Johns Hopkins University
Introduction to AI for Cybersecurity
Johns Hopkins University

Introduction to AI for Cybersecurity

Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

9 hours to complete
3 weeks at 3 hours a week
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

9 hours to complete
3 weeks at 3 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Use AI techniques to detect and mitigate various cyber threats, protecting digital assets and data.

  • Develop and apply machine learning models to identify, classify, and filter spam and phishing emails.

  • Implement AI-driven biometric solutions like keystroke dynamics and facial recognition to enhance user authentication security.

Details to know

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Recently updated!

September 2024

Assessments

9 assignments

Taught in English

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This course is part of the AI for Cybersecurity Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
  • Learn new concepts from industry experts
  • Gain a foundational understanding of a subject or tool
  • Develop job-relevant skills with hands-on projects
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There are 4 modules in this course

This course will guide you through the ML development process and its vital applications in combating cyber threats. We’ll explore the challenges posed by technological advancements, examine AI’s role in spam filtering and email threat detection, and implement key algorithms like decision trees and Naïve Bayes. Additionally, you’ll learn how biometric solutions, such as keystroke dynamics and facial recognition, can enhance user authentication security.

What's included

2 readings

In this module, we will discuss the background of artificial intelligence (AI) and provide a brief overview. Also, in this module and every module, we will take a hands-on approach to learning how to use AI for cybersecurity.

What's included

2 videos3 readings3 assignments

In this module, we shall discuss the detection of email threats using AI. Also, we will implement hands-on examples of the use of various ML techniques to detect email threats such as perceptron for spam filtering, support vector machine for spam filtering, regression and decision tree algorithms for spam filtering, and the use of Naïve Bayes ML algorithm and natural language processing for spam filtering.

What's included

5 videos3 readings3 assignments

In this module, we will discuss the background of threats against user authentication. Also, we will explore hands-on implementations of fake login detection analytics using biometrics.

What's included

2 videos3 readings3 assignments1 ungraded lab

Instructor

Lanier Watkins
Johns Hopkins University
3 Courses6 learners

Offered by

Recommended if you're interested in Security

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