vertex-ai-samples
Deploy, tune, and evaluate AI models on Google Cloud Vertex AI
All Skills in This Repository (9)
Pure Emerald Level Indicators
GoogleCloudPlatformVertex AI GenAI Inference
Authenticate and run inference with Google Cloud Vertex AI Generative AI models.
GoogleCloudPlatformVertex AI Model Garden Deploy
Deploy and undeploy open-source and custom models to Vertex AI endpoints.
GoogleCloudPlatformvertex-tuning
Fine-tune large language models on Google Cloud Vertex AI with JSONL data preparation.
GoogleCloudPlatformvertex-tuning-gemini
Fine-tune Gemini models on Vertex AI with JSONL data and Python scripts.
GoogleCloudPlatformvertex-tuning-open-model
Fine-tune open-source LLMs on Google Cloud Vertex AI with JSONL data.
GoogleCloudPlatformgenai-sdk
Guides Gemini API usage on Vertex AI with the Gen AI SDK across five languages.
GoogleCloudPlatformquality-flywheel
Evaluate and improve GenAI models and agents using the Google GenAI Evaluation SDK.
GoogleCloudPlatformvertex-ai
Routes Vertex AI tasks to deployment, inference, tuning, or Gen AI SDK sub-skills.
GoogleCloudPlatformliveapi-service
Generates a LiveAPI websocket client service class in the user's chosen programming language.
Frequently Asked Questions
FAQPage SchemaHow to install vertex-ai-samples?▼
Run `npx skills add GoogleCloudPlatform/vertex-ai-samples --all -g -y` in your terminal to install all Vertex AI skills globally.
How to deploy open models on Vertex AI?▼
The vertex-deploy skill walks your agent through listing Model Garden models, estimating costs, and deploying to an endpoint with gcloud commands.
How to fine-tune Llama or Gemini on Vertex AI?▼
The vertex-tuning skill handles dataset formatting to JSONL, hyperparameter recommendations, job submission, and deployment of the tuned model.
How to evaluate a GenAI agent's quality?▼
The quality-flywheel skill creates evaluation datasets, picks the right metrics, runs evals, and suggests concrete fixes based on the results.
Do these skills work with Claude Code and Gemini CLI?▼
Yes. All skills follow the standard SKILL.md format and work in Claude Code, Gemini CLI, Antigravity, and other compatible AI coding tools.
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