Advance Your Machine Learning Engineer Career

Explore articles about machine learning, AI, and deep learning. Learn about career paths, model training, MLOps, and advanced credentials, and how to build expertise and advance your machine learning career.

[Featured Image] A programmer works on their laptop to earn a prompt engineering certification.

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Prompt Engineering Certification: Credentials to Help Advance Your AI Career

A certification can help you acquire new skills and demonstrate them to potential employers, enhancing both your abilities and your resume. Explore options for prompt engineering certification and Professional Certificates.

March 18, 2025

Article

[Featured Image] Two programmers discuss the incredible capabilities of agentic rag while sitting in front of a computer in a shared office setting.

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What Is Agentic RAG? Learn About Retrieval-Augmented Generation in AI

Learn about agentic RAG (retrieval-augmented generation), an innovative AI technology that combines information retrieval with text generation to create more accurate and reliable AI systems.

May 16, 2025

Article

[Featured Image] An aspiring AI professional sits at a laptop in a library and takes a course from the NVIDIA Deep Learning Institute.

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NVIDIA Deep Learning Institute (DLI) Courses and Certifications

Explore learning options from the NVIDIA Deep Learning Institute, where you can earn certifications and take self-paced courses to grow your artificial intelligence skills.

October 24, 2025

Article

[Featured image] A young person in a navy blue top smiles as they look at their laptop.

Is a Master’s Degree in Data Science Worth It?

A master’s in data science can boost or launch your career. This guide explores its pros and cons, potential job paths, and alternative ways to enter the field, helping you decide if grad school is the right move for your data science goals.

January 24, 2023

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[Featured image] An AI engineer in a blue shirt reviews AI ethics standards while sitting in front of a desktop computer monitor.

AI Ethics: What It Is, Why It Matters, and More

AI ethics in technological advancements can help foster a world with less bias and more fairness. Here’s what it is and why it matters.

January 12, 2023

Article

[Featured image] A machine learning engineer wears a blue blazer and glasses and proofreads their machine learning resume.

Machine Learning Resume: Tips, Examples, and Writing Guide

A well-crafted machine learning resume can help you stand out from the crowd. Learn what you can do to craft an eye-catching resume that lands you an interview, and maybe even a job.

November 15, 2022

Article

Is a Master’s Degree in Data Science Worth It?

January 24, 2023

Article

AI Ethics: What It Is, Why It Matters, and More

AI ethics in technological advancements can help foster a world with less bias and more fairness. Here’s what it is and why it matters.

January 12, 2023

Article

Take your ML skills to the next level with leading companies and universities

SAS

SAS Machine Learning Engineer

Skills you'll gain: Model Deployment, MLOps (Machine Learning Operations), Data Preprocessing, Exploratory Data Analysis, Logistic Regression, Statistical Machine Learning, Model Evaluation, Supervised Learning, Decision Tree Learning, Model Training, Applied Machine Learning, Statistics, Machine Learning Methods, Workflow Management, Feature Engineering, SAS (Software), Machine Learning, Correlation Analysis, Artificial Neural Networks, Machine Learning Algorithms

Google Cloud

Preparing for Google Cloud Certification: Machine Learning Engineer

Skills you'll gain: Feature Engineering, MLOps (Machine Learning Operations), Model Optimization, Google Cloud Platform, Generative AI Agents, Model Deployment, Tensorflow, Model Training, Dataflow, Big Data, Keras (Neural Network Library), Machine Learning, Data Preprocessing, Prompt Engineering, CI/CD, Generative AI, Model Evaluation, Cloud Infrastructure, Data Migration, Cloud Computing

Coursera

Machine Learning Engineer: ML and Deep Learning Models

Skills you'll gain: Supervised Learning, Model Optimization, PyTorch (Machine Learning Library), Fine-tuning, Generative Model Architectures, Convolutional Neural Networks, Recurrent Neural Networks (RNNs), Deep Learning, Model Training, Applied Machine Learning, Classification And Regression Tree (CART), Autoencoders, Machine Learning Methods, Generative AI, Machine Learning Software, Computer Vision, Machine Learning, MLOps (Machine Learning Operations), Machine Learning Algorithms, Artificial Intelligence and Machine Learning (AI/ML)

[Featured Image] An AI engineer sits at a desk working on a computer and pondering the task at hand.

How Much Do AI Engineers Make? 2026 Salary Guide

Artificial intelligence engineers use their technical expertise to program machines to think like the human brain. Here’s how much they’re earning—by experience, industry, and location.

September 21, 2022

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[Featured Image]: Two data scientists, one with long black hair, wearing a green top, and one wearing a blue shirt, are conferring with each other, in a room with a white desk, computer monitors and other machines.

What Is Machine Learning in Health Care?

Learn more about machine learning in health care. Find out how artificial intelligence can improve health care and what exciting careers are available in this field.

September 9, 2022

Article

[Featured Image] A person wearing glasses works on machine learning in finance on a laptop computer.

Machine Learning in Finance: 10 Applications and Use Cases

Learn more about machine learning in finance with this article that covers applications, use cases, and careers.

August 5, 2022

Article

[Featured Image] A person reading data from two separate computer screens earns a big data salary.

