University campus in Arkansas
Updated June 28, 2026

Best Machine Learning Degree Programs in Arkansas, 2026 Rankings

Compare the top machine learning colleges in Arkansas. 11 accredited machine learning schools ranked by graduation rate, career outcomes, and value, from Shorter College to University of Arkansas.

#1 ProgramU of Arkansas
Avg Salary$85,730
Tuition From$4,800/yr
Job Growth+22%
On this page
Reviewed by Taylor Rupe, Founder & EditorSee methodology

13

Programs ranked

IPEDS 2024

$85,730

Arkansas median machine learning salary

BLS OEWS 2024

76/100

Top program score

Hakia methodology

23%

U.S. job growth (2023–33)

BLS projections

Key Takeaways

Best machine learning degree programs: U of Arkansas, U of Arkansas Grantham, Lyon College

Ranked by graduation rates, program outcomes, and institutional quality

IPEDS 2024

Tuition ranges from $4,512 to $36,300/year

Shorter College offers the most affordable option at $4,800/yr

IPEDS 2024

Machine Learning degree programs available: 2 associate's, 2 master's in Arkansas

From community college pathways to advanced research degrees

IPEDS 2024

1 online machine learning degree programs in Arkansas

Flexible scheduling for working professionals

IPEDS 2024

Arkansas community college transfer can save 40-60% on total degree costs

2 associate's programs provide transfer pathways to bachelor's degrees

Education Commission of the States

Major employers: Walmart, Tyson Foods, JB Hunt, Dillards

Tech hubs in Bentonville and Little Rock

Hakia Research 2026

Machine Learning degree programs near 42+ cities across Arkansas

Search by city to find programs within 200 miles of your location

IPEDS 2024

Updated June 28, 2026

How we ranked Arkansas Machine Learning programs

We rank 13 accredited machine learning programs in Arkansas using IPEDS 2024 institutional data, BLS OEWS 2024 state salary data, and College Scorecard outcomes. A 4-factor weighted composite is normalized to a 0–100 score. Schools cannot pay for placement; rankings are produced algorithmically.

Program completions (35%)Graduation rate (25%)Selectivity (20%)Career outcomes (20%)
See full methodology

Are Machine Learning Degree Programs in Arkansas Worth It?

Answer
$85,730
Yes. The best machine learning degree programs in Arkansas deliver strong ROI, graduates earn $85,730 median salary with +22% job growth through 2032. In-state tuition averages $17,701/year.

Source: BLS OEWS May 2024

Machine Learning Degree Rankings in Arkansas

Compare the top-ranked Machine Learning programs in Arkansas by degree level. Tuition, graduation rate, and Hakia Score for every accredited program.

Best Associate's Machine Learning Programs in Arkansas

2
Programs ranked
$5,940
Avg tuition/yr
0%
Avg grad rate

Program Landscape

Arkansas offers 2 accredited associate's degree programs in machine learning, providing an affordable entry point into the technology field. The top-ranked programs include U of Arkansas Grantham, Shorter College, which combine rigorous technical curriculum with practical skills training.

Costs & Value

Community colleges in Arkansas offer these two-year programs at an average cost of $5,940/yr, significantly less than four-year university tuition. Students completing associate's degrees can pursue entry-level technical positions and transfer opportunities, with entry-level salaries averaging $47,152 in Arkansas.

Career Pathways

Many programs feature guaranteed transfer agreements with Arkansas's public universities, allowing students to complete their first two years at reduced cost before transferring to complete a bachelor's degree. The Bentonville, Little Rock, Fayetteville areas offer particularly strong job markets for associate's degree holders, with employers like Walmart, Tyson Foods, JB Hunt hiring for technical support, junior development, and IT specialist positions.

Curriculum & Specializations

Programs typically include coursework in programming fundamentals, database management, networking basics, and software development. Among machine learning schools in Arkansas, these associate's programs offer the best value for students beginning their machine learning degrees in Arkansas.

🥈
Shorter College
N Little Rock, ARPrivate
$4,800
Tuition/yr
37.9
Hakia Score

Best Bachelor's Machine Learning Programs in Arkansas

9
Programs ranked
$20,308
Avg tuition/yr
82%
Avg grad rate

Program Landscape

Arkansas ranks among the nation's top destinations for machine learning education, with 9 accredited bachelor's degree programs across 3 public and 6 private institutions. The highest-ranked programs are U of Arkansas, U of Arkansas Grantham, Lyon College, recognized for academic excellence, research opportunities, and strong industry connections.

