Entra in un mondo di storie
Non-fiction
MLOps is an emerging field that aims to bring repeatability, automation, and standardization of the software engineering domain to data science and machine learning engineering. By implementing MLOps with Kubernetes, data scientists, IT professionals, and data engineers can collaborate and build machine learning solutions that deliver business value for their organization.
You'll begin by understanding the different components of a machine learning project. Then, you'll design and build a practical end-to-end machine learning project using open source software. As you progress, you'll understand the basics of MLOps and the value it can bring to machine learning projects. You will also gain experience in building, configuring, and using an open source, containerized machine learning platform. In later chapters, you will prepare data, build and deploy machine learning models, and automate workflow tasks using the same platform. Finally, the exercises in this book will help you get hands-on experience in Kubernetes and open source tools, such as JupyterHub, MLflow, and Airflow.
By the end of this book, you'll have learned how to effectively build, train, and deploy a machine learning model using the machine learning platform you built.
© 2022 Packt Publishing (Ebook): 9781803231655
Data di uscita
Ebook: 24 giugno 2022
Tag
Più di 400.000 titoli
Kids Mode (accesso sicuro per bambini)
Scarica e ascolta offline
Disdici quando vuoi
Per te che non sei un avido ascoltatore.
1 account
10 ore/mese
Disdici quando vuoi
La scelta migliore per 1 utente. Ascolta e leggi quanto vuoi.
1 account
Ascolto illimitato
Disdici quando vuoi
12 mesi al prezzo di 9. Ascolta e leggi quanto vuoi.
1 account
Ascolto illimitato
Disdici quando vuoi
Storie per tutta la famiglia. Entrate insieme in un mondo di storie.
2 account
Ascolto illimitato
Disdici quando vuoi
Italiano
Italia