Career Tracks

Machine Learning & AI

101 What Is Machine Learning & AI?

AI is the field of technology that makes computer systems capable of mimicking human problem solving. Machine Learning is a subset of AI. Expect to start out in a data-driven role and move into more specialized AI roles. The average salary for a Machine Learning Engineer is $159,000.

Jump to a list of all Fullstack Developer Bootcamps

What is AI and Machine Learning?

The umbrella term, Artificial Intelligence (AI), has existed since the 1950’s, but has accelerated rapidly in the last 10 years. Machine Learning (ML) is a subcomponent of AI that uses specific statistical algorithms to process massive amounts of data in order to produce insights, predictions, and unique outputs.

As Evan Shy, the CEO of Coding Temple, describes: “The World Economic Forum predicts that tech advancements, from automation, artificial intelligence, to robotics, will displace 85 million jobs by 2025. However, this same technology will also create 97 million new jobs in areas like data analysis, software development, and cybersecurity. Ultimately it’ll depend on how you prepare for these inevitable changes.”

Machine Learning + AI Jobs

Traditional tech roles like Software Engineers and Data Scientists can incorporate AI and Machine Learning skills into their current jobs. For example, a Data Analyst might use the built-in AI feature in Tableau called "Explain Data" to uncover insights. Or an experienced QA Tester may use GitHub Copilot to write automated test scripts. However, in 2023, companies are now hiring for AI-specific roles like Prompt Engineer and AI Integration Specialist. Expect a lot of variability between job listings until these roles become more defined.

Here are some common ML/AI jobs: 

  • Data Scientist
  • Data Engineer
  • Prompt Engineer
  • AI Engineer
  • Software Engineer 
  • Product Manager
  • AI Ethics Officer
  • AI Data Curator
  • AI Trainer
  • AI Integration Specialist

Machine Learning/AI Engineer Job Description

Expect a job description for a Machine Learning Engineer or AI Engineer to ask for knowledge of Python and Spark. You may also see generative AI tools like ChatGPT or OpenAI. Codesmith’s Director of Machine Learning, Weylin Wagnon, says that “You need to be able to work with large amounts of data, be a smart programmer, understand neural networks, and have machine learning skills if you want to build the next generation of tech products. And if you don’t, you’ll be left behind over the next 10 to 15 years. It’s hard to observe the future of jobs and not be scared of how machine learning is taking over; I think the best way to stem that tide is to get into the field yourself.”

What Does a Machine Learning or AI Engineer Do?

Wagnon says that “In general, machine learning is equal parts math, statistics, computer science, and voodoo.” 

Varun Kumar, an AI Engineer who graduated from Flatiron School, says that his job is “part data wrangling, part coding, and part researching new techniques and software that has been developed in dealing with large language models and processing natural language.” Varun breaks it down even further into 6 categories of on-the-job requirements:

  • Research: Stay updated with the latest advancements in the field. This could involve reading research papers, attending seminars or webinars, and participating in online forums and communities. This is crucial as the field of AI and machine learning is evolving rapidly.
  • Data Preparation: Work on preparing and pre-processing the data for training language models. This involves collecting data, cleaning it, and converting it into a format that can be used for machine learning.
  • Model Development and Training: Design and implement machine learning models. This includes choosing the right algorithms, tuning parameters, and training the model on the prepared data. This process often requires running experiments and making iterative improvements based on the results. Many times, I am building on pre-trained models with either fine tuning, or instruction via prompts.
  • Model Evaluation: Evaluate the performance of the models using appropriate metrics. This often involves testing the model on a held-out validation set and analyzing the results.
  • Collaboration: Work closely with other teams, such as product development, to integrate the AI models into products or services. This could involve optimizing the model for deployment, working on the user interface, or addressing user feedback.
  • Documentation and Presentation: Document the work for future reference and present findings to stakeholders or to the technical team. This might involve writing technical reports, creating presentations, or showing working code.

ML + AI Engineer Salaries

The average Machine Learning Engineer salary is $158,676 per year with up to $177,583 in cities like San Francisco. Newly-created roles like Prompt Engineer can earn up to $335,000 per year! 

ML/AI Skills You Need to Get a Job

According to Carianne Burnley, a Career Coach at Springboard, “The most widely used programming language in AI is Python, and the libraries and frameworks associated with it. Knowing other languages like Java and/or C++ can be helpful as well.”

