【专题研究】phones是当前备受关注的重要议题。本报告综合多方权威数据,深入剖析行业现状与未来走向。
This guide demonstrates the construction of a comprehensive optimization workflow utilizing NVIDIA Model Optimizer within Google Colab to train, prune, and refine a deep learning model. We commence by configuring the workspace and loading the CIFAR-10 dataset, followed by designing a ResNet structure and training it to achieve a robust initial performance. Subsequently, we employ FastNAS pruning to methodically decrease the model's computational footprint under specified FLOP limits while maintaining accuracy. Practical deployment challenges are addressed, the optimized subnetwork is reconstructed, and it undergoes fine-tuning to regain performance. The outcome is a fully operational procedure that transitions a model from initial training to a deployment-optimized state, all within a unified environment. Access the Complete Code Notebook.
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