Book Image

Hands-On Artificial Intelligence for Cybersecurity

By : Alessandro Parisi
Book Image

Hands-On Artificial Intelligence for Cybersecurity

By: Alessandro Parisi

Overview of this book

Today's organizations spend billions of dollars globally on cybersecurity. Artificial intelligence has emerged as a great solution for building smarter and safer security systems that allow you to predict and detect suspicious network activity, such as phishing or unauthorized intrusions. This cybersecurity book presents and demonstrates popular and successful AI approaches and models that you can adapt to detect potential attacks and protect your corporate systems. You'll learn about the role of machine learning and neural networks, as well as deep learning in cybersecurity, and you'll also learn how you can infuse AI capabilities into building smart defensive mechanisms. As you advance, you'll be able to apply these strategies across a variety of applications, including spam filters, network intrusion detection, botnet detection, and secure authentication. By the end of this book, you'll be ready to develop intelligent systems that can detect unusual and suspicious patterns and attacks, thereby developing strong network security defenses using AI.
Table of Contents (16 chapters)
Free Chapter
1
Section 1: AI Core Concepts and Tools of the Trade
4
Section 2: Detecting Cybersecurity Threats with AI
8
Section 3: Protecting Sensitive Information and Assets
12
Section 4: Evaluating and Testing Your AI Arsenal

Ensuring security and reliability

Managing the security and reliability of our solutions is a critical aspect, which can determine its success or failure, regardless of the quality of the models implemented.

Therefore, ensuring security and reliability of AI-empowered solutions translates into the following:

  • Ensuring performance and scalability
  • Ensuring resilience and availability
  • Ensuring confidentiality and privacy

We begin by analyzing how the performance and scalability requisites affect algorithms' reliability.

Ensuring performance and scalability

Without a doubt, the performances of AI-based cybersecurity solutions are crucial to guarantee their success, especially if the objective to be achieved is to detect...