Most Important AI Technical Skills + Languages:

  • Python
  • Databases
  • Big data tools like Spark
  • Cloud platforms like AWS or Azure
  • Data visualization tools like Tableau, PowerBI, or R
  • Mathematics like linear algebra, data interpretation, and deep learning.

Soft Skills for AI and Machine Learning

Burley says that if you are interested in becoming an AI Engineer, you will likely have these three soft skills: 

  1. Curiosity and the hunger to continually learn more 
  2. Strong communication skills 
  3. Motivation

Even if you learn all of these topics at an AI Bootcamp, expect to continue learning on the job where you'll be working with data at scale. Imesh Ekanayake, a mentor at Metana bootcamp, highlights, "I find that where people often lack skills is when attempting to handle tasks at scale, especially in the cloud. Dealing with multi-terabyte or even terabyte-scale datasets adds a whole new level of complexity to the equation."

How to get into Machine Learning/AI

Machine learning & AI bootcamps last between 12-24 weeks and cost anywhere from free to $30,000.

Realistically, a complete beginner in tech is not going to become an AI Engineer in 12 weeks. If you don't have a technical background, then start with a Software Engineering or Data Analytics bootcamp. Once you graduate, find an entry-level job working with data, and continue to learn! You can add to your skillset with one of these 17 AI Intro courses

FEATURED SCHOOLS

Schools may compensate Course Report for featured placement.

 

Displaying schools 26-50 of 76 in total


  1. University of Utah Professional Education Boot Camps offer 24-week, part-time web development, cybersecurity, data analytics, and UX/UI courses. The full sta... Learn more about University of Utah Professional Education Boot Camps.

    Chris

    5Graduate - Course: Full Stack Web Development - Part-Time - Salt Lake City

    Verified Via LinkedIn

    Says: Full Stack Web Development

    I began my teaching myself some programming languages but quickly realized that I didn't have a lot of direction. There is an infinite amount of information on
  2. 44
    Reviews
    6
    Courses

    UNC Charlotte Boot Camps offer 12-week, full-time and 24-week, part-time courses in web development, 24-week, part-time courses in data analytics, cybersecur... Learn more about UNC Charlotte Boot Camps.

    Erica Osborne

    5Graduate - Course: Cybersecurity - Part-Time - Charlotte

    Verified Via LinkedIn

    Says: Building an analytical mindset in a positive collaborative environment

    I am a career changer transitioning from 22 years in healthcare to cybersecurity. For the past 3 years cybersecurity has sparked my interest, so I decided to ta
  3. 41
    Reviews
    4
    Courses

    Ubiqum Code Academy is an immersive technical education institution, offering intensive programs in Data Analytics & Machine Learning and Full Stack Web ... Learn more about Ubiqum Code Academy.

    Roshan Kumar BhuyanRoshan Kumar Bhuyan

    5Student - Course: Data Analytics & Big Data, Full Time Onsite - Berlin

    Verified Via GitHub

    Says: Data Science

    I was doing my masters' degree in Space engineering and I was unhappy as I didn't find anything that kept me interested and devoted. I had tried a few things in
  4. 39
    Reviews
    4
    Courses

    Artefact School of Data is an AI and data science training provider that offers full-time, immersive data science (10 weeks), data engineering (5 weeks), dat... Learn more about Artefact School of Data.

    Xavier

    5Graduate - Course: Data analytics Bootcamp - Paris

    Verified Via LinkedIn

    Says: Highly recommended Data Science Bootcamp

    I have attend the Sept-Dec 2019 session of Vivadata bootcamp. Vivadata bootcamp is a 10 week program covering python programming, data collection, data analysis
  5. 37
    Reviews
    3
    Courses

    Pragmatic Data is a Pragmatic Institute company that offers online data science, AI and machine learning, and data analytics courses. Pragmatic Data's course... Learn more about Pragmatic Data.

    Andres Gonzalez Casabianca

    5Graduate - Course: Data Incubator Fellowship - Washington

    Verified Via LinkedIn

    Says: Great way to hone your skills and position yourself as a Data Scientist in the industry

    The application process can be daunting and intimidating, however, each step has its reasons. This makes each cohort learn and progress in a homogeneous pace, w
  6. 33
    Reviews
    1
    Course

    UNH Coding Boot Camp is a part-time, 24-week courses in web development. The full stack curriculum includes HTML, CSS, JavaScript, jQuery, Bootstrap, Express... Learn more about UNH Coding Boot Camp.