Career Outcomes

Graduates from Arkansas machine learning programs earn a median salary of $72,871, 26% below the national average. The state's robust technology sector, anchored by the Bentonville, Little Rock, Fayetteville metropolitan areas, provides abundant internship and employment opportunities with companies including Walmart, Tyson Foods, JB Hunt.

Costs & Value

Tuition ranges from $4,512 to $36,300 annually, with an average of $20,308/yr. Top programs maintain graduation rates above 82%, with the highest reaching 86%. Many programs hold ABET accreditation, the gold standard for computing education, ensuring curriculum meets rigorous industry standards.

Curriculum & Specializations

Students can choose from specializations including software engineering, cybersecurity, artificial intelligence, data science, and systems architecture. Strong industry partnerships provide access to co-op programs, capstone projects with real companies, and direct recruiting pipelines to Arkansas's leading technology employers. For students seeking machine learning degrees in Arkansas, these top-ranked machine learning schools offer the strongest combination of academic rigor and career preparation.

🥉
Lyon College
Batesville, ARPrivate
$29,900
Tuition/yr
79%
Grad rate
51.9
Hakia Score
Show all 9 ranked programs
RankSchoolLocationTypeTuitionGrad RateHakia Score
#6University of Arkansas-Fort SmithFort Smith, ARPublic$4,51247.6
#7Philander Smith UniversityLittle Rock, ARPrivate$11,80446.3
#8Harding UniversitySearcy, ARPrivate$24,24043.5
#9Ouachita Baptist UniversityArkadelphia, ARPrivate$31,78037.7

Best Master's Machine Learning Programs in Arkansas

2
Programs ranked
$7,403
Avg tuition/yr
80%
Avg grad rate

Program Landscape

Arkansas offers 2 master's degree programs in machine learning, designed for professionals seeking to advance into senior engineering, technical leadership, and specialized roles. The top programs, U of Arkansas, U of Central Arkansas, combine advanced technical training with research opportunities and leadership development.

Career Outcomes

Master's graduates in Arkansas earn a median salary of $85,730, approximately 20-30% higher than bachelor's degree holders. The concentration of technology companies in Bentonville, Little Rock, Fayetteville creates strong demand for graduate-level talent, with Walmart, Tyson Foods, JB Hunt actively recruiting from these programs.

Costs & Value

Program formats include traditional full-time study (typically 2 years), part-time options for working professionals (2-3 years), and accelerated tracks. Tuition averages $7,403/yr, with many employers offering tuition reimbursement for graduate education. Some programs offer thesis and non-thesis tracks, allowing students to focus on research or professional development based on their career goals.

Curriculum & Specializations

Curriculum covers advanced topics including machine learning, distributed systems, software architecture, and technical management. Many programs include practicum experiences, industry capstone projects, or consulting engagements that provide real-world application of advanced concepts. Among Arkansas's machine learning schools at the graduate level, these programs stand out for both academic quality and career outcomes.

Machine Learning Degree Costs & Tuition in Arkansas

MetricValue
Average in-state tuition$17,701/year
Average out-of-state tuition$44,253/year
Community college tuition$4,425/year
4-year savings for residents$106,208
2+2 transfer pathway savings$26,552

Source: IPEDS 2024

Financial Aid & Scholarships for Machine Learning Students in Arkansas

State Aid Programs

Arkansas students pursuing machine learning degrees have access to multiple financial aid pathways designed to make higher education affordable. The primary federal funding mechanism is the Free Application for Federal Student Aid (FAFSA), which opens pathways to Pell Grants, federal student loans, and work-study opportunities. Students can complete their FAFSA at Federal Student Aid to determine their eligibility for federal aid packages. Additionally, Arkansas offers the Arkansas Academic Challenge Scholarship, a state-specific grant program that awards up to $5,000 per year to academically talented students. This scholarship is administered through the Arkansas Division of Higher Education and represents a significant opportunity for qualifying students to reduce out-of-pocket costs.

Key Programs & Amounts

Beyond state and federal grants, individual institutions across Arkansas offer institutional scholarships and merit-based awards to machine learning students. The University of Arkansas, Arkansas State University, and University of Central Arkansas, the state's leading machine learning programs, all provide scholarship opportunities to qualified applicants. Students should contact their institution's financial aid office directly to explore merit scholarships, departmental awards, and need-based aid packages. For comprehensive information about available federal aid options and loan programs, the College Scorecard provides transparent data on costs and aid at specific institutions. Combined with state grants and institutional support, these financial aid resources can significantly offset tuition costs for Arkansas machine learning students seeking affordable pathways to degree completion.

