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本文详细介绍了基于MATLAB实现CNN手写数字识别（MNIST）的完整流程，涵盖数据加载、layerGraph定义网络、训练配置、性能评估及PDF自动化报告生成；重点解析常见训练异常原因与解决方案，并指导使用MATLAB Coder将模型导出为C代码，支持STM32或FPGA嵌入式部署，强调教学交付与工程落地的双重价值。

如果你正对着MATLAB命令行发呆，手边是北航信通学院《数字信号处理》课程大纲里那句“要求用MATLAB完成滤波器设计、频谱分析与系统仿真”，而期末上机题PDF刚在校园网教务系统弹出——别急着搜“答案”，先问自己： 你写的butter (4, 0.2)真能跑通实测数据？