    Tyler ReimerTyler Reimer

    5Student - Course: Full Stack Flex - Part-Time - Portsmouth

    Verified Via GitHub

    Says: Laying a vast foundation

    Before I began this 6 month journey, it was tough to conceive how we would learn 'enough' in that relatively short amount of time, to begin a career as a viable
  7. 32
    Reviews
    5
    Courses

    Southern Methodist University (SMU) boot camps offer 12-week, full-time and 24-week, part-time web development courses, 24-week, part-time data science, fina... Learn more about SMU Boot Camps.

    Andres Garcia

    5Graduate - Course: Cybersecurity - Part-Time - Dallas

    Verified Via LinkedIn

    Says: Best Decision Ever!

    When I first considered a career path, I wanted something that was not only exciting but also offered ample growth opportunities. After careful research, I disc

  8. UConn Boot Camps offer part-time, 24-week, web development and cybersecurity courses. The full stack curriculum includes HTML, CSS, JavaScript, jQuery, Boots... Learn more about The University of Connecticut Boot Camps.

    Ava Reyes

    5Graduate

    Verified Via LinkedIn

    Says: Informational, Intense, Hard-Won

    This bootcamp provided me with hands-on experience in real-world cybersecurity scenarios prevalent today. It equipped me with an array of technical skills beyon
  9. 23
    Reviews
    5
    Courses

    Arizona State University (ASU) Bootcamps offer 24-week, part-time courses in cybersecurity, coding, data analytics, or financial technology, and an 18-week, ... Learn more about Arizona State University Bootcamps.

    Breona LewisBreona Lewis

    5Student - Course: Data Analytics - Part-Time - Online

    Verified Via GitHub

    Says: ASU Data Analytics

    How you decided to pursue this career path and what led you to apply to the Boot Camp: Data Analytics was introduced to me by a family member studying in anoth
  10. 22
    Reviews
    4
    Courses

    Kable Academy is a technical program based in Cincinnati, Ohio, that offers bootcamps in Generative AI Development, Cybersecurity, IT Support, and Network Su... Learn more about Kable Academy.

    Daniel Hoffman

    5Graduate - Course: Cybersecurity - Cincinnati

    Verified Via LinkedIn

    Says: Fast, Unique, Great Experience

    I came into Kable Academy, not knowing anything about computers, let alone cyber security. This course took me 3 months to complete. I had the fortune of having
  11. 21
    Reviews
    2
    Courses

    The Skillians Academy is an India-based bootcamp offering live online bootcamps covering topics like artificial intelligence & machine learning (36 weeks... Learn more about The Skillians Academy.
  12. 20
    Reviews
    4
    Courses

    University of Kansas Boot Camps are 24-week, part-time web development, data analytics, and cybersecurity courses. The full stack curriculum includes HTML, C... Learn more about KU Boot Camps.

    Javier Morales

    5Student - Course: Full Stack Flex - Part-Time - Kansas City

    Verified Via LinkedIn

    Says: Wonderful Roller-coaster experience.

    "I decided to embark on this course because I like technology and I was drawn to the idea of becoming a software developer. I retired as a classical ballet danc
  13. 19
    Reviews
    8
    Courses

    neue fische is a leading provider for tech bootcamps in Germany, and offers 12-week bootcamps in Web Development, Java, Data Science, Data Analytics, and AWS... Learn more about neue fische.

    Konrad ScherbKonrad Scherb

    5Graduate - Course: Web Development Online - Hamburg

    Verified Via GitHub

    Says: Eine der besten Entscheidungen…

    …die ich letztes Jahr gemacht habe. Super kompetente Coaches die mit Leidenschaft bei der Sache sind. Man bekommt ein stark gefragtes Tech-Stack in einem anspru
  14. metana-logo

    Metana

    4.87
    15
    Reviews
    5
    Courses

    Metana offers self-paced, online bootcamps covering Solidity (24 weeks) and Rust (24 weeks). The bootcamps are project-based and students will finish the cou... Learn more about Metana.

    Kanan SantinKanan Santin

    5Student - Course: Web3 Solidity bootcamp (Ethereum Blockchain) - Online

    Verified Via GitHub

    Says: Life-Changing Experience

    Metana is more than just a bootcamp, it's a life-changing experience. You'll not only gain technical skills, but you'll also join a vibrant community and become
  15. 15
    Reviews
    2
    Courses

    Centriq Training is an IT technology training firm in Kansas City, Missouri that hosts two, 14-week training programs: a Full Stack Coding program and the Cl... Learn more about Centriq Training.

