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Add spam mail detection #231

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merged 1 commit into from
Jun 8, 2024
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SayantikaLaskar
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Issue #218

Spam emails pose a significant challenge by cluttering inboxes and potentially posing security risks. This project addresses this issue by using machine learning to distinguish spam emails from legitimate ones. The project involves preprocessing email data, extracting meaningful features, training a classification model, and using this model to detect spam.

Features:

  • Email Preprocessing: Methods to clean and prepare email data, including removing unwanted characters, normalizing text, and handling missing values.
  • Feature Extraction: Techniques to derive useful features from emails, such as word frequencies, the presence of certain keywords, and email metadata.
  • Model Training: Processes for training a machine learning model, including selecting an algorithm, training on the dataset, and optimizing model parameters.
  • Spam Detection: Using the trained model to classify new emails as spam or not, providing a practical tool for users.
  • Evaluation Metrics: Tools to measure the model's performance through metrics like accuracy, precision, recall, and F1-score, ensuring the model's effectiveness.

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github-actions bot commented Jun 8, 2024

Thank you for submitting your pull request! 🙌 We'll review it as soon as possible. In the meantime, please ensure that your changes align with our CONTRIBUTING.md. If there are any specific instructions or feedback regarding your PR, we'll provide them here. Thanks again for your contribution! 😊

@sanjay-kv sanjay-kv merged commit bde9ccd into recodehive:main Jun 8, 2024
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2 participants