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### SEC595: Applied Data Science and AI/Machine Learning for Cybersecurity Professionals

SEC595Cyber Defense, Artificial Intelligence

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# World-Class, Expert-Led Cybersecurity Training

Confront emerging threats, secure your environment, and strengthen cyber resilience with SANS

For IndividualsFor Organizations

## Cybersecurity Courses

Equip yourself or your team with comprehensive hands-on cybersecurity training. Explore 85+ courses covering technical skills, leadership, and real-world defense against evolving cyber threats.

View All Courses

- Slide 1 of 9

### 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

#### Quick view

View course detailsRegister
- Slide 2 of 9

### SEC545: GenAI and LLM Application Security

newAI-FOCUSEDAdvanced

SEC545Cloud Security, Artificial Intelligence

- 3 Days (Instructor-Led)
- 18 CPEs / 18 Hours (Self-Paced)
- Labs: 11 Hands-On Labs

#### Quick view

View course detailsRegister
- Slide 3 of 9

### 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

#### Quick view

View course detailsRegister
- Slide 4 of 9

### SEC598: AI and Security Automation for Red, Blue, and Purple Teams

Major UpdatesAI-FOCUSEDIntermediate

SEC598Offensive Operations, Artificial Intelligence

- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 25 Hands-On Labs

#### Quick view

View course detailsRegister
- Slide 5 of 9

### 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

#### Quick view

View course detailsRegister
- Slide 6 of 9

### SEC535: Offensive AI - Attack Tools and Techniques

newAI-FOCUSEDIntermediate

SEC535Offensive Operations, Artificial Intelligence

- 3 Days (Instructor-Led)
- 18 CPEs / 18 Hours (Self-Paced)
- Labs: 14 Hands-On Labs

#### Quick view

View course detailsRegister
- Slide 7 of 9

### FOR508: Advanced Incident Response, Threat Hunting, and Digital Forensics

Intermediate

FOR508Digital Forensics and Incident Response

- GIAC Certified Forensic Analyst (GCFA)
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 35 Hands-On Labs

#### Quick view

View course detailsRegister
- Slide 8 of 9

### 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

#### Quick view

View course detailsRegister
- Slide 9 of 9

### FOR578: Cyber Threat Intelligence

Intermediate

FOR578Digital Forensics and Incident Response

- GIAC Cyber Threat Intelligence (GCTI)
- 6 Days (Instructor-Led)
- 36 CPEs / 36 Hours (Self-Paced)
- Labs: 20 Hands-On Labs

#### Quick view

View course detailsRegister

View All Courses

- Slide 1 of 4

### CyberThreat London 2025 3-4th Dec

Europe's premier cybersecurity summit returns to iconic Stamford Bridge. Two days of world-class technical content and networking.

\- Learn from global experts

\- Stay ahead of the latest attacker techniques

\- Network with peers and industry leaders

\- Earn 12 CPEs for attending the summit

Register Now
- Slide 2 of 4

### Defining the Future of AI Security

The rules for secure AI adoption are still being written – and SANS is helping write them.

This infographic shows how we’re influencing global standards like the EU AI Act, OWASP, and ISO/IEC 27090 while preparing teams to act with confidence.

SANS instructors aren’t just observers. They’re the experts shaping frameworks and transforming policy into practice.

See how SANS is helping organizations protect, utilize, and govern AI systems with clarity and readiness.

Download the Free Infographic
- Slide 3 of 4

### Train Live Online with SANS Europe | January 2026

Experience the same high-impact SANS training, delivered live online, wherever you are in Europe. Interact in real time with expert instructors, collaborate with peers, and master essential cybersecurity techniques from your own environment.

Courses like SEC535: Offensive AI - Attack Tools and Techniques and FOR528: Ransomware and Cyber Extortion bring the full SANS experience to your screen.

Join SANS Live Online Europe this January. Train without borders.
- Slide 4 of 4

### Unfiltered Voices. Unscripted Insights.

The Cyber Leaders Podcast returns November 7 with its sharpest season yet. Hosted by James Lyne and Ciaran Martin, the new series goes beyond vendor talk and surface-level headlines while blending wit, authority, and honesty in conversations that matter. From AI pressure to quantum disruption to SOC burnout, these are the insights helping CISOs and senior defenders lead with confidence.

Explore the Voices Ahead

## Explore Your Cybersecurity Journey

Whether you're getting started or advancing your skills, choose from world-class training, industry-recognized certifications, or explore with free course demos. Start building your path with SANS.

