Discover how hackers rely on misdirection and deep fakes to fool even the best security systems
Retain the usefulness of your data by detecting unwanted and invalid modifications
Develop application code to meet the security requirements related to machine learning
Description
Businesses are leveraging the power of AI to make undertakings that used to be complicated and pricy much easier, faster, and cheaper. The first part of this audiobook will explore these processes in more depth, which will help you in understanding the role security plays in machine learning.
As you progress to the second part, you’ll learn more about the environments where ML is commonly used and dive into the security threats that plague them using code, graphics, and real-world references.
The next part of the audiobook will guide you through the process of detecting hacker behaviors in the modern computing environment, where fraud takes many forms in ML, from gaining sales through fake reviews to destroying an adversary’s reputation. Once you’ve understood hacker goals and detection techniques, you’ll learn about the ramifications of deep fakes, followed by mitigation strategies.
This audiobook also takes you through best practices for embracing ethical data sourcing, which reduces the security risk associated with data. You’ll see how the simple act of removing personally identifiable information (PII) from a dataset lowers the risk of social engineering attacks.
By the end of this machine learning audiobook, you'll have an increased awareness of the various attacks and the techniques to secure your ML systems effectively.
What you will learn
Explore methods to detect and prevent illegal access to your system
Implement detection techniques when access does occur
Employ machine learning techniques to determine motivations
Mitigate hacker access once security is breached
Perform statistical measurement and behavior analysis
Repair damage to your data and applications
Use ethical data collection methods to reduce security risks
What do you get with Audiobook?
Download a zip folder containing audio files (MP3) and a supplementary PDF
Access this title in our online player
DRM FREE - Listen whenever, wherever and however you want
Where there is an audiobook version of a title available, you can buy it from the book details for that title. Your audiobook will show in your cart as a product on its own. After completing checkout and payment in the normal way, you will receive your receipt on the screen containing a link to a personalized audiobook download file.
Clicking the link will download the audiobook in a ZIP file. Unzip the ZIP file to your desired location to access the audiobook’s .mp3 files. You may play these .mp3 files on any supported player or device of your choice.
Please Note: Packt audiobooks are non-returnable and non-refundable.
Packt audiobook and Licensing: When you buy an audiobook from Packt Publishing, completing your purchase means you accept the terms of our licence agreement. Please read the full text of the agreement. In it, we have tried to balance the need for the audiobook to be usable for you the listener with our needs to protect the rights of us as Publishers and of our authors. In summary, the agreement says:
You may make copies of your audiobook for your own use onto any machine
You may not pass copies of the audiobook on to anyone else
How can I make a purchase on your website?
If you want to purchase a video course, audiobook, eBook, or Bundle (Print+eBook) please follow the below steps:
Register on our website using your email address and password.
Search for the title by name or ISBN using the search option.
Select the title you want to purchase.
Choose the format you wish to purchase the title in; if you order the Print Book, you get a free eBook copy of the same title.
Proceed with the checkout process (payment to be made using Credit Card, Debit Card, or PayPal)
Where can I access support around an audiobook?
To view the errata for the book, see www.packtpub.com/support and view the pages for the title you have.
To view your account details or to download a new copy of the book go to www.packtpub.com/account