Ayeceedee
It's a bit out of date (2002), but the core video encoder material was solid. It's a bit heavy in representing concepts using symbolic/equation notation. That, for me, made the jump from 1D signal processing to multidimensional signal processing tougher than it needed to be.
There are probably better resources so definitely don't just take my word for it! :)
(For scabilility, IIRC the terms "enhancement layer" and "base layer" are particularly important, as are the block diagrams that generate them.)
But, I'm not in industry, and the last time I poked my head in I recall things being way uglier and more complicated than I had imagined. There was a good conference talk that was linked here once but I've lost it. Talked about the sort of awful, buggy things (formatting/file wise) that people try to upload that break everything.
What you've linked targets a different use case. I don't need to relearn the core concepts through tutorials, and I don't need every possible config option from the docs. I just need simple, easy-to-parse demonstrations of basic use cases. This works for me.
>And then it hit me, this is just another TED talk style Medium publishing influencer.
"This" is a bit of an uncharitable way of framing that person, don't you think? Behind those blanket labels is an actual human with feelings and motivations that you and I don't actually know. Handwaving away a person's efforts like this is unnecessarily dismissive, imo. It smacks of "I don't like the motivations I've assumed from you, therefore your output doesn't matter." How would you feel it you were on the other end of that?
That lack of constraints led us into running face first into issues of generalisation and variability within datasets. As in, exactly what you allude to with limiting the piece sets.
I think in my undergraduate naivety my aspirations were too high with what could reasonably be accomplished. I've spent a lot of time trying to improve an aspect of the project that really didn't need to be improved, which prevented meaningful progress.
Now finals are coming up and I feel terribly stressed. Having trouble functioning. Brain fog, etc. I feel so sad right now.
EDIT: I keep forgetting my password so apparently I have multiple throwaway now. Sorry.