TrustShield AI: Hybrid ML-Based Phishing Detection using Flask, scikit-learn & MongoDB

📰 Dev.to · Yadagani Sai Tejus

Learn to build a hybrid ML-based phishing detection system using Flask, scikit-learn, and MongoDB to combat increasingly sophisticated phishing emails

intermediate Published 27 Apr 2026
Action Steps
  1. Build a phishing detection model using scikit-learn and train it on a labeled dataset
  2. Configure a Flask API to receive email data and send it to the detection model
  3. Integrate MongoDB to store and manage email data and model outputs
  4. Test the system using a sample dataset and evaluate its performance
  5. Deploy the system to a production environment and monitor its effectiveness
Who Needs to Know This

This project benefits developers and data scientists on a team who want to improve email security and protect users from phishing attacks. It requires collaboration between backend developers, data scientists, and cybersecurity experts.

Key Insight

💡 Hybrid ML-based phishing detection systems can effectively combat sophisticated phishing emails by combining machine learning algorithms with expert knowledge

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🚨 Protect your users from phishing emails with TrustShield AI, a hybrid ML-based detection system 🚨

Key Takeaways

Learn to build a hybrid ML-based phishing detection system using Flask, scikit-learn, and MongoDB to combat increasingly sophisticated phishing emails

Full Article

The Problem That Made Us Build This Phishing emails are getting much harder to...
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