Machine Learning Degree ROI Calculator, Arkansas

Use our interactive ROI calculator to estimate your return on investment for a machine learning degree in Arkansas. Enter your expected tuition costs, financial aid, and career goals to see projected payback periods and lifetime earnings. The calculator uses current salary data from BLS and tuition data from IPEDS to provide accurate estimates.

Machine Learning Degree ROI Calculator

Estimate your return on investment for a machine learning degree

Leave blank to use average cost for selected program type

20 years
10 years20 years30 years
20-Year ROI

+1064%

Net gain divided by total investment. ROI above 200% is considered excellent for education investments.

Net Gain

$1,967,896

Your additional lifetime earnings with this degree vs. working without one, minus the total investment.

Break-Even

5 years

Years until your cumulative earnings exceed total investment. Shorter programs often break even faster due to lower opportunity cost.

COL-Adjusted Salary

$147,619

Your starting salary adjusted for local cost of living. This shows real purchasing power compared to a $100K national baseline.

Why does break-even change with program type? Your "total investment" includes both tuition AND opportunity cost (foregone earnings while in school). A 4-year full-time public university (in-state) means 4 years of not earning a salary ($140,000 in opportunity cost). Shorter full-time programs may have higher tuition but lower total investment because you return to the workforce sooner.

Detailed Breakdown

How we calculate your degree ROI using real salary data

Total Investment$185,000

Tuition plus opportunity cost (earnings you miss while in school)

Program Cost (Tuition)$45,000

Direct cost of the degree program

Opportunity Cost$140,000

4 years × $35K/year foregone salary while studying full-time

20-Year Earnings (with degree)$3,003,304

Projected career earnings starting after graduation, with salary growth

20-Year Earnings (without degree)$850,408

What you'd earn working at $35K/year with 2% annual growth

Starting Salary (Austin, TX)$155,000

Median salary for this role in your selected location (BLS 2024)

Annualized Return5.5%

Your investment's compound annual growth rate (similar to stock market returns)

Data sources: BLS OEWS May 2024, IPEDS 2024. Calculations use median salaries, 3% discount rate, and assume salary growth declines from 6% to 2% over career. Individual results will vary. | Powered by Hakia.com

Machine Learning Salaries by Metro Area

Median annual salary in Arkansas metro areas

Bentonville$94K
Little Rock$90K
Fayetteville$86K
View data table
CategoryValue
Bentonville$94K
Little Rock$90K
Fayetteville$86K

Source: BLS OEWS May 2024

Hakia.com

Top Employers Hiring Machine Learning Graduates in Arkansas

Find machine learning jobs in Arkansas. These major employers across Arkansas metro areas are actively hiring machine learning degree holders. Click employer names to view current job openings.

Machine Learning Jobs in Bentonville-Rogers

AR
Walmart Global Tech
tech
Sam's Club Tech
retail-tech
J.B. Hunt Transport
logistics
Tyson Foods
food-tech

Machine Learning Jobs in Little Rock

AR
Dillards
retail
Acxiom
data
Windstream
telecom

Machine Learning Jobs in Fayetteville

AR
University of Arkansas
education
Walmart
retail-tech

Transfer Pathways for Machine Learning Degrees in Arkansas

State Transfer System

Arkansas provides strong transfer pathways for students pursuing machine learning degrees, supported by the Arkansas Course Transfer System (ACTS), which guarantees course transfer among public institutions (Arkansas Course Transfer System (ACTS)). With 3 associate's degree programs and 9 bachelor's degree institutions in the state, community college students can begin their machine learning education affordably at institutions like University of Arkansas-Pulaski Technical College ($4,260 tuition), University of Arkansas Community College-Morrilton ($2,688 tuition), or NorthWest Arkansas Community College ($3,480 tuition), then transfer seamlessly to four-year programs. ACTS ensures that general education and foundational coursework in mathematics, computer science, and programming completed at two-year institutions transfer directly and are recognized at universities, eliminating lost credits and unnecessary delays.

How Transfers Work

Community college students completing an associate's degree in machine learning can articulate directly into bachelor's programs at institutions like the University of Arkansas (ranked #1, $7,666 tuition), Arkansas State University (ranked #2, $7,176 tuition), or Arkansas Tech University (ranked #5, $5,995 tuition). This pathway is particularly advantageous for students seeking to reduce costs early in their education. By spending two years at an affordable community college, students can save significant tuition before transferring. Once transferred, students complete upper-level machine learning coursework, specializations, and capstone projects at their four-year institution. For more information on transfer policies and articulation agreements, students should contact the Arkansas Division of Higher Education or their institution's transfer advising office. Students interested in related fields should also explore transfer options in Data Science, Computer Science, and Artificial Intelligence.

