Kontakt
Wie einkaufen
Versand
Kaufberater
Digital Watermarking for Machine Learning Model
Techniques, Protocols and Applications
Englisch
423 b
Lieferung in Griechenland
Bis zu 30 Tage Rückgaberecht
Kunden kauften auch
/
Broschur
54.81
€
/
Hardcover
45.98
€
/
Broschur
16.06
€
/
Broschur
66.16
€
/
Broschur
84.13
€
/
Broschur
40.96
€
Machine learning (ML) models, especially large pretrained deep learning (DL) models, are of high economic value and must be properly protected with regard to intellectual property rights (IPR). Model watermarking methods are proposed to embed watermarks into the target model, so that, in the event it is stolen, the model's owner can extract the pre-defined watermarks to assert ownership. Model watermarking methods adopt frequently used techniques like backdoor training, multi-task learning, decision boundary analysis etc. to generate secret conditions that constitute model watermarks or fingerprints only known to model owners. These methods have little or no effect on model performance, which makes them applicable to a wide variety of contexts. In terms of robustness, embedded watermarks must be robustly detectable against varying adversarial attacks that attempt to remove the watermarks. The efficacy of model watermarking methods is showcased in diverse applications including image classification, image generation, image captions, natural language processing and reinforcement learning.
This book covers the motivations, fundamentals, techniques and protocols for protecting ML models using watermarking. Furthermore, it showcases cutting-edge work in e.g. model watermarking, signature and passport embedding and their use cases in distributed federated learning settings.
Informationen zum Buch
Englisch
Verschenken Sie dieses Buch noch heute
Es ist ganz einfach
1 Legen Sie das Buch in Ihren Warenkorb und wählen Sie den Versand als Geschenk 2 Wir schicken Ihnen umgehend einen Gutschein 3 Das Buch wird an die Adresse des beschenkten Empfängers geliefertDas könnte Sie auch interessieren
/
Broschur
20.67
€
/
Broschur
20.27
€
Hallo! Ich bin Libroamiko, dein Buchberater.
Wie kann ich dir helfen?