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What is the book "Building Smarter AI: A Systems Perspective on Machine Learning Engineering" about?

How does this book approach the design and engineering of AI systems from an integrated, holistic viewpoint?

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By Prajwal Sharma Answered 8 months ago

This book moves beyond core algorithms to focus on the engineering systems required for robust, real-world AI. It covers the full ML lifecycle: data pipeline creation and validation, model training scalability, deployment architectures (MLOps), continuous monitoring for performance decay and bias, and designing for reliability and security. Aimed at engineers, it provides a practical framework for transitioning from experimental models to stable, maintainable, and scalable AI products, emphasizing the infrastructure and processes that underpin successful, "smarter" AI applications.

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