Update Dockefile and clean code
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@ -10,4 +10,9 @@ RUN mkdir -p /.kaggle && chown -R jenkins /.kaggle
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USER jenkins
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COPY data_processing.py .
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COPY create_model.py .
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COPY helper.py .
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COPY predict_price.py .
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WORKDIR .
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@ -25,5 +25,3 @@ model.compile(optimizer=adam, loss='mean_squared_error')
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model.fit(X_train, Y_train, epochs=20, batch_size=32, validation_data=(X_dev, Y_dev))
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model.save('hp_model.h5')
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@ -1,5 +1,6 @@
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import tensorflow as tf
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def prepare_tensors(df):
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Y = df["Price"]
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X = df.drop("Price", axis=1)
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@ -1,6 +1,5 @@
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import pandas as pd
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from keras.models import load_model
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from helper import prepare_tensors
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hp_test = pd.read_csv('hp_test.csv')
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@ -11,5 +10,4 @@ model = load_model('hp_model.h5')
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test_predictions = model.predict(X_test)
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predictions_df = pd.DataFrame(test_predictions, columns=["Predicted_Price"])
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predictions_df.to_csv('hp_test_predictions.csv', index=False)
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