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


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Contact UsConfront emerging threats, secure your environment, and strengthen cyber resilience with SANS
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.









Elevate your expertise with cybersecurity training at SANS Secure Singapore 2026. Led by industry-leading instructors renowned for their deep knowledge and practical insights!

Security isn’t just about technology, it’s about people. And in 2026, your organization needs more than annual training to build a culture of security-aware behavior. The newly updated SANS Security Awareness & Culture Maturity Model™ eBook is your guide to evolving a compliance-driven program into a resilient, culture-based strategy.

SANS is shaping the secure, AI-ready workforce. Through industry-defining training and role-specific resources, we help organizations build AI skills, strengthen talent pipelines, and protect innovation—preparing professionals to lead confidently in the age of AI.

Modern incidents move fast across cloud, enterprise, and OT environments. Join the IR Command Roundtable, led by SANS DFIR expert Heather Barnhart, to learn how experienced teams stay focused, coordinate response, and avoid early missteps when incidents escalate.

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.
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.
Master the skills to earn GIAC certifications, the industry's most rigorous credentials, with expert exam preparation from SANS.
Preview 70+ SANS courses, assess course difficulty, watch expert instructors, and experience the SANS OnDemand training platform firsthand.
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.
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.
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.
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.
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 moreEffective 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 moreCloud 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 moreIn the SANS State of ICS/OT Security 2025 Report, only 14 percent of organizations felt fully prepared for emerging or future cyber threats in their operational environments.


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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

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.

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.

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.
Equip your team with cutting-edge cybersecurity skills, designed to address your organization’s most critical security needs.
Empower your leaders with strategies that drive better decision-making, stronger risk management, and improved cyber resilience.
Mitigate human risk and ensure compliance with advanced training that addresses evolving threats and security regulations.
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.

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.

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.

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.
Some of us are so effective, and so well known, that the term “Rock Star” truly applies. What skills do these Rock Stars possess, and what do aspiring Rock Stars need to develop?

The Winter Cyber Solutions Fest 2026: Finance and Banking brings together leaders, innovators, and security experts to explore the evolving threat landscape facing banks, fintech companies, and financial institutions.

Winter Cyber Solutions Fest 2026: Healthcare convenes cybersecurity professionals, healthcare providers, policy experts, and technology innovators to address the urgent need for robust, patient-centric security solutions across the healthcare sector.

The Winter Cyber Solutions Fest: Utilities and Critical Infrastructure Forum is a virtual event built specifically for utility asset owners, technology vendors, operators' staff, engineers, and cybersecurity professionals responsible for defending the ICS/OT systems that make, move, and power our world.

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

This webcast explores the current and future state of Digital Investigative Analysis in an environment shaped by encryption by default, cloud based systems, and expanding data volumes.

This talk will highlight the pitfalls of incorporating artificial intelligence into analytical workflows, explore the areas where it can add value, and offer a perspective that is both skeptical and cautiously optimistic on where CTI may go in the age of AI.

This webcast explores the evolution of machine learning context-based prompting, RAG, Agentic AI, and fine-tuning and associated risks.

SEC560 has received a major update! Join lead author Jeff McJunkin for a walkthrough of new bonus labs, Azure and hybrid attack scenarios, native Apple Silicon VM support, and a brand-new multi-network bonus range built to extend real-world skills.

The Verizon DBIR says stolen credentials cause more breaches than phishing and exploits combined. Now, AI is making these attacks even more effective. Join SANS Fellow Joshua Wright to learn what you can do to protect your environment.

AI is the most transformational technology of our generation. It is where conflict will occur. And it's our job to secure it. Come to this session and learn the trends, techniques, and tools to do just that.

SEC573 has been updated for the AI era. Join Mark Baggett for a first look at how Python, LLMs, and MCP are transforming security automation, making tool building faster, more accessible, and far more powerful for defenders and offensive operators alike.

Join SANS Senior Instructor Erik Van Buggenhout, Splunk’s Director of Product Management Tim Nary, and NVISO Detection Engineering SME Stamatis Chatzimangou as they explore effective detection engineering.

Command and Control doesn’t have to be command-heavy. This hands-on workshop shows how to use AI and the Model Context Protocol (MCP) to interact with Empire C2 through natural language, streamlining red team operations and reducing friction during engagements.

Security teams are under increasing pressure to detect, respond, and adapt at the speed of today’s evolving threats. The SANS 2026 SOC, SIEM, SOAR Forum brings together practitioners, architects, and leaders to share real-world experiences, lessons learned, and proven practices for advancing Security Operations.

Organizations rely on third-party vendors to operate and scale, but blind reliance introduces risk. Learn why vendor risk matters, lessons from real breaches, and how to build a modern, continuous TPRM program aligned to NIS2, DORA, and GDPR.

Technical Skills are Essential, But Geek will only get you so far

The first minutes of an incident determine containment or crisis. Join this SANS virtual roundtable to learn how leading teams align across SOC, cloud, OT, and leadership to execute faster under pressure.

In this SANS First Look webcast, we explore how Zscaler’s Zero Trust Branch (ZTB) introduces a new, streamlined approach to securing branch and OT environments.

Overview Identity has become the new battleground. From SaaS to cloud to legacy Active Directory, it is now the central control point—and attackers know it.
