How to become a machine learning engineer

Woman's hand reaching out to touch an interface labeled Machine Learning

How to become a machine learning engineer

Read Time 6 minutes

Machine learning and AI tools are upending many sectors and displacing entrenched business practices. In May 2022—six months before ChatGPT made its public debut—IBM’s Global AI Adoption Index was already reporting that 35% were already using AI, and another 42% were exploring its application. Now is the time for individuals and organizations to lay the necessary groundwork to be sure they aren’t left behind.

According to a study by the auditing firm PwC, AI could add up to $15.7 trillion to the global economy by 2030. China and North America will account for almost 70% of the global economic impact ($10.7 trillion). Widely available tools built on machine learning models such as ChatGPT are already increasing office productivity. These tools are helping organizations consistently disseminate best practices to newer workers, while also assisting more seasoned staff in everything from creating initial drafts for data-heavy reports to uncovering trends and insights from vast stores of historical data. Meanwhile, AI and machine learning are creating completely new career paths in data analysis and software development.

The once obscure role of "machine learning engineer" is suddenly and increasingly in demand. In 2024 and beyond, organizations will rely on machine learning engineers to serve as linchpins, holding together their data scientists, administrators, AI engineers, and software engineering teams.

A better approach to machine learning-related certification

During the past 25 years, James "Doc" Muren has delivered information technology, cybersecurity, and artificial intelligence training at Fortune 500 companies, for the Department of Defense, and to financial sector employees. He is already seeing the enormous effect that machine learning is having on the workplace. Tools like ChatGPT are boosting productivity, while machine learning more broadly is unlocking new organizational possibilities and opportunities.

But these benefits are realized only if organizations can get the certified machine learning engineers, software engineers, and data scientists they need to harness machine learning. Doc Muren emphasizes the value of the certification process as a "learning journey." In a dynamic and fast-evolving domain like machine learning and AI, this is an especially important distinction.

"Certification is an extremely important component," Muren points out, as it firmly establishes that candidates have a specific baseline knowledge. "There will always be a lot of candidates [for any position] that have some specific certification. What did they learn as a part of that journey? What can they demonstrate? What can they put in their portfolio?"

In addition to a solid foundation in computer science and programming languages like Python, they also need to be ready to define problems in a way that can be tackled with machine learning, work with data sets, and evaluate various approaches before putting those models and algorithms into production. A certification program with hands-on components that replicate real-world scenarios helps ensure the sort of engaging learning journey that translates into certified professionals who can hit the ground running, even in a rapidly changing landscape like that of AI and machine learning.

The AI and machine learning journey with Pearson VUE

For decades, Pearson has focused on delivering educational and training resources that adapt with the times. With its self-paced Pearson CertPREP courseware, students can control the amount of content delivered per session and build that into certification as their learning journey dictates.

The IT Specialist Computational Thinking program is designed for professionals in both non-technical and technical roles. It focuses on critical thinking and decision-making skills, as well as critical foundational knowledge for IT specialists. This includes key elements of data science, software engineering methodologies, algorithm representation, and an introduction to natural language processing and machine learning algorithms.

The IT Specialist Artificial Intelligence courseware focuses entirely on machine learning. It’s designed for students who want to both become AI-enabled learners and develop best practices for designing, evaluating, deploying, and monitoring machine learning-based solutions in production. This includes extracting, preparing, and analyzing data sets, training and evaluating machine learning models, and more.

With CertPREP training labs, students and IT professionals get the hands-on practice addressing real-world scenarios, without the risk of disrupting your network or business. Labs are cloud-hosted for maximum flexibility and anytime/anywhere availability. Each thirty- to sixtyminute scenario is tailored to a meaningful challenge, with automated assessments and feedback.

Don’t wait for technology to get ahead of you; now is the time to explore comprehensive training solutions and guide the effect of machine learning and AI on your workplace. Contact us today to discuss your company’s needs and prepare the workforce for the future of your business.

Looking for IT training and learning solutions to upskill your existing team or attract new pros?

Explore our catalog of IT certification prep materials, including courseware, practice tests, certification exam vouchers and more.

