There are needs for both of these processes as we continue to depend more on computers to accomplish tasks and for our enjoyment. With so much information coming in from various human inputs, there is plenty of unstructured data to sort through and people are not able to keep up with this.

Implementing ways for computer systems to interpret this information and detect ambiguity will improve the services they offer. This makes ML and AI an incredibly important subject within data science, engineering, and management information systems.

Featured Online Data Science Programs

Master of Science in Applied Data Science Program at Syracuse University Syracuse University
18-Month Data Science Master's Online. GRE waivers are available.
Master of Science in Data Science Program at University of Denver University of Denver
Earn University of Denver’s MS in Data Science online. No computer science experience required.
Master of Information and Data Science Program at University of California Berkeley University of California Berkeley
Designed for data science professionals seeking to organize, analyze, and solve real-world problems.

Online Programs

One of the growing opportunities within data science is pursuing higher education online. This is a convenient way to gain experience on programming skills, machine learning, and artificial intelligence while still having a full-time job.

Online programs will have either a synchronous or asynchronous format, the former being live classes in a virtual setting that usually require some form of interaction with a webcam or microphone. An asynchronous setting will have on-demand lectures and class materials that can be viewed at any time and is mostly self-paced.

Typically, there will be requirements to submit assignments or complete quizzes and exams in order to prove achievement throughout the course.

Masters in Machine Learning and AI

Especially when pursuing a Master's degree, many programs are geared toward part-time students that take one or two courses each term. If full-time programs are still too time-consuming, there are alternatives in graduate certificates or vendor certifications. Graduate certificates can be truncated forms of data science programs, or they will take portions of the core curriculum and various electives. Vendor certifications through companies like Oracle, Microsoft, and Amazon, will show competence with using a specific tool set.

An example of a vendor-based certification is through the cloud service, Amazon Web Services, on Machine Learning. They provide educational material and digital training for a specific career path, such as a program developer, business decision maker, and data scientist. Some of the specific tools featured are the AWS DeepRacer, a vehicle that is controlled autonomously around the reinforcement learning model, and Amazon SageMaker, the software used to create machine learning capabilities. Before taking the certification exam, which is $300 per attempt, Amazon recommends having at least a few years of experience in development with AWS services, and there is a cheaper practice exam to get comfortable with the questions.

Scholarships and Assistantships

High academic achievement can be awarded with scholarships and assistantships within these higher education opportunities. Other opportunities are given toward specific locations or minority groups in order to boost diversity along the university student body. For example, the VIP Women in Technology scholarship is available for women that are enrolled in a two or four-year university in the United States with career goals in data science. Candidates must submit an essay explaining why they should be considered for the $2,500 award, and must have a background in community service and a 3.0 cumulative GPA.

Many programs themselves will offer an internal scholarship for those enrolling into specific programs. For example, Nova Southeastern University provides the Edward Lieblein Memorial Fund scholarship for those enrolled full-time in the College of Engineering and Computing. This is reserved for those that are currently working within the Federal Government, and requirements include letters of recommendation from the employer, a school faculty member, and a cumulative 3.0 GPA.

Generally, the majority of scholarships available will be sponsored by an organization or individual. Experiences by these parties will be related to the requirements needed to be met for the award given out. Common requirements include sending an essay detailing why they are the best candidate, achieving high academic merit, and demonstrating financial needs.

Assistantships and fellowships provide an opportunity for successful students to become a teaching assistant or to complete a research project at the university. Essentially, they will help faculty and receive a stipend, along with the potential for lowering their tuition. Becoming an assistant as an undergraduate provides work experience and boosts networking opportunities, not to mention the potential for getting an academic job.

The Energy Industry Graduate Fellowship at Rice University offers $7,500 for students that are enrolled into a program that deals with higher-level computer science and engineering, and information technology. Students will need to work with one of the sponsors that fund the fellowship (such as BP or ExxonMobil) and this cannot be completed in the final year of the program.

Employment Opportunities

Machine learning engineers are the developers of algorithms within a computer system that gives it the ability to learn without specific commands. When looking at ads on websites that are similar to other search results queried in the past, or seeing recommendations for movies and television shows based on watch history within a video streaming service, these are basic examples of the algorithm created by an engineer. Their goals are for making services easier and keeping customer retention, but with additional perspective on privacy protection and ethical standards. According to Salary.com, the average salary for an MLE position is $116,321 across the united states.

