# Automatic Statistitian


## Posts

- [Gaussian Process Kernels Explained](https://peru-cattle-229358.hostingersite.com/gaussian-process-kernels-explained/): A practical guide to GP kernels: SE, periodic, linear, Matérn, changepoint and white noise, and what their products mean.
- [What Is Automated Exploratory Data Analysis?](https://peru-cattle-229358.hostingersite.com/automatic-exploratory-data-analysis/): Automated EDA explained: what profilers measure, the failure modes, and how to use the output properly.
- [How Automated Time-Series Analysis Works](https://peru-cattle-229358.hostingersite.com/how-automated-time-series-analysis-works/): How automated time-series systems detect trend, seasonality and changepoints, and how to judge their output.
- [How Gaussian Processes Work](https://peru-cattle-229358.hostingersite.com/how-gaussian-processes-work/): Gaussian processes explained: distributions over functions, kernels, composition, and where GPs struggle.
- [How Automated Statistical Analysis Works](https://peru-cattle-229358.hostingersite.com/how-automated-statistical-analysis-works/): The pipeline behind automated statistical analysis: profiling, model grammar, search, scoring, criticism and translation.
- [What Is an Automatic Statistician?](https://peru-cattle-229358.hostingersite.com/what-is-an-automatic-statistician/): An automatic statistician searches a space of models, scores them, and explains the winner in language a person can check.

## Pages

- [Business Intelligence & Experiment Analysis](https://peru-cattle-229358.hostingersite.com/tools/business-intelligence/): Reporting layers and the statistics underneath the dashboard.
- [Data-Quality Tools](https://peru-cattle-229358.hostingersite.com/tools/data-quality/): Validation, monitoring and the semantic failures that matter most.
- [Forecasting Software](https://peru-cattle-229358.hostingersite.com/tools/forecasting/): Time-series prediction, and the intervals that should come with it.
- [Automated EDA Tools](https://peru-cattle-229358.hostingersite.com/tools/automated-eda/): Profilers that describe a dataset before you model it.
- [AI Data-Analysis Tools](https://peru-cattle-229358.hostingersite.com/tools/ai-data-analysis/): Assistive systems that explore, summarise and describe datasets.
- [AutoML Platforms](https://peru-cattle-229358.hostingersite.com/tools/automl/): Software that automates model selection, tuning and evaluation.
- [Explainable AI for Data Analysis](https://peru-cattle-229358.hostingersite.com/explainable-ai/): Interpretability as an engineering requirement, not a compliance checkbox.
- [Automated Time-Series Analysis](https://peru-cattle-229358.hostingersite.com/time-series/): Trend, seasonality, changepoints, anomalies and honest forecast intervals.
- [Bayesian Statistics](https://peru-cattle-229358.hostingersite.com/bayesian-statistics/): Inference, model comparison and the razor that penalises complexity without a penalty term.
- [Gaussian Processes](https://peru-cattle-229358.hostingersite.com/gaussian-processes/): A distribution over functions, a kernel that carries the assumptions, and uncertainty that comes out of the model rather than bolted onto it.
- [Automated Machine Learning](https://peru-cattle-229358.hostingersite.com/automl/): Model selection, tuning and evaluation without a human in the loop — and the questions that still need one.
- [Automated Data Analysis](https://peru-cattle-229358.hostingersite.com/automated-data-analysis/): What automated analysis actually does to a dataset, where it helps, and where it quietly goes wrong.
- [The Automatic Analysis Brief](https://peru-cattle-229358.hostingersite.com/newsletter/): Research, tools and practical techniques for automated statistics, machine learning and AI-assisted analytics.
- [Terms of Use](https://peru-cattle-229358.hostingersite.com/terms/): The terms on which this site is provided.
- [Privacy Policy](https://peru-cattle-229358.hostingersite.com/privacy-policy-2/): What this site collects, why, and how to ask for it to be removed.
- [Affiliate Disclosure](https://peru-cattle-229358.hostingersite.com/affiliate-disclosure/): When links on this site are commercial, and what that does and does not affect.
- [Editorial Policy](https://peru-cattle-229358.hostingersite.com/editorial-policy/): Who writes here, how material is reviewed, and what the standards are.
- [Methodology](https://peru-cattle-229358.hostingersite.com/methodology/): How analyses, claims, benchmarks and software are evaluated on this site.
- [Learn Automated Data Analysis](https://peru-cattle-229358.hostingersite.com/learn/): Guides to the methods behind automated statistics — from exploratory analysis to model discovery, uncertainty and generated reporting.
- [Data Science & Automated Analytics Tools](https://peru-cattle-229358.hostingersite.com/tools/): Reviews and comparisons of the platforms that automate parts of the analytical workflow, evaluated against a published methodology.
- [Analyze](https://peru-cattle-229358.hostingersite.com/analyze/): Upload a dataset, identify its columns, choose a question, and receive a structured analysis.
- [Unemployment Analysis](https://peru-cattle-229358.hostingersite.com/examples/unemployment/): Structural change, trends and uncertainty over time — the series that shows why a model must be allowed to say that behaviour changed.
- [Solar Irradiance Analysis](https://peru-cattle-229358.hostingersite.com/examples/solar/): Long-term structure, a strong repeating cycle, and a long interval in the seventeenth century where the cycle is absent.
- [Airline Passenger Analysis](https://peru-cattle-229358.hostingersite.com/examples/airline/): A smooth rising trend multiplied by an annual cycle whose amplitude grows with the trend.
- [Automatic Data Analysis Examples](https://peru-cattle-229358.hostingersite.com/examples/): Explore statistical reports that show how automated analysis can turn raw data into models, explanations, visualisations and predictions.
- [Automatic Statistician Research](https://peru-cattle-229358.hostingersite.com/research/): The research themes behind automated, interpretable statistical modelling — model discovery, Gaussian processes, natural-language explanation and model criticism — together with the historical publications that established them.
- [About Automatic Statistician](https://peru-cattle-229358.hostingersite.com/about/): A publication about automated statistical analysis, interpretable models and the machinery that turns raw data into an explanation a person can read, check and disagree with.
- [Blog](https://peru-cattle-229358.hostingersite.com/blog/): Developments in automated analysis, new software, research commentary and notes on where the field is going.
- [Home](https://peru-cattle-229358.hostingersite.com/): The homepage layout is hardcoded in the theme (front-page.php). This page exists so WordPress has something to set as the static front page; its content is not displayed.

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