---
description: Tutorials for deploying and operating workloads on Verda Serverless Containers.
revision_date: 06.09.2026
---

# Serverless Container Tutorials

Use these tutorials for end-to-end examples that deploy models, migrate workloads, and prepare container images for Verda Serverless Containers.

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- :material-rocket-launch: **Deploy with vLLM**

    ---

    Quickstart for deploying an inference endpoint with vLLM.

    [:octicons-arrow-right-24: Open tutorial](https://docs.verda.com/containers/tutorials/deploy-with-vllm-quick/)

- :material-import: **Migrate from Runpod**

    ---

    Move an existing Runpod-style container workflow to Verda.

    [:octicons-arrow-right-24: Open tutorial](https://docs.verda.com/containers/tutorials/migrate-from-runpod/)

- :material-robot-outline: **GPT-OSS 120B with Ollama**

    ---

    Deploy GPT-OSS 120B with Ollama on Serverless Containers.

    [:octicons-arrow-right-24: Open tutorial](https://docs.verda.com/containers/tutorials/quick-deploying-gpt-oss-120b-ollama-on-serverless-containers/)

- :material-file-document-outline: **Deploy with TGI**

    ---

    In-depth guide for serving models with Text Generation Inference.

    [:octicons-arrow-right-24: Open tutorial](https://docs.verda.com/containers/tutorials/deploy-with-tgi-indepth/)

- :material-lightning-bolt: **Deploy with SGLang**

    ---

    In-depth guide for serving models with SGLang.

    [:octicons-arrow-right-24: Open tutorial](https://docs.verda.com/containers/tutorials/deploy-with-sglang-indepth/)

- :material-cube-send: **Deploy with Replicate Cog**

    ---

    In-depth guide for packaging and deploying a Cog model.

    [:octicons-arrow-right-24: Open tutorial](https://docs.verda.com/containers/tutorials/deploy-with-replicate-cog-indepth/)

- :material-microphone-outline: **Async Whisper inference**

    ---

    Run asynchronous inference requests with Whisper.

    [:octicons-arrow-right-24: Open tutorial](https://docs.verda.com/containers/tutorials/async-whisper/)

- :material-docker: **Publish a Docker image**

    ---

    Build and publish your first Docker image for container deployments.

    [:octicons-arrow-right-24: Open tutorial](https://docs.verda.com/containers/tutorials/tutorial-how-to-publish-your-first-docker-image-to-docker-hub/)

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