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Regression (ML) model that predicts a wind turbine's power generation

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Turbine-Power-Generation

About

Linear regression (ML) model that predicts a wind turbine's power generation using scikit-learn's models for Python.

Dataset size: ~140k

Current Stats:

  • Mean Absolute Error: 0.0904714827457416
  • Mean Squared Error: 0.015591585260396454

Features (parameters)

  • Wind speed at 10 meters
  • Wind speed at 100 meters
  • Wind gust at 10 meters
  • Time of day (in hours)
  • Wind direction at 10 meters
  • Wind direction at 100 meters

Target

  • Power (normalized between 0 and 1)

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Regression (ML) model that predicts a wind turbine's power generation

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