    Sharron 'Wolf' Andrades

    5Graduate - Course: Cloud & Security Specialist Program - Kansas City

    Verified Via LinkedIn

    Says: Best time of my life... :)

    During my time at Centriq, I gained the hands-on experience and additional knowledge I needed to advance my career in Networking & Cyber Security, as well gaine
  16. 13
    Reviews
    5
    Courses

    Michigan State University (MSU) Boot Camps are 24-week, part-time web development, data analytics, and cybersecurity courses, and an 18-week, part-time digit... Learn more about Michigan State University Boot Camps.

    Katie Rose AlfordKatie Rose Alford

    5Student - Course: Web Development - Part-Time - Online

    Verified Via GitHub

    Says: I went to MSU to learn how to fix our website and have found my one passion in life being a web developer

    I was working at an automotive company in Detroit and our website was in need of more help than I could provide at that time. We had hired a few different web d
  17. 10
    Reviews
    13
    Courses

    Talent Garden is a European digital skills academy and founding partner of a global edtech group that offers training in data, marketing, design, coding and ... Learn more about Talent Garden.
  18. 10
    Reviews
    3
    Courses

    Intellipaat is an India-based learning management system offering online bootcamps covering topics like cybersecurity (28 weeks), data analytics (28 weeks), ... Learn more about Intellipaat .
  19. 9
    Reviews
    3
    Courses

    iO Sphere is a UK-based tech training provider offering 10-week, hybrid, full-time, Experience Accelerators covering topics like analytics engineering, data ... Learn more about iO Sphere.

    Will Taylor

    5Graduate - Course: Data Analyst Experience Accelerator - London

    Verified Via LinkedIn

    Says: Engaging, Challenging & Enjoyable

    A truly engaging and immersive training programme that successfully prepares you for a career in data analysis. You will build a varied technical skill set, und
  20. 9
    Reviews
    21
    Courses

    GOMYCODE is an online tech training provider offering online or in-person, full-time or part-time bootcamps covering topics like design (20 weeks), DevOps (1... Learn more about GOMYCODE.
  21. 9
    Reviews
    5
    Courses

    The Ohio State University College of Engineering offers 24-week, part-time web development, cybersecurity, data analytics, and UX/UI boot camps held online. ... Learn more about The Ohio State University Boot Camps.

    Kaleb Gordon

    5Graduate - Course: Data Analytics - Part-Time - Online

    Verified Via LinkedIn

    Says: Engaging, Collaborative, Insightful.

    My data analytics journey began with a newfound passion for data analysis during my physics coursework. Driven by my love for computers and technology, and the
  22. 7
    Reviews
    3
    Courses

    HACK A BOSS is a Spain-based technology company offering 16-week bootcamps in web development and data science & AI live online and at hybrid campuses ac... Learn more about HACK A BOSS.

    Federico Llanes

    5Applicant - Course: Data Science & IA Bootcamp - Online

    Verified Via LinkedIn

    Says: Un gran lugar para aprender, donde el estudiante es la prioridad

    Como profesor de HackABoss, puedo decir que es una gran institución, tanto como para trabajar, como para estudiar. Se pone al estudiante en el primer lugar, dan
  23. 7
    Reviews
    3
    Courses

    Heicoders Academy offers an 8-week, live online bootcamp based in Singapore. Students can choose between courses that teach AI or full stack web development.... Learn more about Heicoders Academy.
  24. 7
    Reviews
    5
    Courses

    Zindua School is a training provider based in Kenya offering 25-week, part-time, online bootcamps in Data Science and Software Development. The Data Science ... Learn more about Zindua School.
  25. 6
    Reviews
    4
    Courses

    Nebula Academy is a 22-week, full stack software engineering bootcamp in Syosset, New York. Nebula Academy’s bootcamp is structured in 4-week sprints where s... Learn more about Nebula Academy.

    Deboraht N.

    5Graduate - Course: Fullstack Software Engineer (PERN) - Full Time - Long Island

    Verified Via LinkedIn

    Says: Software engineer

    I learned coding at Nebula, I was part of the first bootcamp. It was not easy at the beginning but it was amazing to see all you can do with a few lines of code

Get our FREE Ultimate Guide to Paying for a Bootcamp

By submitting this form, you agree to receive email marketing from Course Report.

Get Matched in Minutes

Just tell us who you are and what you’re searching for, we’ll handle the rest.

Match Me