projects 通用模板

项目初始化

在终端输入:

mkdir data draft models outputs app notebook

进行项目的初始化。

.gitignore 的模板

更多内容参考: xinetzone/gitignoredemo/ 中放置了一些常用的 gitignore 文件。

项目的输出与中间结果存储目录

该项内容仅仅在本地磁盘创建,而不被上传到 github:

项目的开发

nutsml

一个数据处理工具包 nutsml

Deep-learning code is characterized by

    data pre-processing on CPU and training on GPU
    mix of common and task-specific pre-processing steps
    training in epochs
    mini-batches of training data
    data transformation such as scaling, cropping and others
    data augmentation to increase amount of training data
    check-pointing of network weights
    logging of training progress