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    Home»Machine Learning»Bahdanau Attention vs Luong Attention | by Navdeep Sharma | Jan, 2025
    Machine Learning

    Bahdanau Attention vs Luong Attention | by Navdeep Sharma | Jan, 2025

    Team_AIBS NewsBy Team_AIBS NewsJanuary 11, 2025No Comments1 Min Read
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    Greetings!

    This weblog is in continuation of earlier weblog Demystifying Attention Mechanism: Revolutionising Encoder-Decoder Architectures. So, for those who haven’t learn it I extremely encourage you to learn it first. Let’s proceed our dialogue additional and focus on about two important kind of consideration mechanisms.

    Bahdanau Consideration

    Under is the temporary overview of the structure for Bahdanau Consideration.

    Bahdanau Consideration — Overview

    Now allow us to get extra deep into the structure and examine its working.

    Bahdanau Consideration — Addition of alignment mannequin to calculate alignment scores.

    Now allow us to see how α’s (alignment scores) are calculated in Bahdanau Consideration to lastly get c (consideration enter). For simplicity let’s assume our encoder hidden states (hj) and decoder hidden states (si) are of 4-dimension.

    h1 = [h11, h12, h13, h14]

    s0 = [s01, s02, s03, s04]

    Now, under is the method for calculating consideration enter c1 (at timestamp 1).

    Formulation to calculate consideration enter.



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