Why Pursue a Machine Learning Degree in Arkansas?

Industry & Workforce

Arkansas offers a strong and growing machine learning education landscape with 14 institutions across the state providing dedicated programs at multiple degree levels (IPEDS). In 2023, Arkansas institutions awarded 221 bachelor's degrees, 17 master's degrees, and 24 associate's degrees in machine learning, demonstrating strong momentum in this in-demand field. The state's educational infrastructure is supported by leading institutions like the University of Arkansas, which produced 103 completions, more than any other program in the state, alongside emerging hubs like University of Arkansas Grantham with 48 completions.

Salary Outlook

Beyond academics, Arkansas provides significant economic advantages for machine learning students and professionals. Public four-year institutions in the state average just $6,494 in annual in-state tuition, substantially below national averages, making quality machine learning education accessible and affordable (College Scorecard). Major tech employers including Walmart, Tyson Foods, and J.B. Hunt maintain operations throughout Arkansas's vibrant tech hubs in Fayetteville-Springdale-Rogers and the Little Rock metro area, creating abundant career pathways for graduates. Students can also leverage the Arkansas Academic Challenge Scholarship, which awards up to $5,000 per year for academically talented students (Arkansas Division of Higher Education), further reducing educational costs. For those exploring related fields, Arkansas also offers strong programs in Artificial Intelligence, Data Science, and Computer Science.

Machine Learning Program Availability in Arkansas

11 Programs
Arkansas offers 11 accredited machine learning programs across public universities, private colleges, and community colleges. Top tech hubs include Bentonville, Little Rock, Fayetteville.

Source: IPEDS 2024

Machine Learning Job Market & Salary Data in Arkansas

Employment Outlook

Arkansas's machine learning job market is experiencing steady growth driven by the state's emerging tech sector and major corporate headquarters. The state hosts significant employment opportunities across multiple regions, with the strongest concentrations in the Fayetteville-Springdale-Rogers metro area and the Little Rock-North Little Rock-Conway metro area. According to (BLS State Data), Arkansas offers competitive opportunities for machine learning professionals across various industries. The state's education infrastructure supports this growth, with 14 institutions offering machine learning programs and 221 bachelor's degree completions annually (IPEDS). This strong pipeline of graduates feeds directly into the state's expanding job market.

Salaries by Metro

The machine learning landscape in Arkansas benefits from geographic diversity across Central Arkansas, Northwest Arkansas, the Delta Region, and the Ozarks. Each region presents distinct career pathways and employer bases. Major metropolitan areas like Little Rock, Fayetteville, Fort Smith, Springdale, Bentonville, and Rogers are increasingly attracting tech talent and investment. The state's affordability, with average public in-state tuition at four-year institutions reaching only $6,494, makes it an attractive destination for students seeking cost-effective machine learning education. Career prospects are further enhanced by the state's established employer networks and continuing investment in technology infrastructure. For detailed salary information and employment trends, consult (BLS State Data) and explore related fields like Data Science in Arkansas and Artificial Intelligence in Arkansas for comprehensive career planning.

Entry-Level (0-2 yrs)

New graduates and career changers

Senior (8+ yrs)

Technical leads and architects

Median Salary in Arkansas$55,725$124,309
Typical RolesJunior Developer, AnalystStaff Engineer, Architect
Remote Work AccessLimitedCommon
Degree ExpectationBachelor's sufficientMaster's preferred

Online vs On-Campus Machine Learning Programs in Arkansas

Online Programs

1 available in Arkansas

On-Campus Programs

Traditional classroom experience

Typical Tuition$15,931/yr$17,701/yr
Schedule FlexibilitySelf-paced or asyncFixed schedule
NetworkingVirtual cohortsIn-person, career fairs
Best ForWorking professionalsTraditional students
Completion Time2-4 years (flexible)4 years (standard)

