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Regression algorithms to predict the minimum temperature

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Weather-Forecast

Problem Objective

In this notebook, I'll be dealing with a Regression problem with the aim to predict a continuous value. The weather.csv file contains a dataset about different measured and recorded aspects of the weather at each day for almost a year. The entire dataset contains 366 entries and 22 columns

Data source

https://www.kaggle.com/zaraavagyan/weathercsv

Steps followed

  • Exploratory data analysis
  • Data Preprocessing
  • Applying ML algorithms:
    • Linear Regression
    • Decision Tree Regressor
    • Random Forest Regressor
    • XGBoost Regressor
    • SVM Regressor
  • Comparing algorithms performances
  • Conclusion

Evaluation metrices

  • MSE
  • RMSE
  • MAE