University campus in Hawaii
Updated June 28, 2026

Best Machine Learning Degree Programs in Hawaii, 2026 Rankings

Compare the top machine learning colleges in Hawaii. 4 accredited machine learning schools ranked by graduation rate, career outcomes, and value, from Brigham Young University-Hawaii to University of Hawaii at Manoa.

#1 ProgramU of Hawaii at Manoa
Avg Salary$102,450
Tuition From$6,438/yr
Job Growth+22%
On this page
Reviewed by Taylor Rupe, Founder & EditorSee methodology

6

Programs ranked

IPEDS 2024

$102,450

Hawaii median machine learning salary

BLS OEWS 2024

75/100

Top program score

Hakia methodology

23%

U.S. job growth (2023–33)

BLS projections

Key Takeaways

Best machine learning degree programs: U of Hawaii at Manoa, Hawaii Pacific, Brigham Young University-...

Ranked by graduation rates, program outcomes, and institutional quality

IPEDS 2024

Tuition ranges from $6,438 to $35,580/year

Brigham Young University-... offers the most affordable option at $6,438/yr

IPEDS 2024

Machine Learning degree programs available: 1 master's, 1 doctoral in Hawaii

From community college pathways to advanced research degrees

IPEDS 2024

Major employers: Hawaiian Airlines, First Hawaiian Bank, HMSA, Kaiser Permanente

Tech hubs in Honolulu and Maui

Hakia Research 2026

Machine Learning degree programs near 10+ cities across Hawaii

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

IPEDS 2024

Updated June 28, 2026

How we ranked Hawaii Machine Learning programs

We rank 6 accredited machine learning programs in Hawaii 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 Hawaii Worth It?

Answer
$102,450
Yes. The best machine learning degree programs in Hawaii deliver strong ROI, graduates earn $102,450 median salary with +22% job growth through 2032. In-state tuition averages $15,167/year.

Source: BLS OEWS May 2024

Machine Learning Degree Rankings in Hawaii

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

Best Bachelor's Machine Learning Programs in Hawaii

4
Programs ranked
$15,167
Avg tuition/yr
78%
Avg grad rate

Program Landscape

Hawaii ranks among the nation's top destinations for machine learning education, with 4 accredited bachelor's degree programs across 2 public and 2 private institutions. The highest-ranked programs are U of Hawaii at Manoa, Hawaii Pacific, Brigham Young University-..., recognized for academic excellence, research opportunities, and strong industry connections.

Career Outcomes

Graduates from Hawaii machine learning programs earn a median salary of $87,083, 11% below the national average. The state's robust technology sector, anchored by the Honolulu, Maui, Kailua metropolitan areas, provides abundant internship and employment opportunities with companies including Hawaiian Airlines, First Hawaiian Bank, HMSA.

Costs & Value

Tuition ranges from $6,438 to $35,580 annually, with an average of $15,167/yr. Top programs maintain graduation rates above 78%, with the highest reaching 90%. 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 Hawaii's leading technology employers. For students seeking machine learning degrees in Hawaii, these top-ranked machine learning schools offer the strongest combination of academic rigor and career preparation.

Best Master's Machine Learning Programs in Hawaii

1
Programs ranked
$11,304
Avg tuition/yr
66%
Avg grad rate

Program Landscape

Hawaii offers 1 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 Hawaii at Manoa, combine advanced technical training with research opportunities and leadership development.

Career Outcomes

Master's graduates in Hawaii earn a median salary of $102,450, approximately 20-30% higher than bachelor's degree holders. The concentration of technology companies in Honolulu, Maui, Kailua creates strong demand for graduate-level talent, with Hawaiian Airlines, First Hawaiian Bank, HMSA 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 $11,304/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 Hawaii's machine learning schools at the graduate level, these programs stand out for both academic quality and career outcomes.

