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Quick validation of ML experiments v1.0.0

Use this resource to catch errors in an ML experiment before a long training run

New

  • 502 downloads
  • 204 likes
  • 242 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install ml-experiment-poc-validation

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent runs a list of POC-style checks, either a minimal five-point version or an extended ten-point one, to verify data loading, schema, feature computation and model saving. You get a validation that fails early, instead of an error after hours of computation.

Mostly picked by

Updated November 2, 2026

Card for the “Quick validation of ML experiments” skill

Details

Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: five- or ten-point validation checklist
  • SKILL.md: schema validation pattern
  • references/evolution-log.md: change log of the method

Good fit for

  • You are about to launch a training run that lasts several hours
  • You want to validate an architecture before the full computation

Not for

    Tags

    • machine learning
    • validation
    • poc
    • preflight

    About

    You say

    “Run a quick POC check on my training pipeline before tonight's launch.”

    Card for the “Quick validation of ML experiments” skill

    Skill published by terrylica under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to catch errors in an ML experiment before a long training run
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/evolution-log.md0.7 KB
    • SKILL.md17 KB

    Origin and licence

    Listed unmodified

    Author
    terrylica
    Source
    github.com/terrylica/cc-skills/tree/0ca36f7260a3eb5de13a1b684509c4ecd5fe819b/plugins/devops-tools/skills/ml-failfast-validation
    Licence
    MIT

    Notice

    « ml-failfast-validation » (terrylica, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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