chapter 1: introduction to ai for cybersecurity professionals · 2019. 8. 2. · test data training...

46
Chapter 1: Introduction to AI for Cybersecurity Professionals

Upload: others

Post on 04-Mar-2021

27 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

Chapter 1: Introduction to AI forCybersecurity Professionals

Page 2: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 2 ]

Page 3: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 3 ]

Page 4: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 4 ]

Chapter 2: Setting Up Your AI forCybersecurity Arsenal

Page 5: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 5 ]

Page 6: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 6 ]

Page 7: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 7 ]

Page 8: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 8 ]

Page 9: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 9 ]

Page 10: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 10 ]

Chapter 3: Ham or Spam? Detecting EmailCybersecurity Threats with AI

Page 11: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 11 ]

Page 12: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 12 ]

Page 13: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 13 ]

Page 14: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 14 ]

Page 15: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 15 ]

Page 16: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 16 ]

Chapter 4: Malware Threat Detection

Page 17: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 17 ]

Page 18: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 18 ]

Page 19: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 19 ]

Page 20: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 20 ]

Page 21: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 21 ]

Page 22: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 22 ]

Page 23: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 23 ]

Chapter 5: Network Anomaly Detection withAI

Page 24: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 24 ]

Page 25: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 25 ]

Page 26: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 26 ]

Page 27: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 27 ]

Chapter 6: Securing User Authentication

Page 28: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 28 ]

Page 29: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 29 ]

Page 30: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 30 ]

Page 31: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 31 ]

Page 32: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 32 ]

Chapter 7: Fraud Prevention with Cloud AISolutions

Page 33: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 33 ]

Page 34: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 34 ]

Page 35: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 35 ]

Page 36: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 36 ]

Page 37: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 37 ]

Page 38: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 38 ]

Page 39: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 39 ]

Page 40: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 40 ]

Chapter 8: GANs - Attacks and Defenses

Page 41: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 41 ]

Page 42: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 42 ]

Chapter 9: Evaluating Algorithms

Page 43: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 43 ]

Page 44: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 44 ]

Page 45: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 45 ]

Page 46: Chapter 1: Introduction to AI for Cybersecurity Professionals · 2019. 8. 2. · Test data Training data Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 Fold 5 2 2 2 2 2 2 Fold Fold Fold Fold

[ 46 ]

Chapter 10: Assessing your AI Arsenal