Skip to main content

Machine Learning Operations

This course will guide participants through an exploration of machine learning operations on Databricks. This will begin with an introduction to modern machine learning operations as a combination of DevOps, DataOps, and ModelOps, including an overview of each component. Next, the course will cover the Databricks-recommended architectures and solutions for machine learning operations. This will focus on capabilities like MLOps Stacks, MLflow, Model Serving, Unity Catalog, and Lakehouse Monitoring. Finally, the final section of the course will be a practical walkthrough of a simple machine learning operations project using these capabilities, including: an initial development phase, a staging phase, and a production stage. By the end of this course, learners will be familiar with the basic end-to-end machine learning operations workflow on Databricks.


Languages Available: English | 日本語 | Português BR 

Skill Level
Associate
Duration
4h
Prerequisites

At a minimum, you should be familiar with the following before attempting to take this content:

  • Basic knowledge of traditional machine learning concepts

  • Beginner experience with traditional machine learning development on Databricks

  • Intermediate knowledge of Python for machine learning projects

Recommended: Beginner experience with basic DevOps concepts like CI/CD

Upcoming Public Classes

Date
Time
Language
Price
Jun 25
08 AM - 12 PM (America/New_York)
English
$750.00
Jun 27
02 PM - 06 PM (Asia/Kolkata)
English
$750.00
Jun 27
01 PM - 05 PM (Europe/London)
English
$750.00
Jul 23
09 AM - 01 PM (America/New_York)
English
$750.00
Jul 26
09 AM - 01 PM (Asia/Kolkata)
English
$750.00
Jul 26
01 PM - 05 PM (Europe/London)
English
$750.00

Public Class Registration

If your company has purchased success credits or has a learning subscription, please fill out the Training Request form. Otherwise, you can register below.

Private Class Request

If your company is interested in private training, please submit a request.

See all our registration options

Registration options

Databricks has a delivery method for wherever you are on your learning journey

Runtime

Self-Paced

Custom-fit learning paths for data, analytics, and AI roles and career paths through on-demand videos

Register now

Instructors

Instructor-Led

Public and private courses taught by expert instructors across half-day to two-day courses

Register now

Learning

Blended Learning

Self-paced and weekly instructor-led sessions for every style of learner to optimize course completion and knowledge retention. Go to Subscriptions Catalog tab to purchase

Purchase now

Scale

Skills@Scale

Comprehensive training offering for large scale customers that includes learning elements for every style of learning. Inquire with your account executive for details

Upcoming Public Classes

Career Workshop

Career Workshop/

March 20

Careers at Databricks

We're on a mission to help data teams solve the world's toughest problems. Will you join us?
Advance my career now

Questions?

If you have any questions, please refer to our Frequently Asked Questions page.