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forecasting:regression [2020/12/02 01:09] jclaudio [Random Forest Regression] |
forecasting:regression [2021/09/19 21:59] (current) |
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| ==== Decision Tree Regression ==== | ==== Decision Tree Regression ==== | ||
| - | **Form:** Universal. Can be used with any form. | + | **Form:** Universal. Can be used with any form.\\ |
| **When to use it:** Used when you want to divide your dataset into smaller subs-sets in the form of a tree structure\\ | **When to use it:** Used when you want to divide your dataset into smaller subs-sets in the form of a tree structure\\ | ||
| **Library used:** [[https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html#sklearn.tree.DecisionTreeRegressor|sklearn.tree.DecisionTreeRegressor]]\\ | **Library used:** [[https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html#sklearn.tree.DecisionTreeRegressor|sklearn.tree.DecisionTreeRegressor]]\\ | ||
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| ==== Random Forest Regression ==== | ==== Random Forest Regression ==== | ||
| - | **Form:** Universal. Can be used with any form. | + | **Form:** Universal. Can be used with any form.\\ |
| **When to use it:** Used when you want to have multiple random decision trees to improve your regression results.\\ | **When to use it:** Used when you want to have multiple random decision trees to improve your regression results.\\ | ||
| **Library used:** [[https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html#sklearn.ensemble.RandomForestRegressor|sklearn.ensemble.RandomForestRegressor]]\\ | **Library used:** [[https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html#sklearn.ensemble.RandomForestRegressor|sklearn.ensemble.RandomForestRegressor]]\\ | ||