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The $23 Million Book That Explains Maxima and Minima

25 min readSep 28, 2026

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The argument in a wine cellar that turned into the method behind every statistical estimate you will ever make.

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That was the whole method. He pushed a wooden rod in through the hole in the side of the barrel, angled it up to the far corner of the lid, pulled it out wet, read off how far the wine had reached, and charged for that. One number. One price. Next customer.

Johannes Kepler bought wine this way in Linz and could not let it go. A tall thin barrel and a short fat one can swallow the same length of rod and hold completely different amounts of wine. He said so, out loud, in a shop. The merchant presumably kept serving people.

So Kepler went home, did the arithmetic, and in 1615 published an entire book about the volume of barrels.

Then he found something that bothered him more than the merchant had. Near the best possible barrel shape, the amount of wine barely changes at all. Get the proportions noticeably wrong and you still get almost everything. That one observation is the reason every number a statistician reports comes…

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I write about machine learning, deep learning, and statistics with Python, making complex ideas ridiculously clear.

Towards AI
Towards AI

Published in Towards AI

We train AI Engineers. We deploy Enterprise AI. Join 100K+ AI practitioners at Towards AI Academy or reach out for help making your company AI native. towardsai.com