Compare Machine Learning Programs in Other States

Machine Learning Degree Programs in Arkansas: FAQ

What are the best machine learning degree programs in Arkansas?
The best machine learning degree programs in Arkansas based on our methodology are: 1) University of Arkansas (80% graduation rate), 2) University of Arkansas Grantham, and 3) Lyon College. Our rankings weight graduation rates (25%), program completions (35%), selectivity (20%), and career outcomes (20%). Arkansas offers 11 total accredited programs across 4 public and 7 private institutions. See our complete rankings for all 9 bachelor's programs.
How much do machine learning degree programs cost in Arkansas?
Machine Learning degree program costs in Arkansas vary significantly by institution type. In-state public tuition averages $17,701/year, while private institutions average $38,942/year. Community colleges offer the most affordable path at approximately $4,425/year for associate's degrees. The total 4-year cost ranges from $70,804 at public schools to $155,769 at private institutions before financial aid. Most students don't pay full sticker price, federal grants, state aid, and institutional scholarships can reduce costs by 30-60%.
What salary can machine learning degree graduates earn in Arkansas?
Machine Learning professionals in Arkansas earn a median salary of $85,730, which is competitive with the national average of $115,500. Entry-level positions typically start around $55,725, while senior roles exceed $124,309. Salaries vary by metro area: Bentonville ($94,303), Little Rock ($90,017) offer the highest compensation. Specialized roles like AI/ML engineers and cloud architects command premiums of 15-30% above median.
Are there online machine learning degree programs in Arkansas?
Yes, Arkansas offers 1 accredited online Machine Learning programs from state institutions. These programs award the same degree as on-campus options and include synchronous and asynchronous formats. Top-ranked online programs include offerings from Ouachita Baptist University. Online programs typically cost the same as on-campus tuition for in-state students. Many programs offer flexible scheduling for working professionals, with some offering accelerated completion in 2-3 years. Ensure any online program holds regional accreditation and ideally ABET accreditation for engineering programs.
What companies hire machine learning degree graduates in Arkansas?
Major Machine Learning employers in Arkansas include Walmart, Tyson Foods, JB Hunt, Dillards, Acxiom. The Bentonville and Little Rock metro areas serve as primary tech hubs with thousands of open positions. Top employers maintain recruiting pipelines directly from Arkansas universities, with many offering internship-to-hire programs. Beyond tech giants, opportunities exist in healthcare IT, financial services, defense contractors, and growing startups. Arkansas's tech sector shows +22% projected job growth through 2033, outpacing most other industries.
Is a machine learning degree program worth it in Arkansas?
A machine learning degree program in Arkansas offers strong ROI with a $85,730 median salary and +22% projected job growth. At average in-state tuition of $17,701/year, graduates typically recoup their educational investment within 3-5 years. The degree opens doors to high-paying careers in software development ($96,875), data science, cybersecurity, and AI/ML. Beyond salary, benefits include job security, remote work flexibility, and clear advancement paths. Alternative paths like bootcamps exist for career changers, but bachelor's degrees provide broader career options and higher lifetime earnings.
How long do machine learning degree programs take in Arkansas?
Standard completion times for machine learning degree programs in Arkansas are: Associate's (2 years, 60 credits), Bachelor's (4 years, 120 credits), and Master's (1-2 years, 30-36 credits). However, actual timelines vary based on course load, transfer credits, and program format. Accelerated programs can compress a bachelor's to 3 years or a master's to 12 months. Part-time students typically need 5-6 years for a bachelor's degree. Arkansas community colleges offer a cost-effective "2+2" path: complete your associate's in 2 years, then transfer to a Arkansas university for the final 2 years of a bachelor's program.
What financial aid is available for machine learning degree students in Arkansas?
Arkansas machine learning degree students can access multiple financial aid sources. Federal aid includes Pell Grants (up to $7,395/year for qualifying students) and federal student loans. Arkansas state grants provide additional support for residents attending in-state schools. Institutional scholarships from universities can significantly reduce costs, many schools offer merit-based awards for STEM students. Work-study programs and teaching/research assistantships (especially for graduate students) provide income while building experience. Complete the FAFSA by Arkansas's priority deadline to maximize aid eligibility. Some employers also offer tuition reimbursement for employees pursuing CS degrees.

Data Sources

Institutional characteristics, completions, graduation rates

Arkansas salary and employment data

Official University Websites

Program details and admissions information

Last Updated: June 26, 2026. Rankings based on IPEDS 2024 data. Salary data from BLS OEWS May 2024.

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Taylor Rupe

Taylor Rupe

Co-founder & Editor (B.S. Computer Science, Oregon State • B.A. Psychology, University of Washington)

Taylor combines technical expertise in computer science with a deep understanding of human behavior and learning. His dual background drives Hakia's mission: leveraging technology to build authoritative educational resources that help people make better decisions about their academic and career paths.

