I Built an ML-Powered Email Validation API

📰 Dev.to · Ozhaya

Learn how to build an ML-powered email validation API using XGBoost to catch auto-generated disposable emails, improving email deliverability and reducing spam

intermediate Published 19 May 2026
Action Steps
  1. Build an ML model using XGBoost to classify emails as valid or disposable
  2. Train the model on a dataset of labeled emails
  3. Deploy the model as a RESTful API using a framework like Flask or Django
  4. Test the API with a sample dataset of emails
  5. Configure the API to handle requests and return validation results
Who Needs to Know This

Developers and data scientists on a team can benefit from this API to improve email validation, while product managers can use it to enhance customer engagement and reduce bounce rates

Key Insight

💡 XGBoost can be used to build an effective ML model for catching auto-generated disposable emails

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🚀 Boost email deliverability with ML-powered validation API! 📧
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