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DeepSeek on AWS


DeepSeek on AWS offers a powerful and versatile AI model, DeepSeek-R1, which is now available as a fully managed serverless model in Amazon Bedrock. This model excels in complex reasoning tasks, natural language understanding, and coding, making it suitable for various enterprise applications such as intelligent decision support, software development, and data insights[1][6].

Key Features and Deployments

- Amazon Bedrock: DeepSeek-R1 is available in the Amazon Bedrock Marketplace and through Custom Model Import. It provides robust guardrails and comprehensive tooling for safe AI deployment[1][3].
- Amazon SageMaker: DeepSeek-R1 can be deployed on SageMaker, allowing users to leverage its capabilities for tasks like Retrieval Augmented Generation (RAG) when combined with Amazon OpenSearch Service[2][3].
- Amazon OpenSearch Service: This service enables robust RAG applications by integrating DeepSeek-R1 with vector databases for semantic search and text generation[2].
- Amazon EC2: DeepSeek models can also be deployed on EC2 instances, offering flexibility in infrastructure management[3].

Benefits and Pricing

- Benefits: DeepSeek-R1 offers strong capabilities in reasoning and natural language understanding, making it a valuable tool for AI applications. It is cost-effective and can be used to accelerate innovation without managing complex infrastructure[1][8].
- Pricing: Pricing is based on infrastructure usage, such as inference instance hours for Amazon Bedrock and SageMaker deployments. For custom models, pricing is based on active model copies billed in 5-minute windows[3].

Security and Best Practices

- AWS provides enterprise-grade security features, including private VPC designs and certified infrastructure, to ensure secure AI environments[4].
- Users can leverage AWS resources and workshops to learn best practices for deploying and optimizing DeepSeek models efficiently[4].

Citations:
[1] https://aws.amazon.com/blogs/aws/deepseek-r1-now-available-as-a-fully-managed-serverless-model-in-amazon-bedrock/
[2] https://aws.amazon.com/blogs/big-data/use-deepseek-with-amazon-opensearch-service-vector-database-and-amazon-sagemaker/
[3] https://aws.amazon.com/blogs/aws/deepseek-r1-models-now-available-on-aws/
[4] https://pages.awscloud.com/aws-deepseek-series-registration.html
[5] https://www.aboutamazon.com/news/aws/aws-deepseek-r1-fully-managed-generally-available
[6] https://aws.amazon.com/bedrock/deepseek/
[7] https://www.reddit.com/r/aws/comments/1iejdkq/deepseek_on_aws_now/
[8] https://www.investors.com/news/technology/amazon-stock-deepseek-meta-open-source-ai-model-rivalry/