Explore our catalog

  • IT SpecialistTechnology days
    Get more done: prompt engineering with generative AI for beginners
    April 24, 2024
    Learn more  
  • Person grabbing blocks with graphics of heads supposed to represent upskilling and reskilling
    CertPREPUpskilling
    Upskilling and reskilling in the age of AI
    April 4, 2024
    Learn more  
  • Man on computer with holographic images of a lock hovering over to indicate cyber security
    CertificationsCertPREP
    Minimize cyber threats with CISSP and CompTIA Security+ certified teams
    March 26, 2024
    Learn more  
  • A holographic image of an award badge hovers over a laptop for a user to select.
    CertificationsUpskilling
    In-demand IT certifications to carry your employees forward in 2024
    March 6, 2024
    Learn more  
  • CertPREPUpskilling
    Top information technology challenges for 2024
    February 21, 2024
    Learn more  
  • CertPREPUpskilling
    How to become a machine learning engineer
    January 29, 2024
    Learn more  
  • CertPREPUpskilling
    The AI revolution – is your business prepared?
    January 28, 2024
    Learn more  
  • man on computer with headphones
    CertPREPUpskilling
    The best training resources to develop your IT and DevOps teams
    November 29, 2023
    Learn more  
  • CertificationsUpskilling
    Vendor-specific vs. vendor-neutral: Which training is best for your IT and DevOps teams?
    November 6, 2023
    Learn more  
  • CertificationsUpskilling
    Top tech trends to watch in 2024
    October 26, 2023
    Learn more  
  • CertificationsTraining programs
    The value of employee training and certification in IT departments
    September 15, 2023
    Learn more  
  • CertificationsIT Specialist
    Expand your training options with self-paced learning
    July 11, 2023
    Learn more  
  • CertificationsCertPREP
    Five simple steps to prepare your team for technical certifications
    May 31, 2023
    Learn more  
  • Employee retentionUpskilling
    The future of learning: How AI technology is changing education and reskilling
    May 8, 2023
    Learn more  
  • CertificationsTraining programs
    Safeguarding sensitive business data — and the bottom line — with certifications
    April 17, 2023
    Learn more  
  • Learning productsTechnology days
    Cultivating and celebrating IT skills leads to a more capable, innovative, and satisfied workforce.
    April 3, 2023
    Learn more  
  • Technology days
    Stay a step ahead of threats with a smart data protection strategy
    March 27, 2023
    Learn more  
  • CertificationsIT Specialist
    IT employee training that earns college credits
    March 21, 2023
    Learn more  
  • Increase Retention Arrow Target
    Employee retentionUpskilling
    Five ways employers can use upskilling to boost employee loyalty and retention
    March 2, 2023
    Learn more  
  • Spotlight
    IT certifications: helping build a more confident, innovative, productive, and valuable workforce
    February 9, 2023
    Learn more  
  • Spotlight
    Top 10 in-demand IT skills for 2023
    January 27, 2023
    Learn more  
  • CertificationsIT Specialist
    Filling the Entry-level IT Qualifications Gap
    January 13, 2023
    Learn more  
  • Marketing strategy
    Five marketing ideas for building your small business or training center — without spending a dime (Part 1)
    December 13, 2022
    Learn more  
  • Marketing strategy
    Five marketing ideas for building your small business or training center — without spending a dime (Part 2)
    December 13, 2022
    Learn more  
  • Upskilling
    Why investing in IT skills development is more important than ever.
    November 28, 2022
    Learn more  
  • CertPREPTraining labs
    How to strengthen your training program’s competitive standing
    November 1, 2022
    Learn more  
  • CertificationsTraining programs
    How IT certifications bring value to employers and organizations
    September 26, 2022
    Learn more  
  • Training labsTraining programs
    The right blend of products and partnership helps workforce developer prosper
    September 26, 2022
    Learn more  
  • CertificationsMilitary/Government
    Leading education growth in the Army National Guard
    September 26, 2022
    Learn more  
  • CertificationsIT Specialist
    Certification helps start IT careers on the right footing
    September 26, 2022
    Learn more