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Added best_random_state_in_random_forest.py file an algorithm to find best random state of random forest classifier

Open erenyeager101 opened this issue 1 year ago • 0 comments

Description of Change

The code is designed to identify the optimal random state for a Random Forest Classifier to maximize its prediction accuracy on a given dataset. It uses the heart.csv dataset. The logic is encapsulated within the function find_best_random_state, which accepts a DataFrame and the name of the target column as arguments.

Describe your change:

Added an algorithm to find the best optimal random state of Random Forest Classifier.

  • [x] Add an algorithm?
  • [ ] Fix a bug or typo in an existing algorithm?
  • [ ] Add or change doctests?
  • [ ] Documentation change?

Checklist:

  • [x] I have read CONTRIBUTING.md.
  • [x] This pull request is all my own work -- I have not plagiarized.
  • [x] I know that pull requests will not be merged if they fail the automated tests.
  • [x] This PR only changes one algorithm file. To ease review, please open separate PRs for separate algorithms.
  • [x] All new Python files are placed inside an existing directory.
  • [x] All filenames are in all lowercase characters with no spaces or dashes.
  • [x] All functions and variable names follow Python naming conventions.
  • [x] All function parameters and return values are annotated with Python type hints.
  • [ ] All functions have doctests that pass the automated testing.
  • [ ] All new algorithms include at least one URL that points to Wikipedia or another similar explanation.
  • [x] If this pull request resolves one or more open issues, then the description above includes the issue number(s) with a closing keyword: "Fixes #ISSUE-NUMBER".

erenyeager101 avatar Oct 25 '24 07:10 erenyeager101