from?keras.layers.core?import?Dense?Activation?Dropout
from?keras.layers.recurrent?import?LSTM
from?keras.models?import?Sequential
import?lstm?time?#helper?libraries

#Step?1?Load?Data
X_train?y_train?X_test?y_test?=?lstm.load_data（‘sp500.csv‘?50?True）

#Step?2?Build?Model
model?=?Sequential（）

model.add（LSTM（
????input_dim=1
????output_dim=50
????return_sequences=True））
model.add（Dropout（0.2））

model.add（LSTM（
????100
????return_sequences=False））
model.add（Dropout（0.2））

model.add（Dense（
????output_dim=1））
model.add（Activation（‘linear‘））

start?=?time.time（）
model.compile（loss=‘mse‘?optimizer=‘rmsprop‘）

#Step?3?Train?the?model
model.fit（
????X_train
????y_train
????batch_size=512
????nb_epoch=1
????validation_split=0.05）

#Step?4?-?Plot?the?predictions!
predictions?=?lstm.predict_sequences_multiple（model?X_test?50?50）
lstm.plot_results_multiple（predictions?y_test?50）

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2017-11-10?20:34??Predict-Demo\
?????文件????????6148??2017-11-10?20:24??Predict-Demo\.DS_Store
?????目錄???????????0??2017-11-10?20:32??Predict-Demo\.idea\
?????文件?????????398??2017-11-10?17:17??Predict-Demo\.idea\How-to-Predict-Stock-Prices-Easily-Demo-master.iml
?????目錄???????????0??2017-11-10?17:17??Predict-Demo\.idea\inspectionProfiles\
?????文件?????????211??2017-11-10?17:15??Predict-Demo\.idea\misc.xml
?????文件?????????344??2017-11-10?17:15??Predict-Demo\.idea\modules.xml
?????文件???????18005??2017-11-10?20:32??Predict-Demo\.idea\workspace.xml
?????目錄???????????0??2017-11-10?20:23??Predict-Demo\.ipynb_checkpoints\
?????文件???????62537??2017-11-10?20:23??Predict-Demo\.ipynb_checkpoints\stockdemo-checkpoint.ipynb
?????文件?????????187??2017-11-10?20:23??Predict-Demo\.ipynb_checkpoints\Untitled1-checkpoint.ipynb
?????文件??????????72??2017-11-10?17:18??Predict-Demo\.ipynb_checkpoints\Untitled-checkpoint.ipynb
?????目錄???????????0??2017-11-10?18:37??Predict-Demo\__pycache__\
?????文件????????3633??2017-11-10?18:37??Predict-Demo\__pycache__\lstm.cpython-36.pyc
?????文件?????????902??2017-11-10?18:38??Predict-Demo\domain.py
?????文件??????125334??2017-11-10?20:24??Predict-Demo\Figure_1.png
?????文件????????3642??2017-11-10?18:37??Predict-Demo\lstm.py
?????文件?????????117??2017-11-10?20:25??Predict-Demo\README.md
?????文件???????48119??2017-03-01?18:39??Predict-Demo\sp500.csv
?????文件???????62673??2017-03-01?18:39??Predict-Demo\stockdemo.ipynb