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No More Junk: Smart Email Classification A Machine Learning Approach

Spam Email Detection App is a machine learning-powered web application that efficiently classifies emails as Spam or Not Spam using a trained predictive model. By leveraging advanced Machine Learning (ML) techniques and hyper perameter tuning methods, this app helps users identify and filter out unwanted or malicious emails, safeguarding them from phishing attempts, fraud, and unsolicited messages.

spamming



Screenshot 2025-02-05 154858

Screenshot 2025-02-05 154921





  • Workflow Overview:

VS code, files, steps end to end


Model Accuracy (%)
Support Vector Classifier 98.48
Random Forest Classifier 98.12
Light Gradient Boosting Machine classifier 97.94
eXtreme Gradient Boosting Classifier 97.22
Decision Tree 97.13
Decision Tree Classifier 97.13
Gradient Boosting Classifier 96.86
Logistic Regression 96.77
KNN 91.30
K Neighbors Classifier 91.30
Naive Bayes Classifier 89.42