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505 commits

Author SHA1 Message Date
e93a95f1b3
ai dataset: add if main == main 2022-07-26 19:24:40 +01:00
de4c3dab17
typo 2022-07-26 19:14:55 +01:00
18a7d3674b
ai: create (untested) dataset 2022-07-26 19:14:10 +01:00
dac6919fcd
ai: start creating initial scaffolding 2022-07-25 19:01:10 +01:00
8a9cd6c1c0
Lay out some basic scaffolding
I *really* hope this works. This is the 3rd major revision of this
model. I've learnt a ton of stuff between now and my last attempt, so
here's hoping that all goes well :D

The basic idea behind this attempt is *Contrastive Learning*. If we
don't get anything useful with this approach, then we can assume that
it's not really possible / feasible.

Something we need to watch out for is the variance (or rather lack
thereof) in the dataset. We have 1.5M timesteps, but not a whole lot
will be happening in most of those....

We may need to analyse the variance of the water depth data and extract
a subsample that's more balanced.
2022-05-13 19:06:15 +01:00