Building machine learning pipelines: automating model life cycles with tensorflow,...
Описание
Companies are spending billions on machine learning projects, but it's money
wasted if the models can't be deployed effectively. In this practical guide,
Hannes Hapke and Catherine Nelson walk you through the steps of automating a
machine learning pipeline using the TensorFlow ecosystem. You'll learn the
techniques and tools that will cut deployment time from days to minutes, so
that you can focus on developing new models rather than maintaining legacy
systems.
Data scientists, machine learning engineers, and DevOps engineers will
discover how to go beyond model development to successfully productize their
data science projects, while managers will better understand the role they
play in helping to accelerate these projects.
Understand the steps that make up a machine learning pipeline
Build your pipeline using components from TensorFlow Extended
Orchestrate your machine learning pipeline with Apache Beam, Apache Airflow
and Kubeflow Pipelines
Work with data using TensorFlow Data Validation and TensorFlow Transform
Analyze a model in detail using TensorFlow Model Analysis
Examine fairness and bias in your model performance
Deploy models with TensorFlow Serving or convert them to TensorFlow Lite for
mobile devices
Understand privacy-preserving machine learning techniques
Також купити книгу Building Machine Learning Pipelines: Automating Model Life
Cycles with TensorFlow, Hannes Hapke, Catherine Nelson Ви можете по посиланню
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