Essentials of MLOps with Azure: 1 Introduction
48mAdvanced2022-09-08
Authors
Noah Gift
MLOps Expert | Solopreneur | Author | Adjunct Professor | CTO
Course details
MLOps is the application of software engineering/DevOps principles to the development of machine learning applications. In this course, MLOps expert Noah Gift explains the essentials of MLOps with Azure and shows you how to get started with Spark for MLOps. Nick goes over several important essentials of MLOps with Azure ahd shows you how to get started with Spark for MLOps. He covers Spark Databricks clusters and notebooks, as well as how to use data with Databricks Spark. Nick demonstrates how to get started with PySpark and how to add users, import and create notebooks, facilitate collaborative projects, and invite others to the team. Plus, he explores the need for MLOps, how to get started using it, the major platforms MLOps operates on, and more.
Skills covered
Apache SparkApacheMachine LearningAzureNetwork AdministrationCloud PlatformsEssential TrainingArtificial Intelligence (AI)Network and System AdministrationCloud ComputingMicrosoft
Concepts
0. Introduction
- 01 - Essentials of MLOps with Azure
- 02 - Getting started with Spark for MLOps
- 03 - Prerequisite technology overview
1. Getting Started with Spark for MLOps
- 04 - Spark Databricks clusters
- 05 - Spark notebooks
- 06 - Using data with Databricks Spark
- 07 - Getting started with PySpark
- 08 - Databricks workspaces and repos
- 09 - What is MLOps