# deeplearning4j-issues **Repository Path**: gavinyang79/deeplearning4j-issues ## Basic Information - **Project Name**: deeplearning4j-issues - **Description**: No description available - **Primary Language**: Unknown - **License**: Not specified - **Default Branch**: master - **Homepage**: None - **GVP Project**: No ## Statistics - **Stars**: 0 - **Forks**: 1 - **Created**: 2025-09-07 - **Last Updated**: 2025-09-07 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README # deeplearning4j-issues 希望构建一个deeplearning4j问题解决的仓库 如果大家有发现什么问题，并且在群里面解决了之后。可以书写一个文档让后来学习的人便于查阅学习。 deeplearning4j 教程 视频教程列表：[Deeplearning4j - 入门视频](https://blog.csdn.net/u011669700/article/details/80629357) 哔哩哔哩直达地址：https://space.bilibili.com/327018681/#/ 群号： 289058486 # 源码阅读 1. [deeplearning4j-denselayer训练源码阅读](https://github.com/sjsdfg/deeplearning4j-issues/tree/master/deeplearning4j-denselayer%E8%AE%AD%E7%BB%83%E6%BA%90%E7%A0%81%E9%98%85%E8%AF%BB) 2. [deeplearning4j梯度标准化策略.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/deeplearning4j%E6%A2%AF%E5%BA%A6%E6%A0%87%E5%87%86%E5%8C%96%E7%AD%96%E7%95%A5.pdf) 3. [deeplearning4j学习率衰减策略.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/Dl4j%E5%AD%A6%E4%B9%A0%E7%8E%87%E8%A1%B0%E5%87%8F%E7%AD%96%E7%95%A5.pdf) # 模型保存 1. [Deeplearning4j-模型保存至HDFS.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/Deeplearning4j%E6%A8%A1%E5%9E%8B%E4%BF%9D%E5%AD%98%E8%87%B3HDFS.pdf) 2. [Spark-Dl4jMultiLayer模型存储.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/SparkDl4jMultiLayer%E6%A8%A1%E5%9E%8B%E5%AD%98%E5%82%A8.pdf) # 学习总结 1. [BaseNDArray中的四个矩阵相乘方法小结.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/BaseNDArray%E4%B8%AD%E7%9A%84%E5%9B%9B%E4%B8%AA%E7%9F%A9%E9%98%B5%E7%9B%B8%E4%B9%98%E6%96%B9%E6%B3%95%E5%B0%8F%E7%BB%93.pdf) 2. [Deeplearning4j - ND4j方法快速索引.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/Deeplearning4j%20-%20ND4j%E6%96%B9%E6%B3%95%E5%BF%AB%E9%80%9F%E7%B4%A2%E5%BC%95.pdf) 3. [DeepLearning4j-使用Java训练YOLO模型.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/DeepLearning4j-%E4%BD%BF%E7%94%A8Java%E8%AE%AD%E7%BB%83YOLO%E6%A8%A1%E5%9E%8B.pdf) 4. [Deeplearning4j - 使用nd4j导入tensorflow模型.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/Deeplearning4j%20-%20%E4%BD%BF%E7%94%A8nd4j%E5%AF%BC%E5%85%A5tensorflow%E6%A8%A1%E5%9E%8B.pdf) 5. [Deeplearning4j分布式训练：梯度共享.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/Deeplearning4j%E5%88%86%E5%B8%83%E5%BC%8F%E8%AE%AD%E7%BB%83%EF%BC%9A%E6%A2%AF%E5%BA%A6%E5%85%B1%E4%BA%AB.pdf) 6. [Deeplearning4j的本机CPU优化.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/Deeplearning4j%E7%9A%84%E6%9C%AC%E6%9C%BACPU%E4%BC%98%E5%8C%96.pdf) 7. [Java构建汽车无人驾驶：汽车目标检测.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/Java%E6%9E%84%E5%BB%BA%E6%B1%BD%E8%BD%A6%E6%97%A0%E4%BA%BA%E9%A9%BE%E9%A9%B6%EF%BC%9A%E6%B1%BD%E8%BD%A6%E7%9B%AE%E6%A0%87%E6%A3%80%E6%B5%8B.pdf) 8. [ND4J-DL4J的内存管理：工作原理.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/ND4J-DL4J%E7%9A%84%E5%86%85%E5%AD%98%E7%AE%A1%E7%90%86%EF%BC%9A%E5%B7%A5%E4%BD%9C%E5%8E%9F%E7%90%86.pdf) 9. [ND4J读取图片.