How often Machine Learning channels break out with long-form videos, and what their viral videos have in common.
Uploads from the last 90 days · updated Oct 31, 2026
Each niche's figure is the share of its tracked channels that published at least one video scoring 5x or more against their own channel's norm in the window. A niche ranks high because its creators break out often, not because it is big.
Videos over three minutes that aren't Shorts. Shorts are counted separately, so each view compares like with like.
From the titles of the niche's outlier videos, with articles, filler words and platform words such as "video" left out. A keyword has to appear in at least three videos from two different channels, so one channel's series name can't top the list.
Videos using the word · share of the niche's outliers · their average outlier score
Not enough videos yet to find recurring words.
The average title is 56 characters and 8 words.
Every night, from the outlier scores computed that day, so the window always covers the most recent uploads.
