AI/ML
Best AWS Deployment Strategies for DeepSeek R1 Models
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DeepSeek-R1 Models Deployment Options on AWS
AWS made previously unavailable DeepSeek-R1 models publicly accessible in Amazon Bedrock Marketplace and Amazon SageMaker JumpStart, providing users with affordable and reliable generative AI models targeted for multiple use cases.
DeepSeek-R1 Models Deployment Options on AWS
AWS offers multiple options for deploying AI models, catering to different business needs, from instant access to pre-trained models to full customization and cost-efficient inference.
Amazon Bedrock Marketplace
What is it ?
A platform providing instant access to pre-trained foundation models via an API for seamless AI integration.
Why Use it ?
Reduces setup time, offers diverse AI models and enables scalable AI integration with minimal effort.
Pricing Based on Instance Type:
- ml.g5.2xlarge – $0.75/hr (Testing & Development)
- ml.p4d.24xlarge – $32.00/hr (High-performance workloads)
- ml.trn1.32xlarge – $25.00/hr (Optimized for AI training)
Amazon SageMaker JumpStart
What is it?
A service that provides pre trained models and pre built solutions for quick AI/ML deployment.
Why Use it ?
Speeds up AI adoption with ready to use models, reducing development time and complexity.
Pricing Based on Instance Type:
ml.m5.large - $0.10/hr (Basic model inference)
ml.p3.2xlarge - $3.06/hr (Deep learning training)
ml.g5.12xlarge - $4.40/hr (GPU accelerated workloads)
Amazon Bedrock Custom Model Import
What is it?
A feature allowing users to bring their own fine-tuned foundation models into Amazon Bedrock.
Why Use it?
Enables businesses to customize models for specific needs while leveraging Bedrock’s managed infrastructure.
Pricing Based on Instance Type:
ml.g5.4xlarge – $1.50/hr (Fine-tuning & inference)
ml.p4d.24xlarge – $32.00/hr (Large-scale model training)
ml.trn1.32xlarge – $25.00/hr (Optimized AI training)
AWS Trainium & Inferentia
What is it?
AWS designed AI accelerators for cost effective and high performance ML training (Trainium) and inference (Inferentia).
Why Use it?
Reduces ML costs, improves efficiency and offers better performance than traditional GPUs.
Pricing Based on Instance Type:
trn1.2xlarge - $1.68/hr (Entry level AI training)
trn1.32xlarge - $25.00/hr (Large scale AI training)
inf2.8xlarge - $4.50/hr (High throughput inference)
Security & Compliance
- Amazon Bedrock Guardrails: Monitors user input and model output for safe and ethical AI use with specialized filtering systems.
- Enterprise Grade Security: AWS believes in data privacy meaning that sensitive user information is not disclosed to the model providers, nor is the user information utilized to train third-party models.
Availability & Pricing
- AWS Region Availability: The DeepSeek-R1 models are available in the US East (Ohio) and US West (Oregon) regions at this time.
- Pricing Model: Pricing is based on infrastructure usage and hours on inference instances with flexible deployments to meet all budgetary needs.
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