Book Image

MLOps with Red Hat OpenShift

By : Ross Brigoli, Faisal Masood
Book Image

MLOps with Red Hat OpenShift

By: Ross Brigoli, Faisal Masood

Overview of this book

MLOps with OpenShift offers practical insights for implementing MLOps workflows on the dynamic OpenShift platform. As organizations worldwide seek to harness the power of machine learning operations, this book lays the foundation for your MLOps success. Starting with an exploration of key MLOps concepts, including data preparation, model training, and deployment, you’ll prepare to unleash OpenShift capabilities, kicking off with a primer on containers, pods, operators, and more. With the groundwork in place, you’ll be guided to MLOps workflows, uncovering the applications of popular machine learning frameworks for training and testing models on the platform. As you advance through the chapters, you’ll focus on the open-source data science and machine learning platform, Red Hat OpenShift Data Science, and its partner components, such as Pachyderm and Intel OpenVino, to understand their role in building and managing data pipelines, as well as deploying and monitoring machine learning models. Armed with this comprehensive knowledge, you’ll be able to implement MLOps workflows on the OpenShift platform proficiently.
Table of Contents (13 chapters)
Free Chapter
1
Part 1: Introduction
3
Part 2: Provisioning and Configuration
6
Part 3: Operating ML Workloads

Provisioning an S3 store

ML loves data. A lot of data! S3-compatible object storage software is becoming the de facto standard for storing and retrieving unstructured data at scale and is available on all three big cloud vendors. You can leverage Kubernetes-native open source tools such as MinIO to provision an S3-compatible object store on your OpenShift cluster. MinIO is a high-performance, S3-compatible object store that can be deployed on OpenShift, through which you can use it on-premises and in the cloud.

Red Hat also provides an integrated storage component on the OpenShift platform, named Open Data Foundation, that provides an S3-compatible API. Any standard S3-compatible object storage product will work with ODS. For this book, we’ve chosen MinIO for simplicity. So, let’s start by installing MinIO on the OpenShift platform.

From the code repository for this book, go to the chapter3 folder and find the minio-complete.yaml file. The following steps show how...