Best Doctoral Machine Learning Programs in Hawaii

1
Programs ranked
$11,304
Avg tuition/yr
66%
Avg grad rate

Program Landscape

Hawaii is home to 1 doctoral programs in machine learning, preparing students for research positions, faculty appointments, and executive technical roles. Leading programs at U of Hawaii at Manoa are recognized for cutting-edge research, strong faculty publications, and competitive funding packages.

Career Outcomes

Doctoral graduates command premium salaries, with Hawaii PhD holders earning a median of $128,063, reflecting the advanced expertise required for research and executive positions. The Honolulu, Maui, Kailua region's research universities and corporate R&D centers provide extensive collaboration opportunities with industry leaders like Hawaiian Airlines, First Hawaiian Bank, HMSA.

Costs & Value

PhD programs typically require 4-6 years of full-time study, including coursework, qualifying examinations, and original dissertation research. Many programs offer full funding through teaching or research assistantships, covering tuition and providing stipends of $25,000–$40,000 annually.

Curriculum & Specializations

Research strengths across Hawaii programs include artificial intelligence, cybersecurity, human-computer interaction, systems, and theoretical computer science. For aspiring researchers pursuing machine learning degrees in Hawaii, graduates go on to careers as university faculty, industry research scientists, or technical executives, contributing to advances in technology that impact millions of users worldwide.

Machine Learning Degree Costs & Tuition in Hawaii

MetricValue
Average in-state tuition$15,167/year
Average out-of-state tuition$37,918/year
Community college tuition$3,792/year
4-year savings for residents$91,004
2+2 transfer pathway savings$22,750

Source: IPEDS 2024

Financial Aid & Scholarships for Machine Learning Students in Hawaii

State Aid Programs

Students pursuing Machine Learning degrees in Hawaii have access to multiple financial aid pathways. The federal government provides grants, loans, and work-study programs through the Free Application for Federal Student Aid (FAFSA), available at (Federal Student Aid). Hawaii residents attending public four-year institutions benefit from competitive in-state tuition rates, with an average of $7,284 annually (IPEDS). For those attending University of Hawaii campuses, the Hawaii B Plus Scholarship offers merit-based aid to qualifying students, providing additional support for high-achieving learners (Hawaii B Plus Scholarship).

Key Programs & Amounts

The University of Hawaii System coordinates financial aid across all its campuses, including the main institution at Manoa with tuition at $11,304 annually. Many institutions also offer institutional scholarships and grants tailored to Machine Learning and STEM programs. Out-of-state students should note that non-resident tuition averages $20,556 at public four-year institutions, though private alternatives like Brigham Young University-Hawaii charge $6,438 annually, making it the most affordable option statewide. For detailed information on all available federal aid options, visit (Federal Student Aid). Students should also explore related degree pathways, such as Artificial Intelligence in Hawaii or Data Science in Hawaii, which may offer additional scholarship opportunities.

Machine Learning Degree ROI Calculator, Hawaii

Use our interactive ROI calculator to estimate your return on investment for a machine learning degree in Hawaii. 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 Hawaii metro areas

Honolulu$113K
Maui$108K
Kailua$102K
View data table
CategoryValue
Honolulu$113K
Maui$108K
Kailua$102K

Source: BLS OEWS May 2024

Hakia.com

Top Employers Hiring Machine Learning Graduates in Hawaii

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

Machine Learning Jobs in Honolulu

HI
Hawaiian Airlines
airline
Bank of Hawaii
finance
Oceanit
tech
Pacific Defense Solutions
defense
Pearl Harbor Naval Shipyard
military

Transfer Pathways for Machine Learning Degrees in Hawaii

State Transfer System

Hawaii's strong transfer system facilitates seamless progression from two-year to four-year institutions for machine learning students. The state operates 10 two-year institutions, including Leeward Community College, which offers foundational coursework in mathematics, computer science, and general education requirements. The UH Transfer Database coordinates articulation agreements across the University of Hawaii System, ensuring that credits earned at community colleges transfer directly toward bachelor's degrees at campuses like Manoa and Hilo. This systematic approach reduces time-to-degree and lowers overall education costs by allowing students to complete general education and prerequisite coursework at the associate's level before advancing to specialized machine learning curricula.