### Ways to Train

Learn your way, whether in person, live instruction delivered in an online format, or self-paced, on your own schedule, with cybersecurity courses from top industry experts.

Learn More

### Certifications

Master the skills to earn GIAC certifications, the industry's most rigorous credentials, with expert exam preparation from SANS.

Get Certified

### SANS Summits

Discover our global SANS Summits, running throughout the year covering a multitude of topics. This is the perfect way to experience the quality of SANS speakers and instructors!

Learn More

## Trusted by Global Governments and Leading Industries

- Slide 1 of 3

> The real value of this training lies at the intersection of quality content and delivery by a subject-matter expert actively working in the field, making it incredibly relevant and immediately applicable to my job.
>
> P. WatsonMicrosoft Corp
- Slide 2 of 3

> You cannot beat the quality of SANS classes and instructors. I came back to work and was able to implement my skills learned in class on day one. Invaluable.
>
> Melissa SokolowskiXerox
- Slide 3 of 3

> SANS is the best information security training you’ll find anywhere. World-class instructors, hands-on instruction, actionable information you can really use, and NetWars.
>
> Jeff StebeltonNetJets Inc.

Slide 1 of 0

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## Cybersecurity Focus Areas

Effective cybersecurity operations rely on layers of offensive testing, defensive architecture and monitoring, forensics and incident response, cloud security, and leadership. Advancing your capabilities in these focus areas is our mission because it furthers your ability to protect us all.

View More

### Offensive Operations, Pen Testing and Red Teaming Training

Training in penetration testing, red teaming, purple teaming, and exploit development, provides the skills needed to simulate real-world attacks, evade defenses, and enhance security through adversary emulation and improving defense strategies.

Learn more

### Cyber Defense Training

Effective Cyber Defense enables organizations to anticipate, withstand, and recover from cyber-attacks through proactive monitoring, threat detection, and incident response. It combines security operations, automation, and resilient architecture to reduce risk and minimize attack impact.

Learn more

### Cloud Security Training, Courses, and Resources

Cloud security encompasses technologies, policies, and controls that protect data, applications, and infrastructure in cloud environments. Knowing how to safeguard sensitive information in cloud environments is crucial for preventing cyber threats, ensuring compliance, and maintaining business continuity.

Learn more

## Insights From The Experts

### SANS CyberThreat Summit 2025

CyberThreat 2025 returns to London, bringing together Europe's cybersecurity community for another spectacular two-day conference. The event will take place on Wednesday, 3rd December and Thursday, 4th December 2025 at the iconic Stamford Bridge.

Event

Kirsten Ward, Dr. Xena Olsen, Lina Lau, Simon Vernon, James Lyne, Allison Wikoff & Ciaran Martin

- Slide 1 of 3

### Fall Cyber Solutions Fest 2025: SOC Track

Webinar

FeaturesChristopher Crowley
- Slide 2 of 3

### Fall Cyber Solutions Fest 2025: Cloud Identity and Access Management Track

Webinar

FeaturesChris Edmundson
- Slide 3 of 3

### Fall Cyber Solutions Fest 2025: AI Track

Webinar

FeaturesMatt Bromiley

View More Insights

- Slide 1 of 4

### Learning with SANS
159

#### Trusted Globally By 159 Country Governments

Governments around the world rely on SANS for best-in-class training, equipping local and international cybersecurity teams with the skills necessary to protect critical infrastructure and stay ahead of adversaries

Learn More
- Slide 2 of 4

### Learning with SANS
400k

#### 400k Cybersecurity Practitioners Train with SANS

Cybersecurity professionals of all skill levels train with SANS to learn from industry experts and gain hands-on, practical knowledge that can be applied immediately, effectively preparing them for real-world threats.

Learn More
- Slide 3 of 4

### Learning with SANS
230k

#### 230k+ Certifications Granted by GIAC

SANS Institute is GIAC’s preferred partner for exam preparation, offering focused curriculums that help individuals pass with confidence and validate their expertise in various cybersecurity domains.

Learn More
- Slide 4 of 4

### Learning with SANS
492

#### 492 Fortune 500 Companies Enlist SANS Training Solutions

Fortune 500 companies partner with SANS to recruit, build, and retain high-performing, outcome-driven teams through industry-leading training solutions that bolster cyber resilience.

Learn More

## Secure Your Organisation

- ### Team Development

Equip your team with cutting-edge cybersecurity skills, designed to address your organization’s most critical security needs.
- ### Leadership Development

Empower your leaders with strategies that drive better decision-making, stronger risk management, and improved cyber resilience.
- ### Workforce Security and Compliance

Mitigate human risk and ensure compliance with advanced training that addresses evolving threats and security regulations.

