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15 skills · 3 publishers

Claude skills for machine learning

Fine-tuning, LoRA, datasets, evaluation and ML pipelines. Skills for training and shipping models, not just calling them.

The best Claude skills for machine learning

  1. 1

    Dataset Curation

    Seth Hobson 42k

    Prepare, format, and validate datasets for supervised fine-tuning and preference training. Use when converting raw data into training format, applying chat templates, configuring sequence packing…

    npx skills add wshobson/agents --skill dataset-curation
  2. 2

    Finetuning Method Selection

    Seth Hobson 42k

    Decide whether to fine-tune at all, and route to the right method (SFT, DPO/ORPO/KTO, GRPO/RLVR, continued pretraining) and base model. Use when starting any fine-tuning effort, when unsure whether…

    npx skills add wshobson/agents --skill finetuning-method-selection
  3. 3

    Lora Qlora Recipes

    Seth Hobson 42k

    Configure LoRA and QLoRA supervised fine-tuning with current best-practice hyperparameters. Use when writing or reviewing a LoRA/QLoRA training configuration, choosing rank/alpha/target modules, or…

    npx skills add wshobson/agents --skill lora-qlora-recipes

All 15 machine learning skills

15 skills

Dataset Curation

Prepare, format, and validate datasets for supervised fine-tuning and preference training. Use when converting raw data into training format, applying chat templates, configuring…

Data & DatabasesSeth Hobson42k

Finetuning Method Selection

Decide whether to fine-tune at all, and route to the right method (SFT, DPO/ORPO/KTO, GRPO/RLVR, continued pretraining) and base model. Use when starting any fine-tuning effort…

AI & AgentsSeth Hobson42k

Lora Qlora Recipes

Configure LoRA and QLoRA supervised fine-tuning with current best-practice hyperparameters. Use when writing or reviewing a LoRA/QLoRA training configuration, choosing…

AI & AgentsSeth Hobson42k

Ml Pipeline Workflow

Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment. Use when creating ML pipelines, implementing MLOps practices…

AI & AgentsSeth Hobson42k

Checkpoint Promotion

Gate fine-tuned checkpoints with drift budgets, paired comparison, and forgetting checks before promotion. Use after a training run produces a checkpoint, when deciding whether a…

AI & AgentsSeth Hobson42k

Eval Harness First

Build the evaluation harness that gates every fine-tuning run — golden sets, per-failure-mode graders, judge calibration, and base-model baselines. Use when starting a fine-tuning…

AI & AgentsSeth Hobson42k

Preference Optimization

Align a fine-tuned model with preference data using DPO, ORPO, KTO, or SimPO. Use when preference pairs or thumbs-up/down feedback exist, when choosing between…

AI & AgentsSeth Hobson42k

Quantized Export

Export a promoted fine-tuned model in the right deployment format — merged safetensors, LoRA-only, GGUF with imatrix, or FP8. Use after a checkpoint passes promotion, when…

AI & AgentsSeth Hobson42k

Spark Environment Setup

Set up a working ML training/inference environment on NVIDIA DGX Spark (GB10, aarch64, CUDA 13). Use when installing PyTorch/Unsloth/TRL/vLLM on DGX Spark, hitting libcudart or…

Data & DatabasesSeth Hobson42k

Spark Memory Thermal Ops

Manage unified memory and thermals during long-running ML jobs on NVIDIA DGX Spark. Use when planning memory headroom for a training run on GB10, when a job OOMs on unified…

Data & DatabasesSeth Hobson42k

Spark Training Gotchas

Preflight and diagnose the ten known failure modes for ML training on NVIDIA DGX Spark. Use when a training run on DGX Spark fails to start, OOMs below the 128GB limit, slows down…

Data & DatabasesSeth Hobson42k

Vision Sft

Fine-tune vision-language models (VLMs) with supervised learning on image+text data. Use when adapting a VLM to a visual domain or task, configuring frozen-vision-tower LoRA, or…

AI & AgentsSeth Hobson42k

Expo UI

Build native UI with the @expo/ui package: real SwiftUI on iOS and Jetpack Compose on Android. Default to @expo/ui for sheets (BottomSheet), pickers, sliders, toggles, menus, and…

MobileExpo4k

Azure Compute

Azure VM/VMSS router. WHEN: create / provision / deploy / spin-up VM, recommend VM size, compare VM pricing, VMSS, scale set, autoscale, burstable, lightweight server, website…

Cloud & DevOpsMicrosoft1.6k

Microsoft Foundry

Build, deploy, evaluate, optimize, fine-tune, and manage Microsoft Foundry agents, models, and resources end to end. USE FOR: foundry, azd ai agent, azd provision/deploy, hosted…

AI & AgentsMicrosoft1.6k

About these machine learning skills

This page collects every skill in the directory that covers machine learning: 15 from 3 publishers, including official skills from Microsoft and Expo. Each one links back to its original GitHub repository, so you always get the author's latest version. They span Mobile, Data & Databases, Cloud & DevOps and AI & Agents.

Publishers on this page

Questions about Claude skills for machine learning

What is the best Claude skill for machine learning?

Our top pick is Dataset Curation by Seth Hobson, from a repository with 42k GitHub stars. Finetuning Method Selection and Lora Qlora Recipes round out the top three. Skills are ranked by the popularity of their source repository, with hand-picked favorites first, and official skills from Microsoft and Expo carry a badge.

How do I install a Claude skill for machine learning?

Open a skill's page and run its install command in your project folder, for example npx skills add wshobson/agents --skill dataset-curation. You can also download any skill as a ZIP and add it to Claude Code or upload it to the Claude app.

The install guide walks through every method.

Are Claude skills for machine learning free?

Yes. All 15 skills on this page are open source and free to use, and most are MIT licensed. You need a Claude plan that supports skills, or a coding agent that reads SKILL.md files.

Do these skills work in Claude Code and the Claude app?

Yes. A skill is a folder with a SKILL.md file, and the same folder works in Claude Code, the Claude desktop and web apps (on paid plans with code execution turned on) and the Claude API. Many also work in other agents that support the Agent Skills format, such as Cursor and OpenAI Codex. Skills that ship scripts need somewhere Claude can run code.

How many Claude skills for machine learning are there?

We list 15 from 3 publishers, last updated November 4, 2026. The list refreshes from GitHub as publishers release new skills.

Related use cases

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