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


Experience SANS training through course previews.
Learn MoreLet us help.
Contact usBecome a member for instant access to our free resources.
Sign UpWe're here to help.
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.









The updated SANS Security Awareness & Culture Maturity Model™ eBook provides a clear, stage-based roadmap for evolving security awareness beyond annual training. Learn how mature programs measure progress, reduce human risk, and build lasting security culture at scale.

Explore SANS training in Asia Pacific either in person or online. Learn from industry experts and build mission-critical skills.

Imagine four days surrounded by the brightest minds in cybersecurity—hearing directly from leaders shaping the future, diving into sessions built around the toughest challenges, and witnessing innovations that spark new ideas. RSAC™ 2026 Conference is happening March 23–26 at the Moscone Center in San Francisco.
Register today and enjoy $150 off your All Access Pass with Discount Code: 16USANSAD

From hot topics to hands-on tips, SANS Community Nights bring learning and connection to cyber pros across Asia Pacific. Find the latest events and join us for a great night of learning.

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 moreMany incident response failures do not come from a lack of tools, intelligence, or technical skills. They come from what happens immediately after detection, when pressure is high and information is incomplete.




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.
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

Generative AI has changed the ground on which our organisations operate. Convincing messages appear instantly. Identity can be convincingly faked. Information is abundant, but wisdom seems in short supply.

Organizations often delay penetration testing because they feel unprepared, fear the results, or believe compliance and tooling alone equal security. This talk challenges those assumptions head-on.

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.

SEC665: Advanced Red Team Operations is here. Attend this workshop for a deep dive into the brand-new course - exploring its syllabus, advanced tooling, security product internals, and kernel driver reversing, all culminating in a live lab demo built for seasoned operators.

As organizations face increasing uncertainty, evolving threats, and shifting regulations, cybersecurity leaders are being challenged to lead with both vision and adaptability. This Solutions Track session focuses on translating those leadership challenges into actionable strategies—providing frameworks, proven approaches, and decision-making tools for professionals at every level who are responsible for driving security initiatives and organizational resilience.

Buzz about AI agents is everywhere in security. But in the SOC, trust remains the biggest barrier to adoption. Trust that AI actually brings value instead of mere vendor hype. Trust that AI SOC tools aren’t being used to replace analysts.

In this SANS webcast, Mathias Fuchs examines whether human-only security operations can realistically keep up in an era of AI-enabled attacks, shrinking budgets, and a widening cybersecurity workforce gap.

Discover how attackers exploit prompt injection to bypass AI safeguards and learn the defensive strategies needed to secure modern AI systems.

Join SANS Instructor Chris Crowley and Tidal Cyber Co-Founder and Chief Innovation Officer Frank Duff to explore how to move beyond theory and operationalize MITRE ATT&CK across your environment.

This session aims to examine where AI is genuinely adding value in DFIR today, including triage assistance, query generation, and analyst acceleration in platforms such as the AI-enabled SANS SIFT Workstation.

Threat intelligence is critical to effective adversary emulation. In this hands-on workshop, you'll learn how to analyze real-world threat reports, map adversary techniques to MITRE ATT&CK, and use AI-assisted workflows to accelerate TTP extraction and red team planning.