Learn Why SANS is the Right Partner for Training

### Navigate Compliance with Confidence: Security Essentials for Business Leaders

Adapt to new SEC mandates with a 10-module training course designed to expand cyber literacy and help leaders facilitate an engaged, united cybersecurity culture.

Start Free 10-Day Trial

### CISO Network

Join the SANS CISO network, exclusively for senior security executives. Connect with experts and thought leaders, share ideas and lessons learned and help drive industry breakthroughs.

Apply for Membership

## Join the SANS Community

### Become a Member Today

Gain exclusive access to free resources, tools, and expert content—news, training, podcasts, whitepapers, and more. Explore unique member benefits designed for cybersecurity professionals that you won’t find anywhere else.

Sign Up for Free

## Upcoming Webcasts

When you join the SANS community, you gain access to free cybersecurity resources, including free training, 150+ instructor-developed tools, the latest industry updates, and more.

View All Webcasts

- Slide 1 of 20

## GridEx VIII 2025

NERC will be conducting its eighth sector-wide grid security exercise, GridEx VIII, in November 2025. GridEx VIII is designed to exercise the resilience of the North American electricity system in the face of a coordinated attack from a nation-state adversary.

WebinarIndustrial Control Systems Security

- 18 Nov 2025
- 10:00 EST

View details
- Slide 2 of 20

## SANS 2025 ICS/OT Survey Webcast & Forum: The State of ICS/OT Cybersecurity

On this webcast, we will explore results from our 2025 survey. We will cover specific topics with an eye toward providing asset owners and operators with clear benchmarks for improving cyber threats, vulnerabilities, and risks across industrial environments.

WebinarIndustrial Control Systems Security

- 19 Nov 2025
- 10:30 EST
- Jason Christopher

View details
- Slide 3 of 20

## SANS San Francisco Fall 2025: SANS@Night - ChatGPT in Your Security Program: Two Years In - What Worked, What Didn't

Remember when ChatGPT was going to revolutionize your security program overnight? This talk cuts through the vendor hype to share real-world experiences integrating AI into security workflows.

WebinarArtificial Intelligence

- 19 Nov 2025
- 18:00 PST
- Shawn Chakravarty

View details
- Slide 4 of 20

## Modern Identity Providers Under Attack: Tactics, Techniques, Detections and Mitigations

In this talk, we will share frontline experiences and lessons learned combating attacks on cloud-based identity providers, focusing on Entra ID, ADFS, Okta etc.

WebinarDigital Forensics and Incident Response

- 19 Nov 2025
- 19:00 SGT
- Anurag Khanna

View details
- Slide 5 of 20

## Every Move You Make, Every App You Play I'll Be Watching You

Modern smartphones collect an extensive array of data that offers insights into a user's daily behavior, often without them being fully aware of it. This presentation will delve into how digital forensics can analyze such data to reconstruct an individual's actions, routines, and habits.

WebinarDigital Forensics and Incident Response

- 24 Nov 2025
- 17:30 GST
- Mattia Epifani

View details
- Slide 6 of 20

## Eliminate Endpoint Blind Spots: Real-Time Security and Governance with Autonomous AI

Join Jonathan Risto, SANS Principal Instructor, Jesse Harris, Tanium Technical Leader, and Adam Janosek, AHEAD Senior Solutions Architect for a webcast that shows how Tanium Autonomous Endpoint Management (AEM) transforms this challenge into a competitive advantage.

WebinarOffensive Operations

- 2 Dec 2025
- 15:30 EST
- Jonathan Risto, Adam Janosek & Jesse Harris

View details
- Slide 7 of 20

## SANS 2025 Detection and Response Survey Webcast & 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.

WebinarDigital Forensics and Incident Response

- 3 Dec 2025
- 10:30 EST
- Josh Lemon

View details
- Slide 8 of 20

## SANS Dallas 2025: SANS@Night - Honeypots at Scale: Insights From the SANS Internet Storm Center

This talk will use little PowerPoint but instead offer an engaging walk-through of recent events, how they manifested themselves in the ISC's data, how our different data feeds work, and more. A talk not just for packet connoisseurs but for everybody interested in a good story.

WebinarCyber Defense

- 3 Dec 2025
- 18:00 CST
- Dr. Johannes Ullrich

View details
- Slide 9 of 20

## Quantum-Ready Security: A Phased Path Toward Key Distribution Resilience

In this webcast, we explore Quantum Xchange’s Phio TX platform—a quantum-safe key distribution solution designed to provide crypto-agility, out-of-band key delivery, and future-proof protection for regulated industries and critical infrastructure.

