forked from mlrun/demos
-
Notifications
You must be signed in to change notification settings - Fork 1
/
corr.html
2 lines (2 loc) · 25.8 KB
/
corr.html
1
2
<h3 style="text-align:center">correlation</h3>
<img title="correlation" src="data:image/png;base64,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">