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Production Machine Learning Systems

Production Machine Learning Systems

magic_button Machine Learning Operations Data Science Machine Learning Models
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16 hours Intermediate universal_currency_alt 35 Credits

This course covers how to implement the various flavors of production ML systems— static, dynamic, and continuous training; static and dynamic inference; and batch and online processing. You delve into TensorFlow abstraction levels, the various options for doing distributed training, and how to write distributed training models with custom estimators.

This is the second course of the Advanced Machine Learning on Google Cloud series. After completing this course, enroll in the Image Understanding with TensorFlow on Google Cloud course.

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Course Info
Objectives
  • Compare static versus dynamic training and inference
  • Manage model dependencies
  • Set up distributed training for fault tolerance, replication, and more
  • Export models for portability
Prerequisites
Basic SQL, familiarity with Python and TensorFlow
Audience
Data Engineers and programmers interested in learning how to apply machine learning in practice. Anyone interested in learning how to leverage machine learning in their enterprise.
Available languages
English ، español (Latinoamérica) ، français ، 日本語 و português (Brasil)

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