data driven decision making

I Built an End-to-End BI + ML Decision Platform – Here’s Why and How

• Abu Sayed
• January 26, 2026
• 5 min read
• AI powered analytics analytics engineering applied machine learning Automated Pdf Reports BI automation tools BI dashboard project business data visualization business intelligence Churn Prediction Churn Risk Visualization Customer Churn customer segmentation dashboard automation data analytics project Data Cleaning data driven decision making data engineering workflow Data Pipeline data science portfolio project Data Science Project data warehouse project Data-driven Decisions decision support system Eda end to end ML system End-to-end Ml enterprise data insights ETL pipeline example Executive Reporting Feature Engineering full stack data science intelligent reporting system Interactive Dashboard Jupyter Notebooks Machine Learning Pipeline machine learning platform Ml Decision Platform ML for business decisions ML model deployment Modular Ml Code Open Source Bi Postgresql Bi predictive analytics system Predictive Modeling production ML system Python data pipeline Python Project real world ML pipeline Revenue Forecasting Saas Analytics SaaS analytics backend Saas Churn scalable ML architecture Scikit-learn Software Developer Data Project startup analytics system Streamlit Dashboard Xgboost

I built a complete open-source business intelligence and machine learning platform focused on SaaS churn prediction, customer segmentation, interactive dashboards, and automated executive reporting.