{"slug": "build-a-customer-churn-prediction-model-in-python-portfolio-project", "title": "Build a Customer Churn Prediction Model in Python (Portfolio Project)", "summary": "A developer published a tutorial demonstrating how to build a binary customer churn prediction model in Python using Pandas and Scikit-Learn, trained on customer demographics, account information, and service usage data. The walkthrough covers environment setup with Jupyter Notebook or VS Code and installing pandas, numpy, scikit-learn, matplotlib, and seaborn, and is accompanied by a YouTube video from the EkamOfficial channel.", "body_md": "Predicting customer churn is one of the most requested skills in Data Science interviews right now. In this tutorial, I'll walk you through how to build a complete Churn Prediction Model from scratch using Python, Pandas, and Scikit-Learn.\n\nIf you prefer a step-by-step visual walkthrough where I code this live, check out my full YouTube tutorial below:\n\n*(If you find the video helpful, consider subscribing to [EkamOfficial](https://www.youtube.com/@EkamOfficial-YT) for weekly ML and Python projects!)*\n\nWe are building a binary classification model. Using a dataset of customer demographics, account information, and service usage, our model will predict whether a specific customer is likely to cancel their subscription (churn) or stay. This is a real-world problem businesses face daily to improve customer retention.\n\nFirst, ensure you have your environment set up. I recommend using Jupyter Notebook or VS Code.\n\nInstall the required libraries in your terminal:\n\n```\nbash\npip install pandas numpy scikit-learn matplotlib seaborn\n```\n\n", "url": "https://wpnews.pro/news/build-a-customer-churn-prediction-model-in-python-portfolio-project", "canonical_source": "https://dev.to/i_rishavv/build-a-customer-churn-prediction-model-in-python-portfolio-project-4kmo", "published_at": "2026-10-10 07:02:33+00:00", "updated_at": "2026-10-10 07:10:35.847919+00:00", "lang": "en", "topics": ["machine-learning"], "entities": ["Python", "Pandas", "Scikit-Learn", "Jupyter Notebook", "Visual Studio Code", "EkamOfficial", "YouTube"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/build-a-customer-churn-prediction-model-in-python-portfolio-project", "markdown": "https://wpnews.pro/news/build-a-customer-churn-prediction-model-in-python-portfolio-project.md", "text": "https://wpnews.pro/news/build-a-customer-churn-prediction-model-in-python-portfolio-project.txt", "jsonld": "https://wpnews.pro/news/build-a-customer-churn-prediction-model-in-python-portfolio-project.jsonld"}}