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Alfred, Find the Attacker - A Primer on AI and ML Applications in the IT Security Domain

Offered By: WEareTROOPERS via YouTube

Tags

TROOPERS Courses Machine Learning Courses Deep Learning Courses Supervised Learning Courses Unsupervised Learning Courses Network Security Courses User Behavior Analysis Courses Outlier Detection Courses

Course Description

Overview

Explore AI and machine learning applications in IT security through this 37-minute conference talk. Dive into deep learning concepts, classification, regression, and outlier detection techniques. Learn about supervised and unsupervised learning approaches, and their applications in antivirus systems, endpoint protection, fraud prevention, and user behavior analysis. Discover how these technologies are utilized in network and application security. Gain insights into machine learning testbenches and practical implementation tips for enhancing your organization's cybersecurity defenses.

Syllabus

Intro
WHOAMI
DISCLAIMER
DEEP... WHAT?
TIMELINE
METRICS
CLASSIFICATION & REGRESSION
OUTLIER DETECTION
SUPERVISED UNSUPERVISED
MACHINE LEARNING & DEEP LEARNING
AV-SYSTEMS / ENDPOINT PROTECTION
FRAUD PROTECTION
USER BEHAVIOR ANALYSIS
APPLICATION
NETWORK
MACHINE LEARNING TESTBENCH
THE FINE PRINT
HOW DO I...?


Taught by

WEareTROOPERS

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