Random Forest Trees

Calculate Random Forest Trees instantly with the exact formula and a worked example.

Random Forest Trees

Library (1 = scikit-learn, 2 = R randomForest, 3 = R ranger)
Number of features p
Task (1 = classification, 2 = regression)
Default number of trees
100
scikit-learn ≥ 1.1: n_estimators = 100; max_features = sqrt (classifier) or 1.0 (regressor)The number of trees has no formula: the OOB error levels off as trees are added — increase it while the error keeps fallingCalculate Random Forest Trees instantly with the exact formula and a worked example.
Features per split (mtry / max_features)
10
Share of features per split
10%

More about: Random Forest Trees

What it calculates

The “Random Forest Trees” calculator computes Default number of trees from 3 parameters: library (1 = scikit-learn, 2 = r randomforest, 3 = r ranger), number of features p, task (1 = classification, 2 = regression).

Standard IT calculations for developers and sysadmins.

Example calculation

With parameters Library (1 = scikit-learn, 2 = R randomForest, 3 = R ranger) = 1, Number of features p = 100, Task (1 = classification, 2 = regression) = 1 the result is 100 (scikit-learn ≥ 1.1: n_estimators = 100; max_features = sqrt (classifier) or 1.0 (regressor)).

How to use

  1. Enter library (1 = scikit-learn, 2 = r randomforest, 3 = r ranger), number of features p and task (1 = classification, 2 = regression) — each field above is adjustable with a slider.
  2. Default number of trees is calculated automatically as you type.
  3. Check the worked example below to see the formula applied to real numbers.
  4. Copy the result or bookmark this calculator.

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FAQ

How is Random Forest Trees calculated?
The Random Forest Trees calculator computes Default number of trees from library (1 = scikit-learn, 2 = r randomforest, 3 = r ranger), number of features p, task (1 = classification, 2 = regression). Enter your values above and the exact formula is applied instantly; a worked example with real numbers is shown below.
Is the Random Forest Trees calculator free?
Yes. It is completely free, needs no signup, runs entirely in your browser, and sends no data to any server.

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