AI Prompts for Model Optimization and Performance Tuning — prompt 12

Act as a model deployment specialist. My {model_type} model needs to run on {target_environment} with constraints: {constraints}. The current model specifications are {current_metrics}. Recommend a step-by-step compression strategy using techniques like quantization, pruning, and knowledge distillation. Include specific tools, expected performance trade-offs, and validation methods to ensure quality retention.