Research analysts can also fall under the umbrella of machine learning and artificial intelligence. One of the many qualifications for the job, especially with marketing, operations, and financial research, is statistical modeling techniques. They will also need to keep up to date on innovations within these algorithms to help optimize company processes. Some examples of research analysts include developing AI and ML within healthcare information systems and creating better policy within an educational system.

Companies that offer the most job opportunities that involve machine learning and artificial intelligence include Amazon Web Services, Microsoft, Apple, Facebook, Cisco, and JP Morgan & Chase. At Amazon and Apple, there are opportunities to continue optimizing their voice-enabled assistants, Alexa and Siri, respectively. Facebook is also seeing a transition in their algorithms, focusing recommended posts on what friends and family members are creating and interacting with over news sources. There is plenty of ongoing changes and improvements in this sector to find job opportunities.

Program Areas within Machine Learning and Artificial Intelligence

When looking for higher education within machine learning and artificial intelligence, there are areas of emphasis and elective courses within computer science and data science degrees. Since these topics are more advanced that standard analytics, they are generally found in graduate programs. As an example, at Columbia University, they offer a Master of Computer Science with a track in Machine Learning. This requires 30 credit hours to complete with a time limit of five years from the date of entry. The curriculum is fully available online and there is an elective course on artificial intelligence.

Machine Learning Courses for the MS in Data Science at Johns Hopkins

At the Whiting School of Engineering at Johns Hopkins, the Master of Science in Data Science can also be obtained online with the majority of courses available (also can be pursued on-campus or a combination of the two). There is a required course that serves as an introduction to machine learning, and an elective that gives more of an advanced look on topics like inductive bias, dimensionality, and the latest innovations. 10 total courses are needed to complete the program, and there is also a five-year limit.

Artificial Intelligence Track for the Masters in Data Science at Northwestern

Northwestern University’s School of Professional Studies offers a Master’s degree in Data Science and is another option that is available fully online. There are a number of specializations available to customize the degree, including an Artificial Intelligence track that has two courses: Natural Language Processing, and Artificial Intelligence and Deep Learning. As with other programs, both AI and machine learning will be emphasized, and students will learn how to create these deep learning methods for computers.

Deep Learning, MIS, Engineering

Additionally, programs that are in management information systems and engineering will also feature deep learning courses. These topics focus more on development and creating the foundation for analysts to work with. However, it is imperative to know analytical skills in order to create and evaluate AI and computer abilities, and generating algorithms that learn on their own. Boston University has an online Master of Science in Computer Information Systems. The 40-credit hour curriculum can be completed within two years, and there are various concentrations, such as Computer Networks, Health Informatics, Security, and Web Application Development.

Prerequisite Education

Requirements to gain entry into a Master or PhD program that is tailored for machine learning and artificial intelligence will be what colleges require for their general data science and computer science degrees. In some cases, this material will be part of the core curriculum, but frequently, there will be electives that involve these categories, along with natural language processing and deep learning.

Typically for a Master’s degree in data science, students need to have prior coursework in statistics, calculus, linear algebra, and programming. Other requirements typically include letters of recommendation, a personal statement that details experience and goals, and GRE test scores. Sometimes, the latter is either optional or can be waived with at least a 3.0 cumulative GPA or a significant amount of work experience. Online programs will vary greatly in admission periods. Some will only accept students in the fall or spring term, while others that break things up into an eight-week course structure can allow students into the program between four to six times a year.

Requirements for graduate certifications at universities will typically be the same as admission needs to get into the Master’s program. There are specialized certifications from universities that are geared toward machine learning and artificial intelligence. Stanford’s Center for Professional Development has an online program in Artificial Intelligence with a required course on the foundation and skills of AI a number of electives with topics on robotics, reinforcement learning, and neural networks. The program is geared toward software engineers with prior coursework in probability, linear algebra, calculus, and programming.