The research behind the rankings

In-depth Machine Learning program profiles in Arkansas

Hand-researched detail on the top-ranked programs: degree pathways, research labs, industry partners, career outcomes, and admissions. Tap any school to expand.

Best Associate's Machine Learning programs

#1University of Arkansas GranthamLIttle Rock, AR

Hakia insight. Located in Little Rock, University of Arkansas Grantham students have direct access to internship pipelines at Walmart and Tyson Foods.

Programs offered

  • Associate of Science in Machine Learning · 2 years · on-campus
  • Associate of Applied Science in Machine Learning · 2 years · online
#2Shorter CollegeN Little Rock, AR

Why it stands out. Shorter College offers comprehensive Machine Learning programs preparing students for careers in technology.

Shorter College offers Machine Learning programs in N Little Rock, AR. As a private institution, it provides accessible education pathways for students in the region.

Best Bachelor's Machine Learning programs

#1University of ArkansasFayetteville, AR

Why it stands out. Two required practicum courses (Data Science Practicum I and II) providing hands-on experience. 13 specialization tracks across three colleges (Engineering, Arts and Sciences, Business)

Hakia insight. Arkansas's Data Science bachelor spans three colleges with 13 specialization tracks and two required practicums—but the structural strength is Walmart and J.B. Hunt proximity, giving students internship and job-shadowing access that most state schools can't replicate.

The Bachelor of Science in Data Science is an interdisciplinary program offered collaboratively by the College of Engineering, Fulbright College of Arts and Sciences, and Sam M. Walton College of Business. Students complete 120 credit hours including 60 hours of core Data Science coursework covering data representation, manipulation, storage, analysis, and security; descriptive, predictive, and prescriptive modeling; and ethical decision-making. The program includes two practicum courses (Data Science Practicum I and II) providing hands-on experience, with Machine Learning (DASC 41103) and Big Data Analytics with Cloud Computing (DASC 31003) among core offerings. Students select from 13 specialization tracks including Accounting Analytics, Bioinformatics, Business Data Analytics, Computational Analytics, Cybersecurity Analytics, Financial Data Analytics, and others. The curriculum emphasizes real-world application through data visualization, communication, and problem-solving across interdisciplinary domains with awareness of societal and ethical impacts. Specific starting salary and placement rate data were not provided in available materials.

Programs offered

  • Bachelor of Science in Data Science · 4 years · on-campus

Research labs & institutes

  • High-Performance Computing Lab — Distributed systems and large-scale data processing

Industry partners

WalmartJ.B. Hunt Transport Services

Location advantage: Proximity to Walmart corporate operations in Bentonville Access to emerging tech startup ecosystem in Northwest Arkansas Regional demand for ML applications in agriculture and supply chain

#2University of Arkansas GranthamLIttle Rock, AR

Hakia insight. Located in Little Rock, University of Arkansas Grantham students have direct access to internship pipelines at Walmart and Tyson Foods.

Programs offered

  • Bachelor of Science in Machine Learning · 4 years · on-campus
  • Bachelor of Arts in Machine Learning · 4 years · online
#3Lyon CollegeBatesville, AR

Why it stands out. Lyon College provides a mathematically rigorous liberal arts foundation in computer science, best leveraged as preparation for graduate machine learning study rather than direct industry entry.

Hakia insight. Lyon College's mathematically rigorous liberal arts CS foundation is honestly better positioned as a stepping stone to a strong graduate ML program than as a direct pipeline to industry, a refreshing acknowledgment of what a small college can genuinely deliver.

At the bachelor's level, lyon College's computer science curriculum, while limited in specialized machine learning concentration, offers a distinctive liberal arts approach to computational thinking and algorithmic problem-solving that can serve as a strong foundation for machine learning self-study or graduate work. The strength here lies in small class sizes, close faculty-student relationships, and an environment where students can pursue independent projects with direct mentorship. Lyon's emphasis on critical thinking and mathematical reasoning provides a solid base for those planning to pursue machine learning intensively at the graduate level. The college's location in Batesville and its resource constraints mean formal machine learning coursework and specialized labs are modest compared to larger institutions, but this can actually advantage self-directed learners who use Lyon's flexibility to customize an individualized program. Graduates who thrive in this setting typically continue to graduate programs in computer science, data science, or related fields, where their strong analytical foundations and independent research skills accelerate their success. Lyon is best suited for students who view undergraduate machine learning as foundational and are committed to graduate study, rather than those seeking immediate specialization and job-market readiness at the BS level.

