# Stochastic Blog
> Thoughts, stories and ideas.
Public Ghost content for AI and LLM tooling. Use `/llms-full.txt` for consolidated page and post context.
Append `.md` to any post or page URL to get the content in Markdown (for example, `/example-post.md`).

## Pages
- [About](https://stochastic.blog/about.md) - Stochastic Blog is where machine learning gets built in the open—carefully, from the ground up, with numbers you can check and notebooks you can run. At the Stochastic Blog we write for people who want more than slide decks and vibes: engineers, analysts, researchers, and serious learners who prefe…

## Posts
- [Kernels, margins, and ensembles](https://stochastic.blog/kernels-margins-and-ensembles.md) - In Posts 11 through 13 we built classifiers that draw boundaries directly, fitting logistic curves and trees to the Adult Census Income data. This post takes the opposite route and then the long way around: we start with generative classifiers that model how each income class produces its features,…
- [Linear models from least squares to quantiles](https://stochastic.blog/linear-models-from-least-squares-to-quantiles.md)
- [Validation, imbalance, and tuning done right](https://stochastic.blog/validation-imbalance-and-tuning-done-right.md)
- [First classifiers and how to score them](https://stochastic.blog/first-classifiers-and-how-to-score-them.md)
- [Cleaning and shaping the Airbnb listings](https://stochastic.blog/cleaning-and-shaping-the-airbnb-listings.md)
- [Hard problems and heuristic answers](https://stochastic.blog/hard-problems-and-heuristic-answers.md)
- [Graph Algorithms on the World Flight Network](https://stochastic.blog/graph-algorithms-on-the-world-flight-network.md)
- [Subproblems, strings, and search tricks](https://stochastic.blog/subproblems-strings-and-search-tricks.md)
- [Sorting, hashing, and sketches on 370,103 words](https://stochastic.blog/sorting-hashing-and-sketches-on-370-103-words.md)
- [Information Theory in One Sitting](https://stochastic.blog/information-theory-in-one-sitting.md)
- [Statistical tests without the traps](https://stochastic.blog/statistical-tests-without-the-traps.md)
- [Probability and estimation on census data](https://stochastic.blog/probability-and-estimation-on-census-data.md)
- [The linear algebra and calculus behind every model](https://stochastic.blog/the-linear-algebra-and-calculus-behind-every-model.md)
- [The first six ideas in machine learning](https://stochastic.blog/the-first-six-ideas-in-machine-learning.md)

## Optional
- [RSS Feed](https://stochastic.blog/rss/)
- [Sitemap](https://stochastic.blog/sitemap.xml)
- [Full content of pages and posts](https://stochastic.blog/llms-full.txt)