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Replicate’s cloud-based API is a place for running open-source ML models from Stable Diffusion to Whisper. Explore Replicate’s large selection of models like text to image art generators and image to text caption generators. There are also models for image upscaling and restoration, style transfer and much more. But there’s a lot more to Replicate than that, if you aren’t finding any models which meet your needs, you can run your own models in Replicate’s cloud. Resources are provided to help you get started developing your own ML models using Python.