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Machine learning and MLOps expertise v1.0.0

Use this resource to design, train and deploy a machine learning model

New

  • 472 downloads
  • 141 likes
  • 127 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install machine-learning-model-workflow

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 draws on machine learning and deep learning concepts, prepares the data, trains the model with PyTorch, then deploys and tracks it with MLflow. It applies best practices for data preparation and evaluation.

Mostly picked by

Updated November 2, 2026

Card for the “Machine learning and MLOps expertise” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
Apache-2.0

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What you get

  • SKILL.md: core concepts, neural networks and transfer learning
  • SKILL.md: data preparation and model evaluation
  • SKILL.md: model deployment and tracking with MLflow

Good fit for

  • You must move a model prototype into production
  • You want to fine-tune a pre-trained model on your data

Not for

    Tags

    • machine learning
    • deep learning
    • MLOps
    • PyTorch

    About

    You say

    “Train a classifier on this dataset and prepare its deployment with MLflow.”

    Card for the “Machine learning and MLOps expertise” skill

    Skill published by personamanagmentlayer under the Apache-2.0 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 design, train and deploy a machine learning model
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE10.9 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md11 KB

    Origin and licence

    Listed unmodified

    Author
    personamanagmentlayer
    Source
    github.com/personamanagmentlayer/pcl/tree/79ccaa9820486121fa33aaa696ec16fa1607bf02/stdlib/ai/ml-expert
    Licence
    Apache-2.0

    Notice

    « ml-expert » (personamanagmentlayer, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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