Name: Build a Machine Learning Platform
Brand: Manning
SKU: 9781633437333
Availability: InStock

Build a Machine Learning Platform

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Set up an MLOps platform
Deploy machine learning models to production
Build end-to-end data pipelines
Effective monitoring and explainability

SKU: 9781633437333 Categories: Best Sellers, Manning Brand: Manning

Description

Delivering a successful machine learning project is hard. Build a Machine Learning Platform (From Scratch) makes it easier. In it, you’ll design a reliable ML system from the ground up, incorporating MLOps and DevOps along with a stack of proven infrastructure tools including Kubeflow, MLFlow, BentoML, Evidently, and Feast.

In Build a Machine Learning Platform (From Scratch) you’ll learn how to:

Set up an MLOps platform
Deploy machine learning models to production
Build end-to-end data pipelines
Effective monitoring and explainability

A properly designed machine learning system streamlines data workflows, improves collaboration between data and operations teams, and provides much-needed structure for both training and deployment. In Build a Machine Learning Platform (From Scratch) you’ll learn how to design and implement a machine learning system from the ground up. You’ll appreciate this instantly-useful introduction to achieving the full benefits of automated ML infrastructure.

about the book

Build a Machine Learning Platform (From Scratch) teaches you to set up and run a production-quality machine learning system using open source tools. Chapter-by-chapter, you’ll assemble a delivery pipeline for an image classifier and a recommendation system, learning best practices as you go. You’ll get hands-on experience with the most important parts of the machine learning workflow, including orchestrating pipelines; model training, inference, and serving; and monitoring and explainability. Soon, you’ll be deploying models that are fast to production and easy to maintain and scale.