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How-to guides

Task-oriented pages. Each assumes you have read Getting started and want to do one thing properly.

Guide Use it when
Bring your own data You have a CSV, JSON, Parquet or Hugging Face dataset in your own column names
Read a validation report typedecide validate printed findings and you need to know which ones matter
Configure training You are writing train.yaml
Evaluate like a sceptic You have a number and want to know whether to believe it
Export, prune and quantise You are producing an ONNX artefact
Deploy to the browser demo You want your model behind the page in web/
Handle errors You are calling the library from your own code or CI
Reproducibility and manifests You need to trace a result back to its inputs

If something has already gone wrong, the runbooks are organised by symptom.