Hands-On Labs
- Slide 6 of 19
SEC450: SOC Analyst Training – Applied Skills for Cyber Defense Operations
Major UpdatesIntermediate SEC450Cyber Defense
- GIAC Security Operations Certified (GSOC)
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 22 Hands-On Labs
- Slide 7 of 19
SEC401J: Security Essentials - Network, Endpoint, and Cloud (Japanese)
Essentials SEC401JCyber Defense
- GIAC Security Essentials (GSEC)
- 6 Days (Instructor-Led)
- 46 CPEs / 46 Hours
- Labs: 20 Hands-On Labs
- Slide 8 of 19
SEC587: Advanced Open-Source Intelligence (OSINT) Gathering and Analysis
Advanced SEC587Cyber Defense
- GIAC Strategic OSINT Analyst (GSOA)
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 28 Hands-On Labs
- Slide 9 of 19
SEC411: AI Security Principles and Practices: GenAI and LLM Defense
newAI-FOCUSEDIntermediate SEC411Cyber Defense, Artificial Intelligence
- 14 CPEs / 14 Hours
- Labs: 3 Hands-On Labs
- Slide 10 of 19
SEC511: Cybersecurity Engineering: Advanced Threat Detection and Monitoring
Intermediate SEC511Cyber Defense
- GIAC Continuous Monitoring Certification (GMON)
- 6 Days (Instructor-Led)
- 46 CPEs / 46 Hours (Self-Paced)
- Labs: 18 Hands-On Labs
- Slide 11 of 19
SEC555: Detection Engineering and SIEM Analytics
Intermediate SEC555Cyber Defense
- GIAC Certified Detection Analyst (GCDA)
- 5 Days (Instructor-Led)
- 30 CPEs / 30 Hours (Self-Paced)
- Labs: 18 Hands-On Labs
- Slide 12 of 19
SEC406: Linux Security for InfoSec Professionals
Essentials SEC406Cyber Defense- 5 Days (Instructor-Led)
- 30 CPEs / 30 Hours (Self-Paced)
- Labs: 30 Hands-On Labs
- Slide 13 of 19
SEC495: Leveraging LLMs: Building & Securing RAG, Contextual RAG, and Agentic RAG
AI-FOCUSEDEssentials SEC495Cyber Defense, Artificial Intelligence
- 7 CPEs / 7 Hours (Self-Paced)
- Slide 14 of 19
SEC401: Security Essentials - Network, Endpoint, and Cloud
Essentials SEC401Cyber Defense
- GIAC Security Essentials (GSEC)
- 6 Days (Instructor-Led)
- 46 CPEs / 46 Hours (Self-Paced)
- Labs: 20 Hands-On Labs
- Slide 15 of 19
SEC673: Advanced Information Security Automation with Python
newAdvanced SEC673Cyber Defense
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 27 Hands-On Labs
- Slide 16 of 19
SEC547: Defending Product Supply Chains
newIntermediate SEC547Cyber Defense
- 18 CPEs / 18 Hours (Self-Paced)
- Labs: 13 Hands-On Labs
- Slide 17 of 19
SEC301: Introduction to Cyber Security
Beginner SEC301Cyber Defense- GIAC Information Security Fundamentals (GISF)
- 5 Days (Instructor-Led)
- 30 CPEs / 30 Hours (Self-Paced)
- Labs: 14 Hands-On Labs
- Slide 18 of 19
SEC530: Defensible Security Architecture and Engineering: Implementing Zero Trust for the Hybrid Enterprise
Intermediate SEC530Cyber Defense
- GIAC Defensible Security Architecture (GDSA)
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 24 Hands-On Labs
- Slide 19 of 19
SEC595: Applied Data Science and AI/Machine Learning for Cybersecurity Professionals
AI-FOCUSEDAdvanced SEC595Cyber Defense, Artificial Intelligence- GIAC Machine Learning Engineer (GMLE)
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 30 Hands-On Labs