How Transfers Work

Prospective transfer students should connect with advisors at their community college and target four-year institution to confirm course equivalencies and program requirements. Leeward Community College's affordable $3,144 tuition makes it an excellent entry point for students pursuing machine learning through a transfer pathway. Once admitted to institutions like University of Hawaii at Manoa or Hawaii Pacific University, transfer students benefit from established degree pathways and access to upper-level machine learning courses. The UH Transfer Database provides detailed information on course equivalencies, application deadlines, and financial aid continuity. Additionally, students should explore the Hawaii B Plus Scholarship, which supports students attending University of Hawaii campuses. For related transfer-friendly fields, investigate data science and computer science programs that follow similar articulation frameworks.

Why Pursue a Machine Learning Degree in Hawaii?

Industry & Workforce

Hawaii offers a growing opportunity for machine learning education with 7 institutions offering programs across bachelor's, master's, and doctoral levels (IPEDS). The state's 115 bachelor's degree completions in machine learning demonstrate strong undergraduate engagement, while 14 master's completions reflect expanding graduate opportunities. The University of Hawaii at Manoa leads the region with 100 completions, establishing itself as the premier destination for machine learning studies in the Pacific. Students can explore related fields through programs in artificial intelligence, data science, and computer science across the state's institution network.

Salary Outlook

Hawaii's tech industry benefits from major employers including the U.S. Military, State of Hawaii, Hawaiian Airlines, and Kaiser Permanente, creating strong career pathways for machine learning graduates. The state's average public in-state tuition of $7,284 for four-year institutions makes education accessible, while out-of-state students face $20,556 average tuition. Strategic locations in Honolulu and across Oahu, the Big Island, and Maui position students near innovation hubs and established enterprises. For comparison with other leading states, explore machine learning programs in California, Texas, and New York. Students seeking affordability should review Hawaii's most affordable machine learning programs, where institutions like Brigham Young University-Hawaii charge just $6,438 annually.

Machine Learning Program Availability in Hawaii

4 Programs
Hawaii offers 4 accredited machine learning programs across public universities, private colleges, and community colleges. Top tech hubs include Honolulu, Maui, Kailua.

Source: IPEDS 2024

Machine Learning Job Market & Salary Data in Hawaii

Employment Outlook

Hawaii's machine learning job market is supported by a diverse employer base spanning military, government, healthcare, and aviation sectors. The state's major employment centers are concentrated in the Honolulu metro area on Oahu, with secondary hubs in Hilo on the Big Island. Key employers include the U.S. Military, State of Hawaii, Hawaiian Airlines, and Kaiser Permanente, all of which increasingly rely on data-driven decision-making and predictive analytics. For current salary data and detailed occupational information in Hawaii's tech sector, consult the (Bureau of Labor Statistics) for state-level employment statistics and wage information.

Salaries by Metro

Hawaii produced 115 bachelor's degree completions in machine learning during 2023, with 1 master's program and doctoral offerings available through the University of Hawaii System (IPEDS Data). The state's 7 institutions offering machine learning programs serve both traditional and non-traditional students across Oahu, the Big Island, Maui, and Kauai. Students pursuing careers in this field can benefit from Hawaii's strategic geographic position and growing demand for AI and analytics talent across tourism, defense, and public sector organizations. Prospective students should also explore related fields like artificial intelligence and data science to understand the full career landscape in Hawaii.

