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Integrations & Ops: Third Party, Fine-Tuning, and Cost Tracking
Fine-tuning on Amazon Bedrock

Fine-tuning on Amazon Bedrock

Walks through fine-tuning Claude 3 Haiku on Amazon Bedrock (dataset prep → S3 upload → job launch → usage).

  • Upstream notebook: finetuning/finetuning_on_bedrock.ipynb

What to focus on

  • Dataset hygiene (quality, privacy, labeling)
  • Operational steps (S3, job lifecycle)
  • How to evaluate fine-tuned behavior vs baseline

Run locally 

make test-notebooks NOTEBOOK=finetuning/finetuning_on_bedrock.ipynb
Audio transcription with DeepgramUsage & cost Admin API