Kubeflow for Machine Learning: From Lab to Production

Kubeflow for Machine Learning: From Lab to Production

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Oct 20, 2020 · الإنجليزية · غلاف ورقي (244 صفحات)
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تنسيق غلاف ورقي
صفحات 244
لغة الإنجليزية
منشور Oct 20, 2020
الناشر O'Reilly Media
رقم ISBN-10 1492050121
رقم ISBN-13 9781492050124

الوصف

provides a comprehensive guide for transitioning from experimentation to deployment. The authors, experts in their field, delve into the intricacies of Kubeflow, offering insights on how to streamline the entire machine learning lifecycle. Readers will find practical examples and strategies that demystify the complexities of integrating machine learning into production environments.

With a blend of theory and hands-on guidance, the book emphasizes best practices for maintaining and scaling workflows. It navigates through various aspects of model training, serving, and maintaining reliability, ensuring that readers gain a robust understanding of the process.

Geared towards data scientists and machine learning engineers, this resource serves as both a foundational text and a reference for seasoned professionals. By the end, readers will feel empowered to confidently deploy their machine learning technologies, bridging the gap between lab work and real-world applications.
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