Cloud Equivalents

Amazon Web Services → Microsoft Azure

Azure equivalent of Amazon Bedrock model customization

Bedrock model customization maps to Foundry fine-tuning.

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About Amazon Bedrock model customization

ProviderAmazon Web Services
StatusGenerally available
What it isSupervised fine-tuning, reinforcement fine-tuning (reward functions in Lambda), and distillation for supported Bedrock models.
Documentationdocs.aws.amazon.com
PricingOfficial pricing page

Azure mappings (1)

CapabilityAzure equivalentMatch
Foundation model fine-tuning & distillationFoundry fine-tuningDirect match
Generative AI platforms & models(1)

Foundation model fine-tuning & distillation Direct match

Bedrock model customization maps to Foundry fine-tuning. Both offer supervised fine-tuning, reinforcement fine-tuning, and distillation for selected models.

  • Bedrock offers supervised fine-tuning, reinforcement fine-tuning (reward functions written in AWS Lambda, or training from invocation logs), and managed distillation (teacher to student).
  • Foundry offers SFT, preference fine-tuning (DPO), and reinforcement fine-tuning (model-specific). Distillation is done through teacher-generated SFT data. Fine-tuned models deploy serverless or on managed compute with LoRA adapters (preview).
  • Which base models are tunable differs a lot and changes often. Check each side's supported-model table.

Full comparison →