https://echo.ishian.me/categories/ml/dl/Recent content in ML/DL on IshianHugoenFri, 18 Jul 2025 00:00:00 +0000https://echo.ishian.me/2025/07/18/deeplearning-convlayer/Fri, 18 Jul 2025 00:00:00 +0000https://echo.ishian.me/2025/07/18/deeplearning-convlayer/讲解卷积层的稀疏交互、参数共享、平移等变特性及卷积运算的具体结构https://echo.ishian.me/2025/07/15/deeplearning-fclayer/Tue, 15 Jul 2025 00:00:00 +0000https://echo.ishian.me/2025/07/15/deeplearning-fclayer/讲解全连接层的结构、前向传播与反向传播的梯度计算公式https://echo.ishian.me/2025/07/14/deeplearning-simplenn/Mon, 14 Jul 2025 00:00:00 +0000https://echo.ishian.me/2025/07/14/deeplearning-simplenn/讲解前馈神经网络的基本结构、前向传播与反向传播原理及梯度下降优化https://echo.ishian.me/2025/07/09/deeplearning-activefuncs/Wed, 09 Jul 2025 00:00:00 +0000https://echo.ishian.me/2025/07/09/deeplearning-activefuncs/讲解激活函数的作用与要求，介绍Sigmoid、Tanh、ReLU及其变体等常见激活函数https://echo.ishian.me/2025/07/06/deeplearning-lossaregular/Sun, 06 Jul 2025 00:00:00 +0000https://echo.ishian.me/2025/07/06/deeplearning-lossaregular/讲解回归与分类任务的常用损失函数及其极大似然推导，以及正则化方法https://echo.ishian.me/2024/08/04/deeplearning-beginner/Sun, 04 Aug 2024 00:00:00 +0000https://echo.ishian.me/2024/08/04/deeplearning-beginner/介绍机器学习基础概念，包括模型评价标准、过拟合与欠拟合、数据集划分等