Steven Gubkin

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Singular Value Decomposition and LoRa

06 Oct 2023 • Mathematics of Machine Learning

In this post we:

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Understanding the Universal Approximation Theorem for single variable real valued functions

01 Jul 2023 • Mathematics of Machine Learning

[Note: All of this code used in this post can be found at this colab link, but with a slightly different exposition.]

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Fitting linear regression

01 Jul 2023 • Mathematics of Machine Learning

It turns out that all three of the following problems use exactly the same ideas, but with increasing levels of mathematical sophistication.

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Understanding Binary Cross-entropy

01 Jul 2023 • Mathematics of Machine Learning

Maximum Likelyhood Estimation and Binary Cross-entropy

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Fitting logistic regression

01 Jul 2023 • Mathematics of Machine Learning

Explaining the Model

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