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Add multi-class dataset for neural network homework

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bushuhui 6 years ago
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homework_05_nn/README.md
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# Neural Networks # Neural Networks
自己编程实现两层或多层全连接神经网络，可以使用`moons` 或者`circles`数据集来测试、验证算法。 自己编程实现两层或多层全连接神经网络，可以使用`moons` 、`circles`、或者`digits`数据集来测试、验证算法。
dataset_moons: **dataset_moons**:
![dataset_moons](images/dataset_moon.png) ![dataset_moons](images/dataset_moon.png)
dataset_circles: **dataset_circles**:
![dataset_circles](images/dataset_circle.png) ![dataset_circles](images/dataset_circle.png)
**dataset_digits**:
![dataset_digits](images/dataset_digits.png)
加载数据的方式是： 加载数据的方式是：
```python ```python
# moon dataset # moon dataset
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dataset_circles的数据文件是`dataset_circles.csv` dataset_circles的数据文件是`dataset_circles.csv`
dataset_digits的加载方式：
```python
import matplotlib.pyplot as plt
from sklearn.datasets import load_digits
# load data
digits = load_digits()
# copied from notebook 02_sklearn_data.ipynb
fig = plt.figure(figsize=(6, 6)) # figure size in inches
fig.subplots_adjust(left=0, right=1, bottom=0, top=1, hspace=0.05, wspace=0.05)
# plot the digits: each image is 8x8 pixels
for i in range(64):
ax = fig.add_subplot(8, 8, i + 1, xticks=[], yticks=[])
ax.imshow(digits.images[i], cmap=plt.cm.binary)
# label the image with the target value
ax.text(0, 7, str(digits.target[i]))
```
要求： **要求**：
1. 自己编程实现多层全连接神经网络的多分类。 1. 先用函数的方式实现网络的正向计算和反向误差传播，权值更新。
2. 先用函数的方式实现网络的正向计算和反向误差传播，权值更新。 2. 构思并实现基于类的神经网络程序。
3. 构思并实现基于类的神经网络程序。 3. 构建多分类的网络（可以使用`dataset_digits`）
4. 学习`softmax`和`cross entropy`的方法，并实现类别所属概率的输出。 4. 学习`softmax`和`cross entropy`的方法，并实现类别所属概率的输出。
5. 对比自己实现与sklearn的方法的精度。 5. 对比自己实现与sklearn的方法的精度。
6. 如何将分类错误的样本可视化出来？ 6. 如何将分类错误的样本可视化出来？

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homework_05_nn/dataset_circles.csv
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