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/ND4J%E8%AF%BB%E5%8F%96%E5%9B%BE%E7%89%87.pdf) 10. [卷积神经网络常见结构.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%B8%B8%E8%A7%81%E7%BB%93%E6%9E%84.pdf) 11. [工作区指南.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/%E5%B7%A5%E4%BD%9C%E5%8C%BA%E6%8C%87%E5%8D%97.pdf) 12. [获取AutoEncoder中间层输出.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/%E8%8E%B7%E5%8F%96AutoEncoder%E4%B8%AD%E9%97%B4%E5%B1%82%E8%BE%93%E5%87%BA.pdf) 13. [超参数总结](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/%E8%B6%85%E5%8F%82%E6%95%B0%E6%80%BB%E7%BB%93.pdf) # GPU使用 1. [Cuda8下载地址，以及使用GPU部分配置选项.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/Cuda8%E4%B8%8B%E8%BD%BD%E5%9C%B0%E5%9D%80%EF%BC%8C%E4%BB%A5%E5%8F%8A%E4%BD%BF%E7%94%A8GPU%E9%83%A8%E5%88%86%E9%85%8D%E7%BD%AE%E9%80%89%E9%A1%B9.pdf) 2. [Deeplearning4j-使用Cuda 9.1和 Cudnn7.1 加速模型训练.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/Deeplearning4j-%E4%BD%BF%E7%94%A8Cuda%209.1%E5%92%8C%20Cudnn7.1%20%E5%8A%A0%E9%80%9F%E6%A8%A1%E5%9E%8B%E8%AE%AD%E7%BB%83.pdf) 3. [下载cuDNN历史版本方法.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/%E4%B8%8B%E8%BD%BDcuDNN%E5%8E%86%E5%8F%B2%E7%89%88%E6%9C%AC%E6%96%B9%E6%B3%95.pdf) 4. [在Deeplearning4j中使用cuDNN.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/%E5%9C%A8Deeplearning4j%E4%B8%AD%E4%BD%BF%E7%94%A8cuDNN.pdf) # 问题解决 1. [Deeplearning4j - 使用SparkComputationGraph构建网络UI不能正常监控.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/Deeplearning4j%20-%20%E4%BD%BF%E7%94%A8SparkComputationGraph%E6%9E%84%E5%BB%BA%E7%BD%91%E7%BB%9CUI%E4%B8%8D%E8%83%BD%E6%AD%A3%E5%B8%B8%E7%9B%91%E6%8E%A7.pdf) 2. [Dl4j使用Spark分布式训练指定CPU后端训练.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/Dl4j%E4%BD%BF%E7%94%A8Spark%E5%88%86%E5%B8%83%E5%BC%8F%E8%AE%AD%E7%BB%83%E6%8C%87%E5%AE%9ACPU%E5%90%8E%E7%AB%AF%E8%AE%AD%E7%BB%83.pdf) 3. [Intel MKL FATAL ERROR-Cannot load mkl_intel_thread.dll.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/Intel%20MKL%20FATAL%20ERROR-Cannot%20load%20mkl_intel_thread.dll.pdf) # 其他资料 1. [DeepLearning4j安装部署文档.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/DeepLearning4j%E5%AE%89%E8%A3%85%E9%83%A8%E7%BD%B2%E6%96%87%E6%A1%A3.pdf) 2. [Visualizing and Understanding CNNs.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/Visualizing%20and%20Understanding%20CNNs.pdf) 3. [《基于Java的开源深度学习框架-Deeplearning4j的介绍与实例分享+》-万宫玺-AI研习社社区分享版 ](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/%E3%80%8A%E5%9F%BA%E4%BA%8EJava%E7%9A%84%E5%BC%80%E6%BA%90%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E6%A1%86%E6%9E%B6-Deeplearning4j%E7%9A%84%E4%BB%8B%E7%BB%8D%E4%B8%8E%E5%AE%9E%E4%BE%8B%E5%88%86%E4%BA%AB%2B%E3%80%8B-%E4%B8%87%E5%AE%AB%E7%8E%BA-AI%E7%A0%94%E4%B9%A0%E7%A4%BE%E7%A4%BE%E5%8C%BA%E5%88%86%E4%BA%AB%E7%89%88%20(1).pdf) 4. [数据集网址集合.pdf](https://github.com/sjsdfg/deeplearning4j-issues/blob/master/%E6%95%B0%E6%8D%AE%E9%9B%86%E7%BD%91%E5%9D%80%E9%9B%86%E5%90%88.pdf)