Machine Learning Systems - What Should They Look Like?

i had built a system, you know, ioussee a very, in hind sight now, a very immature machine larning system at that point. Then kind of, i went back to foundations,. So a citizen, i built the m l system from scratch. And that was a very different experience because it wasn't just goingto be for an audience. It was for a highly regulated space. The first pass which is what's there right now, is based on first ciples. Version two, version three, that i want to be able to do over the next months and years, i want more sophistication for how we do these things. But this first version will always be

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