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Generalized linear models

A Python-coded implementation of binomial generalized linear model

22 min read · February 28, 2023

2023 · machine_learning glm modeling statistics · tutorials code
Ordinary least squares

A Python-coded implementation of OLS for fitting a linear regression model to simulated data

5 min read · February 23, 2023

2023 · machine_learning ols regression modeling statistics · tutorials code
Maximum likelihood estimation

A Python-coded implementation of maximum likelihood estimation for recovering the parameters used to define statistical distributions by fitting to values sampled from the distribution

13 min read · February 21, 2023

2023 · statistics mle machine_learning code jupyter · tutorials code
Gradient descent

A Python-coded implementation of gradient descent for a linear regression on simulated data

28 min read · February 21, 2023

2023 · machine_learning gradient_descent backpropagation jupyter code · tutorials code
A very, very basic neural network in Python

A Python-coded implementation of a two layer neural network using only numpy.

17 min read · February 20, 2023

2023 · machine_learning deep_learning neural_network gradient_descent backpropagation jupyter code · tutorials code