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RMSProp Mechanism

1 explanation from your library.

  1. Gradient Descent Variants and Momentum, at 1:3411:34

    IIT Madras (NPTEL)

    Gradient Descent Variants and Momentum

    “which will and then the Nesterov Accelerated Gradient, AdaGrad, AdaDelta, also RMSProp very similar initially, okay.”

    Closest moment in this session: it teaches the idea without listing it as a key concept.

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    Moment · 1:34

    Gradient Descent Variants and Momentum

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    The frame at that moment, cropped around the speaker by AI.

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    …/video/upload/so_94,c_fill,ar_16:9,w_640,g_auto/f_auto,q_auto/pravaha/ff2c7367-5718-4b86-9d17-04328cf12206.jpg

    so_94
    starts at 94 s
    c_fill
    crops to fill the frame exactly
    ar_16:9
    aspect ratio 16 : 9
    w_640
    640 px wide
    g_auto
    AI picks the focus (the speaker or slide), not a blind centre crop
    f_auto
    best format for each device (e.g. AV1, WebM, MP4, WebP)
    q_auto
    AI-chosen quality: smallest file that still looks right

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