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Polynomial Degree Influence

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  1. The Bias–Variance Trade-off, at 1:5811:58

    IIT Madras (NPTEL)

    The Bias–Variance Trade-off

    “and so on and so forth will become to polynomial of degree 9, in this case you see that the red curve which is the fit that is the output Y of X I W fits goes through every each one of these points,”

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    Moment · 1:58

    The Bias–Variance Trade-off

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  • Explanation thumbnail

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

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    …/video/upload/so_118.8,c_fill,ar_16:9,w_640,g_auto/f_auto,q_auto/pravaha/56db377d-a244-4533-b61d-2be05387727b.jpg

    so_118.8
    starts at 118.8 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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