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All examples, strategies, and methodologies shared here are based on public datasets, generalized best practices, and open research. They are meant to demonstrate concepts in a learning context and do not reflect any confidential, proprietary, client-specific implementations or production-level implementations.
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About This Document
This Conceptual Study is part of a broader portfolio series designed to bridge the gap between technical execution and strategic understanding. While the main documentation explains what was built and how, this companion document explores the deeper why behind it.
You'll find here:
Whether you're a curious learner, a recruiter reviewing domain expertise, or a professional looking to adopt similar methods — this document is meant to offer clarity beyond code.
If you're eager to understand the reasoning, strategy, and impact of the solution — you're in the right place.
Happy Learning!
Manufacturing firms operate under extreme pressure to minimize downtime and maximize throughput. Machine breakdowns are not only costly in terms of repairs but often halt production lines — leading to delays, revenue loss, and strained supply chains.