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  ## 🚀 Project Overview
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- **MachineInnovators Inc.** focuses on scalable, production-ready machine learning applications. This project is a comprehensive **MLOps solution** designed to monitor online company reputation through automated sentiment analysis of real-time news.
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  Unlike standard static notebooks, this repository demonstrates a **full-cycle ML workflow**. The system scrapes live data from **Google News**, analyzes sentiment using a **RoBERTa Transformer** model, and visualizes insights via an interactive dashboard, all orchestrated within a Dockerized environment.
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  ## 🚀 Project Overview
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+ This project is a comprehensive **MLOps solution** designed to monitor online company reputation through automated sentiment analysis of real-time news. It was developed to demonstrate **scalable, production-ready machine learning engineering** capabilities.
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  Unlike standard static notebooks, this repository demonstrates a **full-cycle ML workflow**. The system scrapes live data from **Google News**, analyzes sentiment using a **RoBERTa Transformer** model, and visualizes insights via an interactive dashboard, all orchestrated within a Dockerized environment.
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