Model Garden
Vertex AI's catalog of first-party, open, and partner models you can discover, tune, and deploy. · Official docs
Related concepts
- Getting Started · Gemini Capabilities · Prompt Engineering · Function Calling & Tools · Agents & ADK · Agent Engine · Vision · Image & Video Generation · Evaluation · Tuning & Customization · Open & Partner Models · MLOps & Deployment · Applied Use Cases
Used in 18 notebooks
Gemini (5)
- Intro to Generating and Executing Python Code with Gemini 3 — Uses Gemini 3.5 Flash code execution to generate, run, inspect, and stream Python results via Vertex AI.
- Use Gen AI Evaluation SDK to Evaluate Models in Vertex AI Studio, Model Garden, and Model Registry — Evaluates Gemini, Llama MaaS, Claude, and prompt templates with Vertex AI Gen AI Evaluation SDK.
- Evaluating Third-Party LLMs with the Vertex AI Gen AI Evaluation SDK — Evaluates third-party, MaaS, BYOM, and Gemini models with Vertex AI Gen AI Evaluation.
- REST API — Uses cURL to call Gemini 3.5 Flash on Vertex AI for text, chat, tools, multimodal, and JSON output.
- Introduction to Generative AI functions in BigQuery — Introduces BigQuery generative AI functions for SQL-based text analysis and forecasting.
Open Models (12)
- Building an ADK agent using QWEN 3 on Vertex AI — Builds and deploys an ADK weather agent using Qwen3 on Vertex AI and Agent Engine.
- Accelerate LLM Inference with EAGLE Speculative Decoding on Vertex AI — Benchmarks EAGLE speculative decoding for Llama 4 Scout on Vertex AI against a baseline endpoint.
- Hugging Face DLCs: Using Gemma for running evaluations with Vertex AI Gen AI Evaluation — Deploys Gemma 2 on Vertex AI TGI and evaluates summarization with Gen AI Evaluation.
- MetaMath with Vertex AI Open Source Model Tuning — Fine-tunes a Llama 3.1 8B model on MetaMathQA using Vertex AI managed tuning.
- Hugging Face DLCs: Fine-tuning Gemma with Transformer Reinforcement Learning (TRL) on Vertex AI — Fine-tunes google/gemma-2b with TRL SFT and LoRA in a Vertex AI custom container job.
- Get started with Vertex AI Model Garden SDK — Deploy and test open models on Vertex AI with the Model Garden SDK.
- Import, Deploy, and Serve custom open models on Vertex AI using Vertex AI Model Garden SDK. — Imports Hugging Face open-model weights to GCS, deploys them on Vertex AI, and serves predictions.
- Get started with Model Garden Terraform Deployment — Deploys Model Garden and Hugging Face open models to Vertex AI endpoints with Terraform.
- Hugging Face DLCs: Serving PaliGemma using Pytorch Inference on Vertex AI with Custom Handler — Deploys gated PaliGemma from Hugging Face to Vertex AI using a PyTorch DLC and custom handler.
- Use Any OSS Gen AI Model Against Your BigQuery Data — Deploys Llama 3.3 70B on Vertex AI and calls it from BigQuery ML for medical transcript analytics.
- Serving Open-Source LLMs on Vertex AI with LiteLLM and OpenAI-Compatible APIs — Deploys a Llama 3.1 Model Garden model on Vertex AI and calls it through LiteLLM OpenAI-style APIs.
- Build and deploy a Hugging Face smolagent using DeepSeek-r1 on Vertex AI — Deploys DeepSeek R1 Distill Qwen 7B on Vertex AI and wraps it in a smolagents math verifier agent.
Partner Models (1)
- Multimodal Function Calling with Claude Models — Uses Claude on Vertex AI for multimodal prompting and tool use with a Wikipedia lookup.
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