# How to deploy and fine-tune DeepSeek models on AWS

DevFeed: [How to deploy and fine-tune DeepSeek models on AWS](<https://devfeed.tech/articles/how-to-deploy-and-fine-tune-deepseek-models-on-aws-7161.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/deepseek-r1-aws>)

Author: Simon Pagezy; Jeff Boudier; David Corvoysier

Published: 2025-01-30T00:00:00Z

Content type: tutorial

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [deepseek](<https://devfeed.tech/topics/deepseek.md>), [inference-endpoints](<https://devfeed.tech/topics/inference-endpoints.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [hugging face](<https://devfeed.tech/topics/hugging-face.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [Amazon SageMaker AI](<https://devfeed.tech/topics/amazon-sagemaker-ai.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [autoscaling](<https://devfeed.tech/topics/autoscaling.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>)

Tags: [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-sagemaker](<https://devfeed.tech/tags/amazon-sagemaker.md>), [amazon-sagemaker-ai](<https://devfeed.tech/tags/amazon-sagemaker-ai.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [autoscaling](<https://devfeed.tech/tags/autoscaling.md>), [aws](<https://devfeed.tech/tags/aws.md>), [deepseek](<https://devfeed.tech/tags/deepseek.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [inference](<https://devfeed.tech/tags/inference.md>), [inference-endpoints](<https://devfeed.tech/tags/inference-endpoints.md>), [llms](<https://devfeed.tech/tags/llms.md>), [models](<https://devfeed.tech/tags/models.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [partnerships](<https://devfeed.tech/tags/partnerships.md>)

## AI overview

This tutorial explains how to deploy and fine-tune DeepSeek-R1 and its distilled models on AWS using Hugging Face Inference Endpoints. It covers production deployment with dedicated compute, autoscaling, scale-to-zero, security, optimized hardware, and deployment options through Amazon Bedrock and Amazon SageMaker AI.

## Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.