Freelancers using XGBoost in Pimpri-Chinchwad
Freelancers using XGBoost in Pimpri-Chinchwad
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Neha Madrala
Pimpri-Chinchwad, India
Power BI Data Analyst turning data into insights
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Power BI Data Analyst turning data into insights
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Medicine Supply Chain Disruption Predictor Built a production-ready ML system that predicts drug shortage risk using real FDA data. Collected and cleaned 1703 real drug shortage records, trained an XGBoost model, and deployed it as a live REST API — accessible to anyone worldwide. The biggest challenge was identifying and removing 6 sources of data leakage that were causing fake 100% accuracy. After fixing this, the model delivers honest, generalisable predictions. The entire system is containerised with Docker, automatically rebuilt and redeployed via a Jenkins CI/CD pipeline on every code push, and visualised through an interactive Power BI dashboard. Result: A complete ML + DevOps project — from raw data to live deployed API — built independently in under 2 weeks. Live API: https://medicine-supply-predictor.onrender.com/docs GitHub: https://github.com/nehaM906/medicine-supply-predictor
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BizPulse — AI-Powered Business Analytics Dashboard Built for the Anything Ship & Sell Remixathon on Contra. What is BizPulse? An AI-powered business analytics tool that transforms messy, raw sales data into a clean professional dashboard instantly — no coding or spreadsheet skills needed. How it works: Upload any messy CSV or Excel file BizPulse auto-cleans your data and maps your columns Get a full analytics dashboard with KPIs, charts and AI insights Key Features: Business Health Score out of 100 KPI scorecards — Revenue, Expenses, Profit Margin, Customers 6 interactive charts with hover tooltips 5 AI-generated plain English business insights Revenue Goal Tracker with live progress bar Export as PDF and CSV No dataset? No problem! Click "Try Sample Data" on the upload screen to instantly load a realistic fictional dataset and explore the full dashboard. @Anything Try it here: https://bizpulse-879.created.app/ LinkedIn post: https://www.linkedin.com/posts/neha-madrala_anythingremixathon-buildinpublic-nocode-ugcPost-7453420153456762882-P2ve Demo Video: https://www.loom.com/share/3574386d73924ac59076493b055570c1
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The biggest shift in my learning hasn’t been technical it’s been mindset. I used to think good analysts are the ones who know more tools. Now I realize they’re the ones who understand the business better. Anyone can create charts. Not everyone can explain why it matters. That’s what I’m working on every day.
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Data is useless. Yes, it is. Because on its own, it doesn’t say much. It’s just numbers, rows, and columns. The real value comes when that data is understood — when it answers a question, shows a pattern, or drives a decision. That’s what turns data into information. And that’s what businesses actually need.
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