WebinarCyber Defense

- 4 Dec 2025
- 15:30 EST
- Charles Goldner

View details
- Slide 10 of 20

## Successful Infosec Consulting: Lessons from Three Decades in The Field

Starting a consulting career isn’t difficult. Many people do it successfully in the short term. So, what do consultants who have built sustainable, thriving careers do differently?

WebinarCyber Defense

- 8 Dec 2025
- 13:00 EST
- Ted Demopoulos

View details
- Slide 11 of 20

## Lessons Learned from the Yard (Greenfield Projects are Hard Too)

Chris will present challenges and lessons learned implementing cyber security on multiple large and complex offshore greenfield projects.

WebinarCybersecurity Insights

- 8 Dec 2025
- 17:30 AST
- Christopher Robinson

View details
- Slide 12 of 20

## Securing Gen AI RAG Data using Azure AI Search

Large Language Models (LLMs) and Generative AI have inherent limitations, such as outdated knowledge, lack of private data access, and the potential for hallucinations. In this session, we will introduce a strategy for overcoming these challenges: Retrieval-Augmented Generation (RAG).

WebinarCloud Security

- 9 Dec 2025
- 12:00 EST
- Eric Johnson

View details
- Slide 13 of 20

## Building a Safety-Aligned ICS/OT Cybersecurity Program

Cybersecurity policies are the foundation of any governance program, setting expectations for workforce behavior and establishing the rules that support compliance and risk management.

WebinarIndustrial Control Systems Security

- 9 Dec 2025
- 13:00 EST
- Dean Parsons

View details
- Slide 14 of 20

## Silence of the Logs: Detecting Defense Impairment in AWS and Azure

This talk will walk through real-world defense impairment techniques across AWS and Azure. We'll dig into what it looks like when attackers suppress their own IPs in GuardDuty, redirect CloudTrail logs to buckets they control, tamper with Azure diagnostic settings, or disable Defender entirely.

WebinarCloud Security

- 10 Dec 2025
- 13:00 EST
- Ryan Thompson

View details
- Slide 15 of 20

## Bootstrap: How To Start Anything

Register for the SANS 2025 SOC Survey webcast today and learn how to use results from this year’s survey to inform and recalibrate your near-term plans and long-term goals.

WebinarCyber Defense

- 10 Dec 2025
- 13:00 EST
- Ted Demopoulos

View details
- Slide 16 of 20

## NO PAIN NO GAIN: AI in the OSINT Intelligence Cycle | 苦労なくして得るものなし：OSINTインテリジェンス・サイクルにおけるAI

This presentation aims to equip attendees with the skills necessary to harness AI in the OSINT Intelligence Cycle.

WebinarArtificial Intelligence

- 10 Dec 2025
- 18:30 JST
- Dario Beniamini

View details
- Slide 17 of 20

## Transformational Cybersecurity Leadership | サイバーセキュリティにおける変革型リーダーシップ

Come learn what you can do to build evergreen security leadership skills to transform for your team, your organization, and ultimately yourself.

WebinarCybersecurity Leadership

- 11 Dec 2025
- 10:00 JST
- Frank Kim

View details
- Slide 18 of 20

## Building Your Security Culture Strategy and Roadmap

Using lessons from the SANS LDR521 course, Lance Spitzner will start with how to decipher your organizational culture and how to use that to create your guiding principles. We then will cover the four key drivers of security culture and how to align those drivers your strategy. The end result will be a custom strategy you can being to implement right away.

WebinarCybersecurity Leadership

- 11 Dec 2025
- 13:00 EST
- Lance Spitzner

View details
- Slide 19 of 20

## SANS Cyber Defense Initiative 2025: SANS@Night - How I've Changed the Way I Use AI in 2025

In this fast-paced, fun talk, we'll cover the top ways that I've improved my efficiency and productivity by changing the way I interact with AI in 2025 and into 2026.

WebinarCyber Defense

- 14 Dec 2025
- 18:45 EST
- Matt Edmondson

View details
- Slide 20 of 20

## SANS Cyber Defense Initiative 2025: SANS@Night - A Current Look at the Threat Landscape, and How AI Plays a Role

In this talk we will take a look at the most recent attack techniques, targets, and trends.

WebinarCyber Defense

- 14 Dec 2025
- 19:45 EST
- Stephen Sims

View details

View All Webcasts

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