Stories by efavdb

Mapping ml model scores to actual outcome probabilities via integration

Gaussian Processes in math and code

Martingales

Logistic regression review: ML with error bars

Normal distributions: Review of properties with derivations

Machine learning model AUCs depend on test set difficulty

Simple python to LaTeX parser

Python deep reinforcement learning, battleship

GPU Accelerated Theano and Keras with Windows 10

Hyperparameter sample-size-dependence: a gotcha illustrated and reviewed

Metropolis Algorithm and Bayesian posterior sampling

Interpreting the results of linear regression

Linear regression review: optimal solution and its variance

Average queue wait times with random arrivals

Improved Bonferroni correction factors for multiple pairwise comparisons

Get started with deep learning using Jupyter notebooks on AWS (for beginners)

Dotfiles to back up configs/automate installation. Conda and Emacs workflow

Audio de-mixing via ICA

Maximum-likelihood asymptotics

Mathematics of PCA

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