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Define data structure clearly
Specify JSON format, CSV columns, or data schemas
Mention specific libraries
PyTorch, TensorFlow, Scikit-learn for targeted solutions
Clarify theory vs. production
Specify if you need concepts or deployment-ready code
Deploy models with Replicate. Process: 1. Package model with Cog. 2. Define predict function. 3. Push to Replicate. 4. API access with predictions. 5. Automatic scaling. 6. GPU compute on-demand. 7. Webhook notifications. 8. Version management. Run any model without infrastructure. Use for Stable Diffusion, LLMs, or custom models.