For implementers, there's no Transformer protocol with start(), transform(), flush() methods and controller coordination passed into a TransformStream class that has its own hidden state machine and buffering mechanisms. Transforms are just functions or simple objects: far simpler to implement and test.
48x48 resolution. Higher resolution might reveal subtle differences that 48x48 misses. GlyphNet found 256x256 optimal for CNN features; the tradeoff for SSIM at that resolution is worth investigating.
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It needs the largest possible library of formalized knowledge to build on. Verifying software is mathematics: the same reasoning that proves a theorem in abstract algebra proves that a cryptographic library correctly implements its specification. A platform that serves mathematicians and engineers is not a compromise. It is the recognition that rigorous reasoning is one discipline, whether applied to prime numbers or protocol correctness.
На Украине рассказали о технике влияния Ермака на Зеленского14:52