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The Perceptron Convergence Theorem

Vizuara

Our AI experts from MIT and Purdue host the most comprehensive AI program for high school and middle school students.

发布日期: 2024年4月10日

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Day 12 of the ML: Teach by Doing Project is the last part of our 3 part series on the Perceptron.

In this lecture, we learn about:

(a) Linear Separability of a dataset

(b) Margin of a point and margin of a dataset

How cool is it that under certain conditions, the perceptron is guaranteed to converge?

Not just that, we can also predict the maximum number of iterations in which it can converge.

I wish such awesome mathematical behaviour was displayed by modern ML algorithms.

Learn all about margins and the perceptron convergence theorem here:

Here are my lecture notes for this lecture: Link

Stay tuned for Day 13!

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