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GPU cloud alternatives, by the job you're actually running

A generic "alternatives" list is not useful — a fine-tuning run and a batch transcription job want different GPUs and tolerate different failure modes. Every page below states what the job actually needs, live rates for the GPUs it wants, and how to run it on Aquanode today.

RunPod

Training Fine-Tuning Inference Embeddings Image Generation Video Generation Transcription Model Evaluation Notebooks

Vast.ai

Training Fine-Tuning Inference Embeddings Image Generation Video Generation Transcription Model Evaluation

Lambda

Training Fine-Tuning Inference Model Evaluation Notebooks

Shadeform

Training Fine-Tuning Inference

Spheron

Training Fine-Tuning Inference Image Generation

Thunder Compute

Training Fine-Tuning Inference Notebooks

CoreWeave

Training Fine-Tuning Inference

Paperspace

Notebooks Training Fine-Tuning Image Generation

Modal

Inference Embeddings Image Generation Transcription Fine-Tuning Model Evaluation

Together AI

Inference Fine-Tuning Embeddings Training Model Evaluation

Hyperbolic

Inference Embeddings Image Generation Training

Google Colab

Notebooks Training Fine-Tuning Image Generation

AWS EC2 GPU instances

Training Fine-Tuning Inference Embeddings

Google Cloud GPU VMs

Training Fine-Tuning Inference Embeddings Notebooks

Azure GPU VMs

Training Fine-Tuning Inference Embeddings

More on switching clouds

/blog/runpod-alternatives /blog/coreweave-and-lambda-alternatives /blog/google-colab-alternatives

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