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Description
Strengthening Deep Neural Networks: Making AI Less Susceptible to Adversarial Trickery (Paperback )As deep neural networks (DNNs) become increasingly common in real world applications, the potential to deliberately "fool" them with data that wouldnt trick a human presents a new attack vector. This practical book examines real world scenarios where DNNsthe algorithms intrinsic to much of AIare used daily to process image, audioand video data. Author Katy Warr considers attack motivations, the risks posed this adversarial inputand methods for
As deep neural networks (DNNs) become increasingly common in real-world applications, the potential to deliberately "fool" them with data that wouldnt trick a human presents a new attack vector. This practical book examines real-world scenarios where DNNsthe algorithms intrinsic to much of AIare used daily to process image, audioand video data.Author Katy Warr considers attack motivations, the risks posed this adversarial inputand methods for increasing AI robustness to these attacks. If youre a data scientist developing DNN algorithms, a security architect interested in how to make AI systems more resilient to attackor someone fascinated the differences between artificial and biological perception, this book is for you. Delve into DNNs and discover how they could be tricked adversarial input Investigate methods used to generate adversarial input capable of fooling DNNs Explore real-world scenarios and model the adversarial threat Evaluate neural network robustness; learn methods to increase resilience of AI systems to adversarial data Examine some ways in which AI might become better at mimicking human perception in years to comeShipping Notes
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4.0 ★★★★★
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Product Reviews
★★★★★ 5
I buy these again and again through the years!
Size: Medium, Color: Austin Brown Assorted (6-pairs)
Love these. After a year or two I wear holes in the bottoms because I wear them so much. Worth the little bit higher price because of the fit and comfort. Love how they are truly no show
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Reviewed in the United States on October 18, 2025
★★★★★ 4
Good quality but tight on toes
Size: 6-10, Color: White/Assorted
These are great socks that stay in place, but they scrunch my toes together like crazy. My feet are normal width. When I first started wearing them I noticed my feet would ache after an hour or two.
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Reviewed in the United States on April 26, 2026
★★★★★ 5
My New Favorite Socks
Size: 6-10, Color: Halo Gray/Assorted
These have quickly become mine and my mom's favorite socks. We wear them with tennis shoes, Hey Dudes, and more. The fabric is incredibly soft and comfortable, they do not budge/fall in my shoe, and are extremely well made. I have become so attached to these socks, that I no longer want any other brand.
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Reviewed in the United States on July 4, 2025
★★★★★ 5
Fit is great!
Size: 6-10, Color: Halo Gray/Assorted
These socks fit perfectly and never slip!
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Reviewed in the United States on April 9, 2026
★★★★★ 5
LOVE THEM!!
Size: Small, Color: (001) Black / Black / Castlerock
LOVE! These socks are so comfortable! I wear a 5 in women's and a 3 in big kid shoes. The small fit me perfectly. I see where some say they run small but I can't say that was an issue for me. They are "snug" but thats what you want with a no show sock. I feel they have support vs the ones i used to buy at Walmart. They are very soft! I am actually buying more today and throwing my other ones in the trash!
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Reviewed in the United States on February 18, 2026
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