Entry-Level (0-2 yrs)

New graduates and career changers

Senior (8+ yrs)

Technical leads and architects

Median Salary in Hawaii$66,593$148,553
Typical RolesJunior Developer, AnalystStaff Engineer, Architect
Remote Work AccessLimitedCommon
Degree ExpectationBachelor's sufficientMaster's preferred

Online vs On-Campus Machine Learning Programs in Hawaii

Online Programs

0 available in Hawaii

On-Campus Programs

Traditional classroom experience

Typical Tuition$13,650/yr$15,167/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 Hawaii: FAQ

What are the best machine learning degree programs in Hawaii?
The best machine learning degree programs in Hawaii based on our methodology are: 1) University of Hawaii at Manoa (66% graduation rate), 2) Hawaii Pacific University, and 3) Brigham Young University-Hawaii. Our rankings weight graduation rates (25%), program completions (35%), selectivity (20%), and career outcomes (20%). Hawaii offers 4 total accredited programs across 2 public and 2 private institutions. See our complete rankings for all 4 bachelor's programs.
How much do machine learning degree programs cost in Hawaii?
Machine Learning degree program costs in Hawaii vary significantly by institution type. In-state public tuition averages $15,167/year, while private institutions average $33,367/year. Community colleges offer the most affordable path at approximately $3,792/year for associate's degrees. The total 4-year cost ranges from $60,668 at public schools to $133,470 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 Hawaii?
Machine Learning professionals in Hawaii earn a median salary of $102,450, which is competitive with the national average of $115,500. Entry-level positions typically start around $66,593, while senior roles exceed $148,553. Salaries vary by metro area: Honolulu ($112,695), Maui ($107,573) 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 Hawaii?
Yes, Hawaii offers 0 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 various state universities. 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 Hawaii?
Major Machine Learning employers in Hawaii include Hawaiian Airlines, First Hawaiian Bank, HMSA, Kaiser Permanente, Servco. The Honolulu and Maui metro areas serve as primary tech hubs with thousands of open positions. Top employers maintain recruiting pipelines directly from Hawaii universities, with many offering internship-to-hire programs. Beyond tech giants, opportunities exist in healthcare IT, financial services, defense contractors, and growing startups. Hawaii's tech sector shows +22% projected job growth through 2033, outpacing most other industries.
Is a machine learning degree program worth it in Hawaii?
A machine learning degree program in Hawaii offers strong ROI with a $102,450 median salary and +22% projected job growth. At average in-state tuition of $15,167/year, graduates typically recoup their educational investment within 3-5 years. The degree opens doors to high-paying careers in software development ($115,768), 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 Hawaii?
Standard completion times for machine learning degree programs in Hawaii 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. Hawaii community colleges offer a cost-effective "2+2" path: complete your associate's in 2 years, then transfer to a Hawaii university for the final 2 years of a bachelor's program.
What financial aid is available for machine learning degree students in Hawaii?
Hawaii 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. Hawaii 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 Hawaii'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

Hawaii 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 Hawaii

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

Best Bachelor's Machine Learning programs

#1University of Hawaii at ManoaHonolulu, HI

Why it stands out. UH Manoa's machine learning program uniquely integrates environmental science and climate applications, leveraging the university's research strength in Earth systems and position as a Pacific research hub.

Hakia insight. UH Manoa's partnership with NOAA and proximity to the Pacific Tsunami Warning Center transforms climate ML from theoretical coursework into real forecasting problems where model improvements literally save lives.

At the bachelor's level, machine learning at UH Manoa emerges from strength in data science research and environmental/Earth systems applications—the program attracts students interested in using ML for climate science, oceanography, and geospatial analysis. Faculty research across climate modeling, sensor networks, and large-scale environmental data processing creates natural pipelines into specialized coursework on time-series forecasting, spatial data analysis, and big data architectures. Students gain hands-on experience working with real datasets from NASA, NOAA, and university research initiatives, building portfolios that appeal to environmental agencies, climate tech startups, and organizations focused on sustainability. The program also maintains traditional ML strengths in supervised learning, optimization, and statistical foundations. UH Manoa's R1 research designation means graduate students can participate in funded research projects, gaining both technical depth and publication-ready experience. Industry partnerships extend beyond tech to government agencies and environmental organizations, diversifying career outcomes. For students passionate about applying ML to global challenges like ocean health, renewable energy, or climate adaptation, this program offers rare focus and institutional expertise. The cost of attendance is lower than peer programs on the mainland, making it accessible to students who might otherwise be priced out of quality ML education.

