SEC595: Applied Data Science and AI/Machine Learning for Cybersecurity Professionals
SEC595Cyber Defense
SANS Community Benefits
Connect, learn, and share with other cybersecurity professionals
Defending AI Models - Strategies for Securing AI Implementations Against Emerging Threats
Defending AI Models - Strategies for Securing AI Implementations Against Emerging Threats (PDF, 2.28MB)Last updated: 31 Mar, 2025
Related Courses
- Slide 1 of 23
AIS247: AI Security Essentials for Business Leaders
Essentials AIS247Cybersecurity Leadership
- 2 CPEs / 2 Hours (Self-Paced)
- Slide 2 of 23
SEC535: Offensive AI - Attack Tools and Techniques
newIntermediate SEC535Offensive Operations
- 3 Days (Instructor-Led)
- 18 CPEs / 18 Hours (Self-Paced)
- Labs: 14 Hands-On Labs
- Slide 3 of 23
SEC595: Applied Data Science and AI/Machine Learning for Cybersecurity Professionals
Advanced SEC595Cyber Defense- GIAC Machine Learning Engineer (GMLE)
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 30 Hands-On Labs
- Slide 4 of 23
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 5 of 23
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 6 of 23
LDR433: Managing Human Risk
Intermediate LDR433Cybersecurity Leadership
- SANS Security Awareness Professional (SSAP)
- 3 Days (Instructor-Led)
- 18 CPEs / 18 Hours (Self-Paced)
- Slide 7 of 23
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 8 of 23
LDR512: Security Leadership Essentials for Managers
Intermediate LDR512Cybersecurity Leadership
- GIAC Security Leadership (GSLC)
- 5 Days (Instructor-Led)
- 30 CPEs / 30 Hours (Self-Paced)
- Labs: 22 Hands-On Labs
- Slide 9 of 23
SEC588: Cloud Penetration Testing
Intermediate SEC588Offensive Operations
- GIAC Cloud Penetration Tester (GCPN)
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 27 Hands-On Labs
- Slide 10 of 23
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 11 of 23
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 12 of 23
LDR551: Building and Leading Security Operations Centers
Intermediate LDR551Cybersecurity Leadership
- GIAC Security Operations Manager (GSOM)
- 5 Days (Instructor-Led)
- 30 CPEs / 30 Hours (Self-Paced)
- Labs: 17 Hands-On Labs
- Slide 13 of 23
LDR519: Cybersecurity Risk Management and Compliance
newAdvanced LDR519Cybersecurity Leadership
- 5 Days (Instructor-Led)
- 30 CPEs / 30 Hours (Self-Paced)
- Labs: 16 Hands-On Labs
- Slide 14 of 23
LDR516: Strategic Vulnerability and Threat Management
Major UpdatesAdvanced LDR516Cybersecurity Leadership
- 5 Days (Instructor-Led)
- 30 CPEs / 30 Hours (Self-Paced)
- Labs: 11 Hands-On Labs
- Slide 15 of 23
SEC450: Blue Team Fundamentals: Security Operations and Analysis
Beginner SEC450Cyber Defense
- GIAC Security Operations Certified (GSOC)
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 20 Hands-On Labs
- Slide 16 of 23
SEC401J: Security Essentials - Network, Endpoint, and Cloud (Japanese)
Essentials SEC401JCyber Defense
- GIAC Security Essentials (GSEC)
- 6 Days (Instructor-Led)
- 46 CPEs / 46 Hours (Self-Paced)
- Labs: 20 Hands-On Labs
- Slide 17 of 23
SEC587: Advanced Open-Source Intelligence (OSINT) Gathering and Analysis
Advanced SEC587Cyber Defense
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 28 Hands-On Labs
- Slide 18 of 23
SEC366: CIS Implementation Group 1
newEssentials SEC366Cybersecurity Leadership
- 6 CPEs / 6 Hours (Self-Paced)
- Slide 19 of 23
SEC467: Social Engineering for Security Professionals
Beginner SEC467Offensive Operations
- 2 Days (Instructor-Led)
- 12 CPEs / 12 Hours (Self-Paced)
- Labs: 8 Hands-On Labs
- Slide 20 of 23
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 21 of 23
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 22 of 23
SEC405: Business Finance Essentials
Essentials SEC405Cybersecurity Leadership
- 6 CPEs / 6 Hours (Self-Paced)
- Slide 23 of 23
ICS515: ICS Visibility, Detection, and Response
Intermediate ICS515Industrial Control Systems Security
- GIAC Response and Industrial Defense (GRID)
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 25 Hands-On Labs