June 2024
Intermediate to advanced
310 pages
8h 59m
English
Content preview from 97 Things Every Application Security Professional Should Know
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Chapter 64. Fortifying Open Source AI/ML Libraries: Garden of Security in Software Supply Chain
Chloé Messdaghi
In the domain of artificial intelligence and machine learning, open source libraries play a pivotal role—comparable to the essential morning ritual of sipping your favorite coffee or tea. However, navigating the extensive landscape of open source AI/ML libraries isn’t a straightforward path; it’s like coaxing a squirrel into performing the “Macarena”—full of unexpected turns and fascinating complexities.
Exploring the world of open source AI/ML libraries unveils a multitude of vulnerabilities. These open source projects, much like individual garden plots in a shared space, might overlook potential intrusions. Vulnerabilities range from unpatched bugs to overlooked security risks. Compounded by outdated dependencies, these challenges demand vigilant attention and proactive measures.
To successfully embark on your AI/ML journey, let’s dive deeper into the key facets of this expansive landscape, equipping you with essential indispensable knowledge and effective strategies.
Dependency Scanning
Automated dependency scanning and analysis serve as essential tools to mitigate these risks. They function as vigilant sentinels, uncovering vulnerabilities and risks that might otherwise remain hidden within the system. Reactivity won’t suffice; proactive measures are critical ...
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I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.