Beginning MLOps with Mlflow

Deploy Models in AWS Sagemaker, Google Cloud, and Microsoft Azure

By: Sridhar Alla, Suman Kalyan Adari

Write A Review

Paperback | 8 December 2020

At a Glance

Paperback
346 Pages

Dimensions(cm)
23.5 x 15.5 x 2.54

Paperback

$89.99

or 4 interest-free payments of $22.50 with

Ships in 5 to 7 business days

Integrate MLOps principles into existing or future projects using MLFlow, operationalize your models, and deploy them in AWS SageMaker, Google Cloud, and Microsoft Azure. âThis book guides you through the process of data analysis, model construction, and training.
The authors begin by introducing you to basic data analysis on a credit card data set and teach you how to analyze the features and their relationships to the target variable. You will learn how to build logistic regression models in scikit-learn and PySpark, and you will go through the process of hyperparameter tuning with a validation data set. You will explore three different deployment setups of machine learning models with varying levels of automation to help you better understand MLOps. MLFlow is covered and you will explore how to integrate MLOps into your existing code, allowing you to easily track metrics, parameters, graphs, and models. You will be guided through the process of deploying and querying your models with AWS SageMaker, Google Cloud, and Microsoft Azure. And you will learn how to integrate your MLOps setups using Databricks.

What You Will Learn

Perform basic data analysis and construct models in scikit-learn and PySpark
Train, test, and validate your models (hyperparameter tuning)
Know what MLOps is and what an ideal MLOps setup looks like
Easily integrate MLFlow into your existing or future projects
Deploy your models and perform predictions with them on the cloud

Who This Book Is For
Data scientists and machine learning engineers who want to learn MLOps and know how to operationalize their models

Shipping

	Standard Shipping	Express Shipping
Metro postcodes:	$9.99	$14.95
Regional postcodes:	$9.99	$14.95
Rural postcodes:	$9.99	$14.95

Orders over $49.00 qualify for free shipping.

How to return your order

At Booktopia, we offer hassle-free returns in accordance with our returns policy. If you wish to return an item, please get in touch with Booktopia Customer Care.

Additional postage charges may be applicable.