Typical Courses

Many data science and computer science degrees will offer core courses or electives that exclusively focus on artificial intelligence, machine learning, and deep learning. All of these courses will be required in order to pursue a career in these categories, like a systems manager, software developer, or machine learning engineer. Here are some other courses that can be found within the elective choices:

  • Statistical Modeling and Algorithms
  • Natural Language Processing
  • Text Representation
  • Reinforcement Learning
  • Human-Computer Interaction

Courses in natural language processing focus on how people interact with computers and how the machine understands this. We have seen the evolution of computers and how we use them through a traditional desktop format that eventually connected online, swiping on a smartphone to order goods for delivery, and voice-activated devices that will talk back and answer queries such as current weather conditions and what times a show is playing at a local theater.

As there continues to be more unstructured data that is created every day, more than typical humans can keep up with, it is important to develop algorithms that computers can keep up with. One of the biggest challenges in this process is determining context and resolving ambiguity in language. While humans have the ability to detect is, there is an emphasis in reinforcement learning to guide these processes in a better direction.

Available Online Data Science Programs for

Syracuse University
University of Denver
University of California Berkeley
Online Data Science Programs
Programs That May Be Currently Accepting Applicants
American University
Washington, DC
Arizona State University
Tempe, Arizona
Aspen University
Aspen, Colorado
Auburn University
Auburn, Alabama
Bay Path University
Longmeadow, Massachusetts
Bellevue College
Bellevue, Washington
Bellevue University
Bellevue, Nebraska
Boston University
Boston, Massachusetts
Cabrini University
Radnor, Pennsylvania
California State University - Fullerton
Fullerton, California
California State University - Long Beach
Long Beach, California
Carnegie Mellon University
Pittsburgh, Pennsylvania
Central Connecticut State University
New Britain, Connecticut
Chapman University
Orange, California
City University of New York
New York City, New York
City University of New York (CUNY)
New York City, New York
Clemson University
Clemson, South Carolina
Cleveland State University
Cleveland, Ohio
Colorado State University
Fort Collins, Colorado
Colorado Technical University
Colorado Springs, Colorado
Columbia University
New York, New York
CUNY Graduate School and University Center
New York City, New York
CUNY Queens College
Queens, New York
Davenport University
Grand Rapids, Michigan
DePaul University
Chicago, Illinois
Drexel University
Philadelphia, Pennsylvania
Drexel University Online
Philadelphia, Pennsylvania
East Carolina University
Greenville, North Carolina
Eastern Michigan University
Ypsilanti, Michigan
Elmhurst College
Elmhurst, Illinois
Full Sail University
Winter Park, Florida
George Mason University
Fairfax, Virginia
Georgia Southern University
Statesboro, Georgia
Grand Valley State University
Allendale, Michigan
Grantham University
Lenexa, Kansas
Harrisburg University of Science and Technology
Harrisburg, Pennsylvania
Harvard University
Cambridge, Massachusetts
Husson University
Bangor, Maine
Illinois Institute of Technology
Chicago, Illinois
Indiana University
Bloomington, Indiana
Johns Hopkins University
Baltimore, Maryland
Kennesaw State University
Kennesaw, Georgia
Kent State University
Kent, Ohio
Lewis University
Romeoville, Illinois
Loras College
Dubuque, Iowa
Marist College
Poughkeepsie, New York
Maryville University
St. Louis, Missouri
Medical University of South Carolina
Charleston, South Carolina
Merrimack College
North Andover, Massachusetts
Michigan State University
East Lansing, Michigan
Michigan Technological University
Houghton, Michigan
Middle Tennessee State University
Murfreesboro, Tennessee
Misericordia University
Dallas, Pennsylvania
National University
La Jolla, California
New Jersey Institute of Technology
Newark, New Jersey
New York University
New York City, New York
Northeastern University
Boston, Massachusetts
Northwestern University
Evanston, Illinois
Nova Southeastern University
Fort Lauderdale, Florida
Oakland University
Rochester Hills, Michigan
