April 10, 2024

How Machine Learning is Leveraged for Attack Detection Scenarios

Machine Learning (ML) is used to identify abnormal behavior and pinpoint malicious behavior. This webinar will show you how Gurucul uses adaptive and static ML models to identify two different MITRE attack stages: Lateral movement (T1110) and Valid/Default Account (T1078/001). In our demonstration, we’ll run a basic model and identify an ‘outlier’ use case. During the webinar we’ll address the following:

  • How ML models are used
  • How ML minimizes false positives
  • Why you can’t rely on security alerts alone
  • Advantages of combining ML with security alerts.

SPEAKERS:
Sanjay Raja
Sanjay Raja VP, Product Marketing and Solutions

Sanjay brings over 20 years of experience in building, marketing and selling cyber security and networking solutions to enterprises, medium-to-small business, and managed service providers. Previously, Sanjay was VP of Marketing at Prevailion, a cyber intelligence startup. Sanjay has also several successful leadership roles in Marketing, Product Strategy, Alliances and Engineering at Digital Defense (acquired by Help Systems), Lumeta (acquired by Firemon), RSA (Netwitness), Cisco Systems, HP Enterprise Security, Crossbeam Systems, Arbor Networks, Top Layer Networks, Caw Networks (acquired by Spirent Communications), Nexsi Systems, 3Com, and Cabletron Systems. Sanjay holds a B.S.EE and an MBA from Worcester Polytechnic Institute. Sanjay is also a CISSP as well as Pragmatic Marketing certified.

Antony Farrow

Antony Farrow Sr Director of Solution Architecture

Antony Farrow has more than 26 years of experience in technology. He began his career at Wellfleet, and then Bay Networks / Nortel performing level 4 support for several Global Fortune 500 companies. Antony later moved into the startup world at Crossbeam as a Corporate System Engineer, running a Solutions Architecture team to drive the company over the one hundred million dollar revenue mark. Following Crossbeam, Antony designed solutions and managed products for Arbor Network, and Plexxi, running both the support organization and field CTO evangelist for empow cyber security. Most recently Antony ran Technical Product Lifecycle Management and Technology Integration divisions for Cybereason.