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Designing Machine Learning Systems : An Iterative Process For Production Ready Applications
Huyen, chip
Designing Machine Learning Systems : An Iterative Process For Production Ready Applications / Huyen chip - 1st edition - CA O'Reilly Media, Inc., 2023 - xvi, 367 pages,: ill,; 23 cm.
1st Reprint 2022, 2nd Reprint 2023.
Includes index
Many tutorials show you how to develop ML systems from ideation to deployed models. But with constant changes in tooling, those systems can quickly become outdated. Without an intentional design to hold the components together, these systems will become a technical liability, prone to errors and be quick to fall apart. In this book, Chip Huyen provides a framework for designing real-world ML systems that are quick to deploy, reliable, scalable, and iterative. These systems have the capacity to learn from new data, improve on past mistakes, and adapt to changing requirements and environments.
9789355422675
Computer Science Machine learning Development
006.31 / HUY
Designing Machine Learning Systems : An Iterative Process For Production Ready Applications / Huyen chip - 1st edition - CA O'Reilly Media, Inc., 2023 - xvi, 367 pages,: ill,; 23 cm.
1st Reprint 2022, 2nd Reprint 2023.
Includes index
Many tutorials show you how to develop ML systems from ideation to deployed models. But with constant changes in tooling, those systems can quickly become outdated. Without an intentional design to hold the components together, these systems will become a technical liability, prone to errors and be quick to fall apart. In this book, Chip Huyen provides a framework for designing real-world ML systems that are quick to deploy, reliable, scalable, and iterative. These systems have the capacity to learn from new data, improve on past mistakes, and adapt to changing requirements and environments.
9789355422675
Computer Science Machine learning Development
006.31 / HUY