Big Data Engineer Salary: Your 2026 Pay Guide

Big data engineering is one of the fastest-growing jobs in technology, with salaries to match the demand. Here’s a guide to what big data engineers can earn.

May 25, 2022

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[Featured image] Two coworkers discuss a project at a desktop computer.

Machine Learning Engineer Salary: How Much Can You Make?

A machine learning engineer's salary can be many times more than the median income in the United States. Learn how much you can expect to earn from this in-demand career.

May 13, 2022

Article

[Featured Image] A person practices their data engineer skills on a dual-monitor desktop.

Learning Data Engineer Skills: Career Paths and Courses

Data engineering is in high demand. Discover core data engineer skills and how to start a career in this vibrant field.

May 13, 2022

Article

[Featured image] Two machine learning professionals discuss machine learning algorithms on their computer.

10 Machine Learning Algorithms to Know in 2026

Machine learning algorithms power many services in the world today. Here are 10 algorithms to know as you look to start your career.

May 6, 2022

Article

[Featured image] A big data engineer sits at a computer, working on organizing data

What Is a Big Data Engineer? A 2026 Career Guide

A career as a big data engineer requires education and work experience, with many professionals opting to get certified. Discover what big data engineers do, what the job opportunities are, and how to get started.

April 5, 2022

Article

[Featured Image] A data engineer sits in front of a dual computer screen looking at data visualizations and writing in a notebook

What Is a Data Engineer? A Guide to This In-Demand Career

Big data is changing the way we do business and creating a need for data engineers who can collect and manage large quantities of data.

February 17, 2021

Article

Machine Learning Resume: Tips, Examples, and Writing Guide

A well-crafted machine learning resume can help you stand out from the crowd. Learn what you can do to craft an eye-catching resume that lands you an interview, and maybe even a job.

November 15, 2022

Article

How Much Do AI Engineers Make? 2026 Salary Guide

Artificial intelligence engineers use their technical expertise to program machines to think like the human brain. Here’s how much they’re earning—by experience, industry, and location.

September 21, 2022

Article

What Is Machine Learning in Health Care?

Learn more about machine learning in health care. Find out how artificial intelligence can improve health care and what exciting careers are available in this field.

September 9, 2022

Article

Machine Learning in Finance: 10 Applications and Use Cases

Learn more about machine learning in finance with this article that covers applications, use cases, and careers.

August 5, 2022

Article

Big Data Engineer Salary: Your 2026 Pay Guide

Big data engineering is one of the fastest-growing jobs in technology, with salaries to match the demand. Here’s a guide to what big data engineers can earn.

May 25, 2022

Article

Machine Learning Engineer Salary: How Much Can You Make?

A machine learning engineer's salary can be many times more than the median income in the United States. Learn how much you can expect to earn from this in-demand career.

May 13, 2022

Article

Learning Data Engineer Skills: Career Paths and Courses

Data engineering is in high demand. Discover core data engineer skills and how to start a career in this vibrant field.

May 13, 2022

Article

10 Machine Learning Algorithms to Know in 2026

Machine learning algorithms power many services in the world today. Here are 10 algorithms to know as you look to start your career.

May 6, 2022

Article

What Is a Big Data Engineer? A 2026 Career Guide

April 5, 2022

Article

What Is a Data Engineer? A Guide to This In-Demand Career

Big data is changing the way we do business and creating a need for data engineers who can collect and manage large quantities of data.

February 17, 2021

Article

Machine learning and artificial intelligence jobs are among the fastest-growing in the world*. When you’re ready to advance to your next role, you'll have plenty of career paths to choose from. Learn more about how to sharpen your skills and prepare for an advanced machine learning engineer role with Coursera:

Find your career track: Machine Learning Career Paths: Explore Roles & Specializations

Take the quiz: Machine Learning Career Quiz: Is It Right for You? Find Your Role

Watch on YouTube: About Specialization - End-to-End Machine Learning with Tensorflow

Ready to start learning? Explore our catalog of machine learning courses or accelerate your career growth with a Coursera Plus subscription. When you enroll in either the monthly or annual option, you’ll get access to over 10,000 courses.

Frequently asked questions (FAQ)

With your master’s degree in data science, you can explore many data science jobs or continue your educational pursuits by applying for a PhD in data science. The roles below illustrate some of the jobs you can pursue once you’ve earned your master’s degree in data science, includng machine learning engineer:

Senior data scientist: Working as a data scientist typically requires a bachelor’s degree, but you may qualify for more senior-level roles with a master’s. Data scientists typically design algorithms to collect and interpret data.
Data engineer: A data engineer designs and builds systems to handle a lot of data so that data scientists and data analysts can work with it.
Data architect: A data architect drafts frameworks businesses can use to handle data, often with the goal of making sure it meets any compliance requirements.
Machine learning engineer: Machine learning engineers often sit on data science teams. They design, build, and maintain machine learning algorithms and systems.
Statistician: Statisticians can work for public or private organizations and often look for trends in data by collecting and interpreting it.
SQL developer: This role sits in between software development and database engineering. SQL developers often work to create on maintain SQL-specific databases.