目 录
1 前言 -----------------------------------------------------------------------------------1
1.1 目的 ----------------------------------------------------------------------------------------------------1
1.2 系统概述----------------------------------------------------------------------------------------------1
1.3 文档概述----------------------------------------------------------------------------------------------1
1.4 术语和缩略语 ---------------------------------------------------------------------------------------2
2 引用文档 ----------------------------------------------------------------------------2
3 需求分析 ----------------------------------------------------------------------------3
3.1 业务需求分析 ---------------------------------------------------------------------------------------3
3.1.1 初学者 ---------------------------------------------------------------------------------------------3
3.1.2 科研人员 ------------------------------------------------------------------------------------------3
3.1.3 深度学习领域------------------------------------------------------------------------------------3
3.2 功能性需求分析 ------------------------------------------------------------------------------------3
3.2.1 丰富的工具包------------------------------------------------------------------------------------4
3.2.2 模块化搭建神经网络--------------------------------------------------------------------------4
3.3 非功能性需求分析---------------------------------------------------------------------------------5
3.3.1 高效性 ---------------------------------------------------------------------------------------------5
3.3.2 用户友好性---------------------------------------------------------------------------------------5
3.3.3 可修改性 ------------------------------------------------------------------------------------------5
3.3.4 鲁棒性 ---------------------------------------------------------------------------------------------6
3.4 扩展需求----------------------------------------------------------------------------------------------6
3.4.1 修改卷积层 RUCM------------------------------------------------------------------------------7
3.4.2 修改线性层 RUCM------------------------------------------------------------------------------8
3.5 需求识别----------------------------------------------------------------------------------------------9
3.5.1 载入数据 ----------------------------------------------------------------------------------------10
3.5.2 定义神经网络模型 ---------------------------------------------------------------------------10
3.5.3 训练网络 ----------------------------------------------------------------------------------------12
3.5.4 测试网络 ----------------------------------------------------------------------------------------12
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