Final Update of 03

 - Update tensorboard log data
 - Finish the report in ipynb & Markdown
P.S. Shit I forget to add an PDF version

03. predicting-boston-house-price/docs/README.md

+# 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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