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Kniha Dual Learning Tao Qin

Dual Learning

Autor: Tao Qin
Jazyk: Angličtina
Väzba: Pevná
Vydavateľ: Springer Nature Singapore
Dostupnosť: Skladom u dodávateľa
Odosielame za 10-13 dní
100.00 €
Many AI (and machine learning) tasks present in dual forms, e.g., English-to-Chinese translation vs....

Informácie o knihe

Autor
Tao Qin
Jazyk
Angličtina
Väzba
Kniha - Pevná
Vydalo
2020
Stránok
208
EAN
9789811588839
ISBN
981158883X
Enbook ID
33112793
Vydavateľ
Springer Nature Singapore
Hmotnosť
521
Rozmery
160 x 241 x 16

Kompletný popis

Many AI (and machine learning) tasks present in dual forms, e.g., English-to-Chinese translation vs. Chinese-to-English translation, speech recognition vs. speech synthesis,question answering vs. question generation, and image classification vs. image generation. Dual learning is a new learning framework that leverages the primal-dual structure of AI tasks to obtain effective feedback or regularization signals in order to enhance the learning/inference process. Since it was first introduced four years ago, the concept has attracted considerable attention in multiple fields, and been proven effective in numerous applications, such as machine translation, image-to-image translation, speech synthesis and recognition, (visual) question answering and generation, image captioning and generation, and code summarization and generation.

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