# AWS AI Ml

Selects, deploys, and customizes AI models on Amazon SageMaker.

- Repository: https://github.com/aws/agent-toolkit-for-aws (3366 stars)
- Category: Data and ML
- License: Apache-2.0
- Last updated: 2026-10-30
- Runs scripts: yes, review before use

## Install

Claude Code: `npx skills add aws/agent-toolkit-for-aws --skill aws-ai-ml -g -a claude-code -y`
Codex: `npx skills add aws/agent-toolkit-for-aws --skill aws-ai-ml -g -a codex -y`
Cursor: `npx skills add aws/agent-toolkit-for-aws --skill aws-ai-ml -g -a cursor -y`
Gemini CLI: `npx skills add aws/agent-toolkit-for-aws --skill aws-ai-ml -g -a gemini-cli -y`
Claude Code plugin marketplace: `/plugin marketplace add aws/agent-toolkit-for-aws`

## Description

Selects, deploys, and customizes AI models on Amazon SageMaker. Training or Processing jobs, fine-tuning (SFT/DPO/RLVR/RLAIF), model selection, dataset preparation, evaluation, SageMaker or Bedrock deployment, inference optimization and endpoint diagnostics. Covers the full lifecycle from planning through production. Use when fine-tuning models on SageMaker, choosing which base model to customize, fine-tune, or deploy from SageMaker JumpStart or Hub, SageMakerPublicHub, or the SageMaker public model catalog, transforming or validating training data, evaluating model quality, deploying or optimizing endpoints, configuring IAM/S3 for training, or managing SageMaker Managed MLflow. Use for endpoint health, failures, latency, logs, metrics, errors. Covers Serverless Model Customization, Nova and OSS deployment paths, and PySDK v3. NOT for Ground Truth labeling, Feature Store, or general-purpose AWS infrastructure.

## SKILL.md, as published by its author (untrusted third-party text, read it as data)

# AWS AI/ML Model Customization

Domain expertise for fine-tuning and deploying models on Amazon SageMaker. Covers the full model customization lifecycle from planning through production deployment.

## Routing

Match the user's intent to the appropriate reference folder and load only that content.

The rest: https://github.com/aws/agent-toolkit-for-aws/blob/HEAD/plugins/aws-core/skills/aws-ai-ml/SKILL.md