/discharge-pressure-prediction

A regression project of predicting the discharge pressure of a compressor.

Primary LanguageJupyter Notebook

discharge-pressure-prediction

It is a regression of predicting Discharge Pressure of a compressor in psig.

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Use the following commands to run the application :
Step 1: git clone git@github.com:abhishek-shrm/discharge-pressure-prediction.git
Step 2: Move to the downloaded repository
Step 3: sudo docker build -t discharge-pressure-prediction:1.0.0 .
Step 4: sudo docker run -p 5000:5000 discharge-pressure-prediction:1.0.0
Step 5: Open localhost:5000 to use the application

Data

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This dataset contains 296450 rows and 9 columns.

Results

Algorithm RMSE
Multiple Linear Regression 2.4545
Multi-Dimensional Polynomial Regression 1.2163
XGBoost Regressor 1.3080
Multi-Layer Perceptron 1.6427

Final Pipeline

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