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Measured channelAI & Machine Learning

StatQuest with Josh Starmer

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69 Gistil Score · median of 31 measured videos

Across 31 measured videos from StatQuest with Josh Starmer, the median Gistil Score is 69 out of 100, and 14 of them came out worth watching outright. The median filler share is 34%. In a typical video the value starts at 1:07.

Videos measured
31
Filler · median
34%
Value starts
1:07

Last measured 19 Aug 2026

Start here

The three densest videos we have measured on this channel, each with the minute its value starts.

  1. 01

    Transformer Neural Networks, ChatGPT's foundation, Clearly Explained!!!

    Worth it 36:15

    Density
    79
    Padding
    23%
    Useful from
    1:20

    A rigorous, worked-numbers walkthrough of transformer internals that actually teaches how ChatGPT-style models work, not just what they do.

    value from 1:20 ↗

  2. 02

    The Essential Main Ideas of Neural Networks

    Worth it 18:54

    Density
    76
    Padding
    29%
    Useful from
    1:54

    A rare, fully worked walkthrough of the actual math inside a neural network — StatQuest at its clearest.

    value from 1:54 ↗

  3. 03

    Gradient Descent, Step-by-Step

    Worth it 23:54

    Density
    76
    Padding
    28%
    Useful from
    0:39

    A genuinely rigorous, well-paced derivation of gradient descent that earns its step-by-step title.

    value from 0:39 ↗

Questions

Is StatQuest with Josh Starmer worth watching?

Across the 31 videos we measured, the median Gistil Score is 69 out of 100, and 14 came out worth watching outright. The score measures how much of the runtime carries substance; it is our own measurement, not a YouTube metric.

What are the best StatQuest with Josh Starmer videos?

The three densest ones we have measured are listed above, each with the minute its value starts — so you can open one at the second it begins to pay off.

How honest are the titles on StatQuest with Josh Starmer?

Median title honesty across those videos is 90 out of 100 — how closely a title matches what the video actually delivers.

The Gistil Score is our own independent measurement of how much of a video's runtime carries substance. It is not a YouTube metric, not a public rating, and not the video's rating on YouTube. Gistil does not alter, download or cut any part of a video — the videos stay on YouTube and play there. Not affiliated with YouTube or Google.

How this is measured

Every number on this page comes from measuring the videos one at a time. How we measure.

All measured shelves