Intro to MLOps with MLflow

Learn the basics of machine learning operations (MLOps) using MLflow.

What will I learn?

  • Gain an understanding of what MLOps is, who needs it and why.
  • Learn how to build, deploy and monitor machine learning systems that are stable, efficient and reproducible.
  • Design and build a complete MLOps workflow using MLflow.
  • Get hands-on experience with MLflow.

Curriculum

MODULE 1

Intro to MLOps

Learn how the new field of MLOps brings together concepts from the fields of DevOps and Data Engineering to apply them to the machine learning model life cycle.

MODULE 2

Intro to MLflow

Learn about the different components of the MLflow library. Become familiar with the tools that are typically used with MLflow for versioning, orchestration, parameter optimization, model serving and monitoring.

MODULE 3

Capstone Project

With your instructor's guidance, use what you've learned in this class to design an end-to-end MLOps workflow using MLflow.

Live, Online, Instructor-Led

Learn face-to-face in live online sessions with your instructor and peers from anywhere in the world.

Hands On

All our trainings involve in-class, hands on practice that is relevant to your team's goals. At the end of the training, your team will be ready to hit the ground running.

Elite Instructors

Learn from an elite team of industry experts who have taught at universities such as Harvard, and have trained teams at companies such as ANZ Bank.

Help When You Need It

Forget about the frustration of getting stuck while watching online videos. Our instructors are here to help in-between sessions, so you can have a smooth learning experience.

Frequently Asked Questions

1. Who is this course for? 1. Who is this course for?

This course is aimed at machine learning enthusiasts and experts who are looking to get hands-on experience building an MLOps workflow using MLflow. If you are a Data Scientist, Machine Learning Engineer, Software Engineer, DevOps Engineer or similar, this course is for you!

2. How is this course taught? 2. How is this course taught?

This is a live online course taught by an expert instructor via Zoom. It combines lectures with lots of hands-on exercises, as well as one or two larger projects that require participants to use their newly acquired knowledge to solve real-world problems.

Exercises and projects are chose to be relevant to the type of problems that your team encounters daily. Our goal is to deliver practical, immediately applicable knowledge, and to empower your team to hit the ground running after each training.

3. Can you tweak the content of this course for my team? 3. Can you tweak the content of this course for my team?

Of course! While we do offer a standard version of this course, we can also work with you to tailor the content such that it fits your team's priorities perfectly.

4. What if I have other questions? 4. What if I have other questions?

If you have other questions, or want to find out more about this course or other courses we offer, please ping us - we love questions! You can email us at [email protected], or get in touch via the chat box below.

Have a question?

Contact us any time, we’d love to hear from you!