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@@ -28,12 +28,22 @@ each with their own benefits, own negatives, and own convergence speeds.
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  The current goal here, is to synthetic shape expand the structural invariance of systems like this, to introduce
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  prefabricated utility-driven patchworks using SVD as a catalyst.
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- The ultimate goal is to allow the system to learn independently and usefully as a rapid rapid learning alternative of standard encoding techniques, as the SVD
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  provides enough information. The information is just highly difficult to extract and use usefully without a specific
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  architectural behavior involved.
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  I'm working out every element.
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  # geolip-svd-transformer API
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  The current goal here, is to synthetic shape expand the structural invariance of systems like this, to introduce
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  prefabricated utility-driven patchworks using SVD as a catalyst.
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+ The ultimate goal is to allow the system to learn independently and usefully as a rapid learning alternative of standard encoding techniques, as the SVD
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  provides enough information. The information is just highly difficult to extract and use usefully without a specific
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  architectural behavior involved.
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  I'm working out every element.
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+ # This does not impact negatively on distillation research
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+ This is an independent structure from the distillation systems I've produced and will be specifically marked as such.
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+ This does not impact negatively on the already constructed or created distillations that already exist, and it will only POTENTIALLY
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+ snap the potential lids off those systems when the system is updated and prepared to the correct states.
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+ I CANNOT guarantee success, this has been a very tough journey, though I have found some guideposts to assist.
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+ The guideposts are NOT ENOUGH to create the whole thing yet.
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  # geolip-svd-transformer API
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