Machine learning operations certificates

Machine learning operations (MLOps) certificates are designed to cover the basics of machine learning, with a heavy emphasis on practical applications in the real world. They are best suited for motivated learners who already have some foundational knowledge in statistics and Python, though you do not need to be an expert.

Learn about machine learning operations certificates and how to decide whether to pursue this course of study.

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Why earn a machine learning operations certificate online?

Short program

Many programs last just three to four months. Rather than spending years earning a bachelor’s degree, you can quickly focus on what you need to know.

Real-world applications

Machine learning operations certificate programs focus on helping students learn to handle challenges in the real world.

Multiple areas of focus

There are numerous certificates, each with a slightly different focus. Whether you want to learn the fundamentals or hone in on a particular area, such as large language models, you will likely find an appropriate program.

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What you'll learn

A machine learning operations certificate will teach you what you need to know to start working with sophisticated artificial intelligence (AI) models. Depending on the specific course you choose, examples include:

Data science
Python
Reinforcement learning
AI algorithms
Clustering
Deep neural networks
Data drift and anomalies

What can you do with a certificate in machine learning operations?

Machines learning operations certificates are designed to teach students the basics of working with AI. With further education, here are a few possible occupations you may qualify for, with their required skills and salary data provided by the Bureau of Labor Statistics (BLS):

Data scientist

use machine learning to mine large datasets for useful information. They develop models and algorithms to tell powerful computers what to do and then present their findings as charts or other graphics. This is often a promotion from a data analyst role, as analysts typically work under the supervision of data scientists.

Required skills: Statistics, , Python, data analytics, , data visualization
Median annual salary (May 2023):$108,020

Database administrator or architect

Database administrators and architects develop and maintain sophisticated databases to host company data. They often use machine learning to automate periodic testing and modifications of those systems, as well as to maintain updated permissions files for access.

Required skills:, machine learning, network management
Median annual salary (May 2023): $117,450

Information research scientist

Information research scientists are on the cutting edge of computer technology. They conduct experiments to solve complex problems and frequently publish their results. In addition to machine learning operations certification, this role typically requires a bachelor’s or master’s degree in computer science.

Required skills: Computer science, machine learning, problem-solving, algorithms, programming, robotics
Median annual salary (May 2023):$145,080

Frequently asked questions

Is a machine learning operations certificate worth it?

If you want to work with AI or in a data science role, a machine learning operations certificate is generally worth it. There are numerous short programs from which to choose, allowing you to focus on the real-world applications that are most relevant to your career.

How long does it take to earn a machine learning operations certificate?

A machine learning operations certificate program is generally just three to four months long. Some people choose to earn multiple certificates over the course of their career, but each individual certificate only requires a commitment of a few months.

How do you choose the right machine learning operations certificate?

There are quite a few available machine learning operations certificates. Here are some things to consider when making your choice:

Area of focus: Do you want a general overview of machine learning? Are you looking for a specific application, such as Google Cloud Platform or large language models? Choose a program that will help you solve the real-world challenges you currently face.
Teaching style: Some certificate programs are instructor-led, while others are self-paced. Some rely on exams, others on hands-on projects. Select a program that matches the way you learn best.
Related certificates: With so many related certificates to choose from, many people take multiple courses. Consider choosing a school or program that offers a variety of certificate options.

Published July 9, 2025