[Discussion] The most painful thing about machine learning

• speech-enhancement

  3 22 0.0 Python

  Experiments with speech enhancement (by MattSegal)

I find writing smoke tests (described here, code examples: model tests + training loop tests) and running them on every commit in CI (eg GitHub Actions) catches a lot of problem. Using pydantic is good for keeping any config files valid is good - you can smoke test those as well.

• pydantic

  167 18,617 9.8 Python

  Data validation using Python type hints

  

I find writing smoke tests (described here, code examples: model tests + training loop tests) and running them on every commit in CI (eg GitHub Actions) catches a lot of problem. Using pydantic is good for keeping any config files valid is good - you can smoke test those as well.

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