Why it matters

ML platform layers matter. Understanding shapes strategy.

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The architecture

Infra: GPU + TPU rental.

Platform: SageMaker/Vertex/Azure ML.

Foundation models: Bedrock/Vertex/Azure OpenAI.

ML layersInfrastructureGPU/TPU rentalML Platformtraining + deployFoundation modelsAPIsBedrock: Claude + Llama. Vertex: Gemini + models. Azure: GPT-4
Cloud ML layers.
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How it works end to end

Foundation model access: Bedrock (many), Vertex (Gemini + others), Azure OpenAI (GPT-4).

Fine-tuning options.

Enterprise features vary.