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Stochastic (auto-discovered)

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11:04
2026-09-18
stochastic.blog
machine-learning

How models train, from gradient descent to Adam

A fixed softmax regression on MNIST trained with different optimizers lands anywhere from 41.1 percent to 90.7 percent accuracy depending only on how the weights are moved, according to a Stochastic B…

11:12
2026-09-04
stochastic.blog
machine-learning

Kernels, margins, and ensembles

A Stochastic Blog analysis of the UCI Adult Census Income dataset found that an ensemble of models achieved the best AUC of 0.907, outperforming individual generative classifiers and support vector ma…

13:45
2026-07-24
stochastic.blog
machine-learning

The linear algebra and calculus behind every model

Every machine learning model, from linear regression to deep neural networks, rests on linear algebra, calculus, and convex optimization, according to a Stochastic Blog post. The post builds each conc…

03:25
2026-07-22
stochastic.blog
machine-learning

The first six ideas in machine learning

A machine learning model built from scratch on the UCI Adult Census Income dataset reaches 84 percent accuracy, but the project's real value lies in demonstrating overfitting and underfitting. A deep …