update README
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"version": "0.2.0",
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"configurations": [
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{
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"name": "Python Debugger: Current File",
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"name": "Python Debugger: Current this project",
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"type": "debugpy",
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"request": "launch",
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"program": "main.py",
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README.md
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README.md
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# Deeplearning
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## Quickly Start
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1. 将项目文件夹编辑成**日期+项目名**
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2. 编辑好label名称,label名称命名变成英文或者数字
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>例如:”PDMS“, ”1“ 等, , 如果你的每一个类,下面又多个子特征则可以建立一个文件夹,在创建神经网络类的时候将**isDir**参数改成True即可.
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>详细如下图:
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>2.1. 如果只有一类特征
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>
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>2.2. 如果有多类特征
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>
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1. 使用前先建立一个分支,分支名字以日期加项目英文名称,比如`20241110Deeplearning`,方便回溯。
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3. 将准备好的文件夹移动到**Static**文件夹中(没有就建立),如果没有 **Result** 建立一个**Result**文件夹用来存放结果
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4. 读取数据:
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```python
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# 以MaterialDiv为例
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projet_name = '20241009MaterialDiv'
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label_names = ['Acrlic', 'Ecoflex', 'PDMS', 'PLA', 'Wood']
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# 使用库 divSet 划分训练集和数据集
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data = load_data(projet_name, label_names, isDir=False, fileClass='xlsx')
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X_train, X_test, y_train, y_test, encoder = divSet(
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data=data, labels=label_names, test_size= 0.3
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)
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```
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5. 创建神经网络类
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```python
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model = Qmlp(
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X_train=X_train, X_test=X_test, y_train=y_train, y_test= y_test,
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hidden_layers = [128],
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dropout_rate=0
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)
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```
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6. 训练并获取数据
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```python
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pca_2d, pca_3d = model.get_PCA()
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model.fit(300)
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cm = model.get_cm()
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epoch_data = model.get_epoch_data()
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save_to_xlsx(project_name=projet_name, file_name="pca_2d", data=pca_2d)
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save_to_xlsx(project_name=projet_name, file_name="pca_3d", data=pca_3d)
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save_to_xlsx(project_name=projet_name, file_name="cm", data=cm )
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save_to_xlsx(project_name=projet_name, file_name="acc_and_loss", data=epoch_data)
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```
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