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  2. File:Multiheaded attention, block diagram.png - Wikipedia

    en.wikipedia.org/wiki/File:Multiheaded_attention...

    You are free: to share – to copy, distribute and transmit the work; to remix – to adapt the work; Under the following conditions: attribution – You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses ...

  3. Attention Is All You Need - Wikipedia

    en.wikipedia.org/wiki/Attention_Is_All_You_Need

    Multi-head attention enhances this process by introducing multiple parallel attention heads. Each attention head learns different linear projections of the Q, K, and V matrices. This allows the model to capture different aspects of the relationships between words in the sequence simultaneously, rather than focusing on a single aspect.

  4. Transformer (deep learning architecture) - Wikipedia

    en.wikipedia.org/wiki/Transformer_(deep_learning...

    Concretely, let the multiple attention heads be indexed by , then we have (,,) = [] ((,,)) where the matrix is the concatenation of word embeddings, and the matrices ,, are "projection matrices" owned by individual attention head , and is a final projection matrix owned by the whole multi-headed attention head.

  5. Head First (book series) - Wikipedia

    en.wikipedia.org/wiki/Head_First_(book_series)

    Head First is a series of introductory instructional books to many topics, published by O'Reilly Media. It stresses an unorthodox, visually intensive, reader-involving combination of puzzles , jokes , nonstandard design and layout, and an engaging, conversational style to immerse the reader in a given topic.

  6. For Dummies - Wikipedia

    en.wikipedia.org/wiki/For_Dummies

    Notable For Dummies books include: DOS For Dummies, the first, published in 1991, whose first printing was just 7,500 copies [4] [5] Windows for Dummies, asserted to be the best-selling computer book of all time, with more than 15 million sold [4] L'Histoire de France Pour Les Nuls, the top-selling non-English For Dummies title, with more than ...

  7. Template:Infobox book - Wikipedia

    en.wikipedia.org/wiki/Template:Infobox_book

    Editor or editors of the book. Use this template if they are a PRIMARY contributor (eg for dictionaries or encyclopedias). Example John Doe: Content: optional: Audio read by: audio_read_by: The person who read the audio, if this is an audiobook. Example Jane Smith: Content: optional: Original title: title_orig: The original title of the book ...

  8. Complete Idiot's Guides - Wikipedia

    en.wikipedia.org/wiki/Complete_Idiot's_Guides

    series) is a product line of how-to and other reference books published by Dorling Kindersley (DK). The books in this series provide a basic understanding of a complex and popular topics. The term "idiot" is used as hyperbole, to reassure readers that the guides will be basic and comprehensible, even if the topics seem intimidating.

  9. Attention (machine learning) - Wikipedia

    en.wikipedia.org/wiki/Attention_(machine_learning)

    During the deep learning era, attention mechanism was developed to solve similar problems in encoding-decoding. [1]In machine translation, the seq2seq model, as it was proposed in 2014, [24] would encode an input text into a fixed-length vector, which would then be decoded into an output text.

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