GeotherML
Presentation Link: click here
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Exploratory Data Analysis
- Overview of dataset
- Check for missing data
- check for columns without meaningful information
- Determine inputs and outputs based on project scope
- Check for correlation between features
- Overview of embedded Time-series columns
- Feature engineering: Average quarterly time-series to yearly time-series and filter to 20year lifespan
- Import Second Dataset and concatenate with initial dataset
- Export all dataframes for future Data Modeling
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Data Modeling: Power Enthalpy
- Import inputs and outputs
- Train / Test split
- Scale Data
- Create Neural Network
- Fit the Model
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Data Modeling: Power Output
- Import inputs and outputs
- Train / Test split
- Scale Data
- Create Neural Network
- Fit the Model
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Data Modeling: Extracted Thermal Power
- Import inputs and outputs
- Train / Test split
- Scale Data
- Create Neural Network
- Fit the Model
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Evaluation Metrics
- MAE
- MSE
- RMSE
- Explained variance score
- Compare mean values per year: Predictions Vs Real