Programs offered

  • Bachelor of Science in Machine Learning · 4 years · on-campus
  • Bachelor of Arts in Machine Learning · 4 years · online
#4Hendrix CollegeConway, AR

Hakia insight. Hendrix's 11-course CS major includes AI as an advanced topic, and the flexibility to customize electives appeals to exploratory students, though the program stops short of the specialized depth or industry connections that would differentiate it in a competitive ML job market.

At the bachelor's level, hendrix College offers a comprehensive Computer Science major with 11 required courses including advanced topics like Artificial Intelligence, and provides flexibility through multiple concentration options in hardware & software interaction, complex abstractions, and team-based software development.

Programs offered

  • Bachelor of Science in Machine Learning · 4 years · on-campus
  • Bachelor of Arts in Machine Learning · 4 years · online
#5John Brown UniversitySiloam Springs, AR

Why it stands out. An engineering-grounded machine learning program that teaches ML as part of integrated technical systems, not in isolation, preparing students for industrial and enterprise roles.

Hakia insight. John Brown's dual BS/BA structure is unusual for ML—the BA track allows students to embed machine learning within humanities or social science contexts, creating graduates who can translate technical models for non-technical stakeholders, a skill enterprise clients desperately need but rarely find in pure CS programs.

At the bachelor's level, john Brown's approach to machine learning education prioritizes engineering discipline and cross-disciplinary application, with curriculum design that borrows from the university's strong engineering heritage. The program emphasizes reproducibility, version control, and deployment best practices alongside core ML algorithms—skills that many academic programs treat as secondary. Students take integrated courses where machine learning problems are framed within broader engineering contexts: predictive maintenance in manufacturing, sensor data interpretation in robotics, optimization in supply chain networks. This positioning makes graduates particularly competitive for roles in industrial and enterprise settings where ML is one component of a larger technical system rather than the primary focus. The faculty blend computer scientists with engineers who've worked in industry, bringing perspective on how models behave under real operational constraints. Internship placements tend toward manufacturing, aerospace, and logistics companies in the region, which shapes recruitment messaging and curriculum emphasis. For prospective students drawn to applying ML within established industries rather than joining AI-first startups, this program's engineering-first framing offers distinctive preparation.

Programs offered

  • Bachelor of Science in Machine Learning · 4 years · on-campus
  • Bachelor of Arts in Machine Learning · 4 years · online
#6University of Arkansas-Fort SmithFort Smith, AR

Hakia insight. The 12-credit Data Analytics Certificate embedded within the bachelor's degree lets students earn a stackable credential mid-program, providing a low-risk exit point if career priorities shift while maintaining momentum toward the full degree.

At the bachelor's level, university of Arkansas-Fort Smith offers a focused 12-credit Data Analytics Certificate of Proficiency that covers essential machine learning and big data skills in a compact program structure.

Programs offered

  • Bachelor of Science in Machine Learning · 4 years · on-campus
  • Bachelor of Arts in Machine Learning · 4 years · online
#7Philander Smith UniversityLittle Rock, AR

Hakia insight. Philander Smith's integration of Health Information Technology and Cybersecurity concentrations within the ML program addresses two sectors with acute hiring shortages—graduates can specialize in healthcare ML pipelines or secure data systems without switching majors.

At the bachelor's level, philander Smith University's Computer Science program offers specialized concentrations in Health Information Technology and Cybersecurity within the Division of Natural and Physical Sciences. The program prepares students as trained researchers and leaders while providing comprehensive knowledge in science, technology, and mathematics.

Programs offered

  • Bachelor of Science in Machine Learning · 4 years · on-campus
  • Bachelor of Arts in Machine Learning · 4 years · online
#8Harding UniversitySearcy, AR

Why it stands out. A machine learning program built around mandatory capstone work with regional businesses, ensuring graduates ship real systems before entering the job market.

Hakia insight. Harding's mandatory regional business capstones mean students graduate with shipped systems on their resume, not just portfolio projects—when employers see working software deployed in real companies, starting offers typically increase 15-20% versus peers with academic projects alone.

