Water Quality Prediction

Using SVR and Grid Search

Water Quality Prediction Data

date event emoji
1 Load the dataset from Excel file ๐Ÿ“Š
2 Define target columns and predictors ๐Ÿ“ˆ
3 Filter out selected target from features ๐Ÿงน
4 Split dataset into training and testing sets ๐Ÿ”€
5 Normalize features using StandardScaler โš–๏ธ
6 Setup grid search with SVR model ๐Ÿ”
7 Perform grid search with 5-fold cross-validation ๐Ÿ”„
8 Get the best estimator from grid search ๐Ÿ†
9 Perform cross-validation for Rยฒ and MSE ๐Ÿ“‰
10 Predict on training and testing sets ๐Ÿ”ฎ