Designing Machine Learning Systems By Chip Huyen Pdf Free Online

For years, the standard approach to ML was "model-centric." Data scientists assumed the data was fixed and focused all their energy on tweaking algorithms to squeeze out an extra 0.1% accuracy.

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Unlike other machine learning books that focus on theoretical foundations or specific techniques, "Designing Machine Learning Systems" takes a holistic approach to machine learning system design. Chip Huyen, an expert in the field, shares her extensive experience in designing and deploying machine learning systems, providing readers with practical insights and best practices. For years, the standard approach to ML was "model-centric

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