Unverified Commit 22c55fbc authored by Kiryuu Sakuya's avatar Kiryuu Sakuya 🎵
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Final Update of 03

 - Update tensorboard log data
 - Finish the report in ipynb & Markdown
P.S. Shit I forget to add an PDF version
parent 0f36138b
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# 波士顿房价预测线性回归实践
## Test 01
```
# 迭代轮次
train_epoches = 100
# 学习率
learning_rate = 0.001
```
### Output
```
epoch= 100 loss= 24.211281748325614 b= 21.770836 w= [[ -4.9164767 ]
[ 2.7984912 ]
[ -0.43464884]
[ 3.3692286 ]
[ -3.3862295 ]
[ 24.162823 ]
[ 1.5219853 ]
[ -6.114235 ]
[ 3.0771177 ]
[ -4.1807065 ]
[ -7.0219197 ]
[-18.366669 ]]
```
## Test 02
```
# 迭代轮次
train_epoches = 251
# 学习率
learning_rate = 0.001
```
### Output
```
epoch= 251 loss= 22.94067138583502 b= 26.28938 w= [[ -7.589738 ]
[ 3.595694 ]
[ 0.43645832]
[ 2.973101 ]
[ -6.843925 ]
[ 22.578205 ]
[ 0.6139967 ]
[-12.000689 ]
[ 5.00105 ]
[ -5.6571302 ]
[ -8.040324 ]
[-19.215729 ]]
```
## Test 03
```
# 迭代轮次
train_epoches = 100
# 学习率
learning_rate = 0.01
```
### Output
```
epoch= 100 loss= 23.6561044374722 b= 31.44269 w= [[-10.528879 ]
[ 4.79644 ]
[ 0.64404637]
[ 2.854641 ]
[ -8.767159 ]
[ 19.401321 ]
[ 0.85218984]
[-16.196604 ]
[ 7.047961 ]
[ -6.388497 ]
[ -8.368021 ]
[-19.846914 ]]
```
## Test 04
```
# 迭代轮次
train_epoches = 251
# 学习率
learning_rate = 0.01
```
### Output
```
epoch= 251 loss= 23.794503876861537 b= 31.162167 w= [[-10.77389 ]
[ 4.667809 ]
[ 0.42540076]
[ 2.7994697 ]
[ -9.149059 ]
[ 18.954031 ]
[ 0.38411948]
[-16.282242 ]
[ 6.529516 ]
[ -6.7486563 ]
[ -8.841482 ]
[-20.037941 ]]
```
## Test 05
```
# 迭代轮次
train_epoches = 2510
# 学习率
learning_rate = 0.0251
```
### Output
```
epoch= 2510 loss= 25.995619388053786 b= 30.854237 w= [[-11.20218 ]
[ 4.756016 ]
[ 0.08100095]
[ 3.5195334 ]
[ -8.762581 ]
[ 19.299273 ]
[ -0.30765447]
[-16.0918 ]
[ 5.9486747 ]
[ -6.8470683 ]
[ -8.690561 ]
[-20.485533 ]]
```
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