Only problem is now I'm getting of bunch of beekeeping videos and I still have zero interest in the field.
Only problem is now I'm getting of bunch of beekeeping videos and I still have zero interest in the field.
Regarding your point of there being a sea of trash, check out David Bulls video "Its not garbage" where he argues that out of all the garbage in our society, woodblock printing is something special. https://youtu.be/hIL3Xpaoe1o
After watching this aggressive hive linked in the video above though I think I will leave this hobby to others to partake in.
However I'm curious about how someone could write their own customized recommendation engine, if the Youtube APIs even support that. One thing on my to-play-with list is http://invidio.us, code at https://github.com/omarroth/invidious, which would be a nice starting point.
If you had those, a good place to start would be the alternating least squares algorithm.
The visit/like graphs are "one-class", which means you don't know if user x hasn't watched video y because x disliked it or just didn't know of its existence. That makes it harder to apply ALS, but it can be done, e.g. http://www.rongpan.net/publications/pan-oneclasscf.pdf
But also, since the same vid popped up for me as well in the past days, and it's not the first such occurrence—I feel that it might be a not-entirely-organic phenomenon.
I wonder if we’re all are “binned” into some YouTube nerd classification.
Good Guy Goog
Haven't seen any more since I hit "Not Interested"
Also, I don't know about anyone else with the same preferences/obssessiveness (I admit it's a bit futile in the bigger picture), but I've tried to give Youtube very strong/steady feedback about the videos it suggests to me (mostly in the negative direction), and it seems I've almost painted myself into a corner with being shown the same videos every day on the YT front page.
I have no idea how long the feedback to their recommendation engine lasts or whether it tails off with time, etc... Or whether it's really worth me continuing to do so vs. opening videos in incognito mode, etc. is more effective.