Ravi

Ravi has built and deployed machine learning and deep learning models, from image classification to time-series forecasting, across the full pipeline from data cleaning to production monitoring. He understands the gap between notebook performance and real-world reliability. He tests new architectures before writing, helping learners grasp the mechanics behind ML systems, not just run pre-built code.

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