Even though it's posted on my blog, I hope this fits the bill for "Show HN" since the interactive parts can be tinkered and played with. I'd love any feedback or corrections.
Complete ML noob here, who knows a bit of math (first year university calculus & statistics). I think your tute hit just the right note. Gave me the key concepts. Thanks very much.