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So CGP greys video, link below, is the best ELI5 out there.
If you want more than this you really need a passing grade in both linear algebra and calculus 3. For a good start with that go with 3blue1brown’s Neural networks series.
Note this is an explain it like I have a bachelor’s degree in math.
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