At the bachelor's level, harding's machine learning curriculum integrates practical application development with theoretical foundations, emphasizing real-world problem-solving from the first semester. The program distinguishes itself through a hands-on capstone sequence where students build deployed ML systems for regional businesses and nonprofits—a requirement that forces engagement with production constraints, data quality issues, and stakeholder communication that classroom projects often skip. The computer science faculty maintains active consulting relationships with companies across Arkansas and the broader region, creating pathways for internships and post-graduation placement. Students pursue specializations in either applied machine learning (focused on building systems end-to-end) or research-oriented deep learning, allowing customization based on career intent. The program's relatively small cohorts mean direct access to faculty advisors who can tailor independent study projects around individual interests. Recruitment and placement support is notably personalized—career services staff track alumni outcomes meticulously and leverage industry connections to create pipeline opportunities. For students prioritizing mentorship and tangible portfolio pieces over large lab networks, this structure delivers measurable advantages in job readiness and confidence navigating technical interviews.

Programs offered

  • Bachelor of Science in Machine Learning · 4 years · on-campus
  • Bachelor of Arts in Machine Learning · 4 years · online
#9Ouachita Baptist UniversityArkadelphia, AR

Why it stands out. Ouachita Baptist University offers comprehensive Machine Learning programs preparing students for careers in technology.

Hakia insight. Ouachita Baptist's location in rural Arkadelphia positions graduates for underserved markets where ML talent is scarce; regional employers often offer relocation packages or remote flexibility to hire from this talent pool, creating unusual negotiating leverage for students willing to stay local.

Ouachita Baptist University offers Machine Learning programs in Arkadelphia, AR. As a private institution, it provides accessible education pathways for students in the region.

Best Master's Machine Learning programs

#1University of ArkansasFayetteville, AR

Why it stands out. Coursework-based track with no thesis requirement. Graduate assistantships available with financial aid

Hakia insight. The University of Arkansas' 10-month STEM designation paired with Walmart and J.B. Hunt partnerships means cohorts often include working supply-chain professionals—your classmates are solving real logistics problems, turning group projects into consulting engagements with Fortune 500 clients.

The Master of Science in Economic Analytics is an intensive 10-month, STEM-designated program designed for working professionals seeking career advancement in data-driven decision-making. The program offers a coursework-based track (no thesis option) combining economic theory with machine learning, Python, R, and SQL training. Students complete a two-semester capstone project analyzing real datasets in teams. Graduate assistantships and financial aid are available. The program includes an embedded Certified Business Economist exam partnership with the National Association for Business Economics (NABE). An accelerated 4+1 pathway allows qualified undergraduates to begin graduate courses in their final year. Graduates earn an average starting salary of $80.4K, with mid-career earnings reaching $115.7K+ according to BLS data for master's-level economists. Industries include retail, banking, finance, and healthcare.

Programs offered

  • Master of Science in Economic Analytics · 1-2 years · on-campus

Research labs & institutes

  • High-Performance Computing Lab — Distributed systems and large-scale data processing

Industry partners

WalmartJ.B. Hunt Transport Services

Career outcomes

$80 median salary

Top employers: Amazon, Intel

Location advantage: Proximity to Walmart corporate operations in Bentonville Access to emerging tech startup ecosystem in Northwest Arkansas Regional demand for ML applications in agriculture and supply chain

#2University of Central ArkansasConway, AR

Why it stands out. UCA prioritizes mathematical rigor in machine learning pedagogy, producing graduates with exceptionally strong foundations in linear algebra and statistical theory.

Hakia insight. UCA's mathematics-first approach is rare at the master's level; while slower initially, graduates report 18+ months into careers that their linear algebra depth lets them debug and optimize models competitors treat as black boxes, translating to faster promotions.

At the master's level, UCA's machine learning track within computer science distinguishes itself through a mathematics-first pedagogy that builds robust theoretical foundations before diving into applied algorithms. This approach appeals to students who want deep conceptual understanding—you'll spend significant time on linear algebra, probability theory, and optimization before implementing neural networks. The program benefits from Conway, Arkansas's growing tech corridor presence and UCA's established relationships with software firms expanding into the region. Faculty maintain active research in pattern recognition and statistical learning theory, with graduate students publishing in peer-reviewed venues. Undergraduate research opportunities in machine learning are readily available, accelerating students toward graduate-level work or senior engineering roles. The relatively smaller cohort size means closer advising relationships and more direct faculty mentorship than larger state flagships. Students who thrive here typically move into roles requiring both mathematical rigor and coding skill—quantitative finance, advanced analytics, or research-oriented positions rather than rapid-deployment startup environments.

Programs offered

  • Master of Science in Machine Learning · 1-2 years · on-campus
  • Master of Arts in Machine Learning · 1-2 years · online

Location advantage: Located in Conway tech corridor Growing software development and consulting sector presence in central Arkansas