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add new model named credit card estimator used to detect whether the … #113

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merged 6 commits into from
Oct 27, 2024

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DG492003
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@DG492003 DG492003 commented Oct 10, 2024

…transaction is faulty or not by randomforestcalssifier

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  • My code follows the current project structure
  • I have thoroughly reviewed and updated the requirements.txt file to include any new packages
  • The predict.py file includes a properly implemented model_details() function, or the notebook contains this function to print a detailed model report. The model will not be accepted without this function, as it is essential for generating the necessary model details.
  • I have added relevant tests (if necessary).
  • I have added comments in the code where needed.
  • This PR is submitted under Hacktoberfest.
  • This PR is submitted under GirlScript Summer of Code (GSSoC-Extd).

…transaction is faulty or not by randomforestcalssifier
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Add model_details function and keep the pickle file in saved_models/

@yashasvini121 yashasvini121 linked an issue Oct 10, 2024 that may be closed by this pull request
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Please mention the relevant issue no. as well

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This PR addresses the issue #2

@yashasvini121 yashasvini121 linked an issue Oct 10, 2024 that may be closed by this pull request
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  • Model_details function is missing from your code.
  • After testing various combinations of inputs, the model consistently returns "Fraud" as the output.
  • Please provide a proper model_details function that outputs key evaluation parameters of the RandomForestClassifier. Like: Accuracy, Precision, Recall, F1 Score, Confusion Matrix, Feature Importance etc.
    This would help in understanding the performance and behavior of the model more clearly.
  • Additionally, I noticed the notebook is missing. While it’s not important, if you’ve tried other models, it would be great to showcase that work as well.

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Please check the new commits. Try to resolve all the problem

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Is there any issue still needs to work on?

@yashasvini121 yashasvini121 merged commit 056ec77 into yashasvini121:master Oct 27, 2024
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DG492003 commented Oct 27, 2024 via email

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Add Fraudulent Transaction Detection Model to the Project
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