Adari, Suman Kalyan

Beginning Mlops with - Mlflow: Deploy Models in - Aws Sagemaker, Google - Cloud, and Microsoft Azure

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ISBN 13:
9781484265482
author:
Adari, Suman Kalyan
format:
Paperback
publisher:
Apress
language:
English
Publication Year:
2020
Pages:
317
Dimensions:
23.4 x 15.6 x 1.8 centimetres (0
Genre:
Computers, General, Computers,
Condition:
New
Availability:
Item usually sent within 20 working days
£42.25

Description

Learn to integrate MLOps principles into your projects using MLFlow and deploy models in AWS SageMaker, Google Cloud, and Microsoft Azure. This book guides you through data analysis, model construction, and training, starting with basic analysis of a credit card dataset.

You'll learn how to build logistic regression models in scikit-learn and PySpark, perform hyperparameter tuning, and deploy machine learning models with varying levels of automation. MLFlow is also covered, allowing you to easily track metrics, parameters, graphs, and models.

By the end of this book, you'll know how to perform basic data analysis, construct models, train, test, and validate them, and integrate MLOps into your existing or future projects. Perfect for data scientists and machine learning engineers looking to learn MLOps and operationalize their models.

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