> ## Documentation Index
> Fetch the complete documentation index at: https://docs.priorlabs.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Cookbook

> Step-by-step recipes for common TabPFN workflows.

Explore hands-on guides for integrating TabPFN into your stack. Each cookbook walks through a complete workflow from setup to deployment.

<div className="cookbook-filter-bar">
  <span className="cookbook-filter-label">Filter by tag</span>

  <div className="cookbook-tag-filters" id="cookbook-tag-filters" role="group" aria-label="Filter cookbooks by tag">
    <button type="button" className="cookbook-tag-filter-btn" data-tag="api">API</button>
    <button type="button" className="cookbook-tag-filter-btn" data-tag="benchmark">Benchmark</button>
    <button type="button" className="cookbook-tag-filter-btn" data-tag="integration">Integration</button>
    <button type="button" className="cookbook-tag-filter-btn" data-tag="interpretability">Interpretability</button>
    <button type="button" className="cookbook-tag-filter-btn" data-tag="performance">Performance</button>
    <button type="button" className="cookbook-tag-filter-btn" data-tag="regression">Regression</button>
    <button type="button" className="cookbook-tag-filter-btn" data-tag="thinking mode">Thinking mode</button>

    <button type="button" className="cookbook-tag-filter-clear" id="cookbook-tag-filter-clear">
      Clear
    </button>
  </div>
</div>

<div className="cookbook-grid" id="cookbook-tiles">
  <div className="cookbook-tile" data-tags="thinking mode,api">
    <Card title="Experiment with Thinking Mode" icon="book" href="/cookbook/experiment_with_thinking_mode">
      <div className="cookbook-tile-tags">
        <span className="cookbook-tag-pill">Thinking mode</span>
        <span className="cookbook-tag-pill">API</span>
      </div>

      <p className="cookbook-tile-description">Improve results of target metrics with TabPFN Thinking Mode</p>
    </Card>
  </div>

  <div className="cookbook-tile" data-tags="performance">
    <Card title="Faster Inference with KV Cache" icon="book" href="/cookbook/faster_performance_with_cache">
      <div className="cookbook-tile-tags">
        <span className="cookbook-tag-pill">Performance</span>
      </div>

      <p className="cookbook-tile-description">Get a quick introduction into faster inference with fit\_with\_cache</p>
    </Card>
  </div>

  <div className="cookbook-tile" data-tags="regression">
    <Card title="Get Started with Predictive Distribution" icon="book" href="/cookbook/predictive_distribution">
      <div className="cookbook-tile-tags">
        <span className="cookbook-tag-pill">Regression</span>
      </div>

      <p className="cookbook-tile-description">Learn how to extract predictive distributions with TabPFNRegressor</p>
    </Card>
  </div>

  <div className="cookbook-tile" data-tags="interpretability">
    <Card title="Interpreting Results with TabPFN" icon="book" href="/cookbook/interpret_results">
      <div className="cookbook-tile-tags">
        <span className="cookbook-tag-pill">Interpretability</span>
      </div>

      <p className="cookbook-tile-description">Learn how to use the standard interpretability toolkit with TabPFN for</p>
    </Card>
  </div>

  <div className="cookbook-tile" data-tags="benchmark">
    <Card title="TabPFN vs XGBoost" icon="bolt" href="/cookbook/tabpfn_vs_xgboost">
      <div className="cookbook-tile-tags">
        <span className="cookbook-tag-pill">Benchmark</span>
      </div>

      <p className="cookbook-tile-description">Compare TabPFN results with XGBoost using an OpenML Dataset</p>
    </Card>
  </div>

  <div className="cookbook-tile" data-tags="integration">
    <Card title="TabPFN with MLflow" icon="flask" href="/cookbook/mlflow">
      <div className="cookbook-tile-tags">
        <span className="cookbook-tag-pill">Integration</span>
      </div>

      <p className="cookbook-tile-description">Learn how to wrap TabPFN as an MLflow PythonModel, register it to Unity Catalog, and deploy it to a Mosaic AI Model serving endpoint.</p>
    </Card>
  </div>
</div>