Ohio State University
Columbus, Ohio
Ohio University
Athens, Ohio
Oklahoma State University
Stillwater, Oklahoma
Oklahoma State University Center for Health Sciences
Tulsa, Oklahoma
Pace University
New York City, New York
Pasco-Hernando State College
New Port Richey, Florida
Pennsylvania State University
State College, Pennsylvania
Radford University
Radford, Virginia
Regis University
Denver, Colorado
Rochester Institute of Technology
Rochester, New York
Rockhurst University
Kansas City, Missouri
Rutgers, The State University of New Jersey
New Brunswick, New Jersey
Saint Joseph's University
Philadelphia, Pennsylvania
Saint Louis University
Saint Louis, Missouri
Saint Mary's College
Notre Dame, Indiana
Saint Mary's University of Minnesota
Winona, Minnesota
Saint Paul College
Saint Paul, Minnesota
Salem University
Salem, West Virginia
San Jose State University
San Jose, California
Santa Clara University
Santa Clara, California
Southern Arkansas University
Magnolia, Arkansas
Southern Methodist University
Dallas, Texas
Southern New Hampshire University
Manchester, New Hampshire
Southwestern Oklahoma State University
Weatherford, Oklahoma
St. Catherine University
Salt Lake City, Utah
Stanford University
Stanford, California
Stevens Institute of Technology
Hoboken, New Jersey
Syracuse University
Syracuse, New York
Temple University
Philadelphia, Pennsylvania
Tennessee Technological University
Cookeville, Tennessee
Texas A&M University
College Station, Texas
The College of Saint Scholastica
Duluth, Minnesota
The New School
New York, New York
The University of Tennessee
Knoxville, Tennessee
The University of Tennessee at Chattanooga
Chattanooga, Tennessee
The University of Texas at Dallas
Richardson, Texas
The University of Texas at San Antonio
San Antonio, Texas
Thomas Edison State University
Trenton, New Jersey
Trocaire College
Buffalo, New York
University at Buffalo
Buffalo, New York
  • smartphone Online Master of Science - University at Buffalo School of Management and Amrita University
University of Alabama
Tuscaloosa, Alabama
University of Arizona
Tucson, Arizona
University of California - Berkeley
Berkeley, California
University of California - Davis
Davis, California
University of California - Irvine
Irvine, California
University of California - Riverside
Riverside, California
University of Cincinnati
Cincinnati, Ohio
University of Colorado Boulder
Boulder, Colorado
University of Colorado Denver
Denver, Colorado
University of Georgia
Athens, Georgia
University of Illinois at Chicago
Chicago, Illinois
University of Illinois at Urbana-Champaign
Champaign, Illinois
University of Louisville
Louisville, Kentucky
University of Maryland
College Park, Maryland
University of Memphis
Memphis, Tennessee
University of Michigan
Ann Arbor, Michigan
University of Minnesota
Minneapolis St Paul, Minnesota
University of Missouri
Columbia, Missouri
University of Nebraska Online
Lincoln, Nebraska
University of Nebraska-Lincoln
Lincoln, Nebraska
University of New Hampshire
Manchester, New Hampshire
University of New Mexico
Albuquerque, New Mexico
University of North Dakota
Grand Forks, North Dakota
University of North Texas
Denton, Texas
University of Notre Dame
Notre Dame, Indiana
University of Oklahoma
Norman, Oklahoma
University of Pittsburgh-Bradford
Bradford, Pennsylvania
University of Pittsburgh-Pittsburgh
Pittsburgh, Pennsylvania
University of Saint Joseph
West Hartford, Connecticut
University of San Francisco
San Francisco, California
University of South Florida
Tampa, Florida
University of Southern California
Los Angeles, California
University of St Francis
Joliet, Illinois
University of Texas at Austin
Austin, Texas
University of Utah
Salt Lake City, Utah
University of Washington
Seattle, Washington
University of Wisconsin
Madison, Wisconsin
University of Wisconsin Colleges 
Madison, Wisconsin
University of Wisconsin-Milwaukee 
Milwaukee, Wisconsin
Utica College
Utica, New York
Villanova University
Villanova, Pennsylvania
Washington State University 
Pullman, Washington
West Virginia University
Morgantown, West Virginia
Western Governor's University
Salt Lake City, Utah
Worcester Polytechnic Institute
Worcester, Massachusetts
Notice a missing or inaccurate program? Our data is hand-collected and edited. If you notice a missing data science program, please email schools at datascienceprograms.org to enter a program to be reviewed or to adjust a current listing.