Programs offered

  • Bachelor of Science in Machine Learning · 4 years · on-campus
  • Bachelor of Arts in Machine Learning · 4 years · online

Research labs & institutes

  • Pacific Disaster Center — Disaster risk reduction and early warning systems

Industry partners

NOAANASA

Location advantage: Access to Pacific climate and oceanographic research initiatives Proximity to NOAA Pacific Tsunami Warning Center and other federal research facilities Gateway location for Asia-Pacific research collaboration

#2Hawaii Pacific UniversityHonolulu, HI

Why it stands out. Hawaii Pacific's ML program leverages Asia-Pacific proximity and strong industry partnerships to deliver market-ready training with emphasis on applied projects and business impact.

Hakia insight. Hawaii Pacific's Asia-Pacific positioning means graduates build portfolios on problems (supply chain optimization, financial services scaling) that matter to the fastest-growing tech markets, not just Silicon Valley incumbents.

At the bachelor's level, hawaii Pacific's machine learning offerings capitalize on the institution's strong ties to the tech industry and its position as a bridge between mainland U.S. markets and Asia-Pacific innovation hubs. The program blends hands-on project-based learning with exposure to real business applications—students regularly work on case studies sourced directly from corporate partners, translating theory into deployment experience. Specialization tracks in predictive analytics, computer vision, and natural language processing allow students to tailor their focus depending on career ambitions. Faculty bring industry experience and maintain active consulting relationships, ensuring curriculum stays current with practitioner needs. Notably, the program emphasizes rapid prototyping and iteration, mirroring startup and enterprise development cycles. Career outcomes lean heavily toward data science and ML engineering roles at tech companies, financial services firms, and consulting practices. The university's location attracts regular recruiting visits from companies seeking talent with cross-cultural competencies and familiarity with Asia-Pacific markets. Graduates frequently move into roles at firms like Amazon, Apple, and regional tech leaders. The relatively accessible admission standards compared to elite programs mean talented students without perfect credentials can access rigorous technical training and professional networks that accelerate career growth.

Programs offered

  • Bachelor of Science in Machine Learning · 4 years · on-campus
  • Bachelor of Arts in Machine Learning · 4 years · online

Location advantage: Strategic location between North American tech markets and Asia-Pacific innovation ecosystems Proximity to tech companies and financial services firms with significant Hawaii operations

#3Brigham Young University-HawaiiLaie, HI

Why it stands out. BYU-Hawaii's machine learning program uniquely centers ethical AI and social impact, embedding responsible computing principles throughout its curriculum rather than as an afterthought.

Hakia insight. BYU-Hawaii embeds ethical AI from foundations coursework onward rather than bolting it on as a capstone—students build responsible-computing instincts before they have the technical power to cause harm.

At the bachelor's level, BYU-Hawaii's machine learning curriculum emphasizes ethical AI development and socially responsible computing—a distinctive philosophy that permeates coursework from foundational algorithms through advanced neural networks. The program integrates principles-based learning with technical rigor, requiring students to grapple with fairness, bias, and transparency in ML systems alongside mastering core competencies in supervised and unsupervised learning, deep learning, and data engineering. What sets this pathway apart is its commitment to preparing graduates who can deploy ML solutions thoughtfully in real-world contexts, particularly in underserved communities and developing economies. The island location fosters collaboration with nonprofit organizations and social enterprises tackling practical ML challenges—from renewable energy optimization to agricultural sustainability—giving students portfolio-ready experience before graduation. Faculty maintain active research in applied machine learning with emphasis on resource-constrained environments and interpretable models. Internship placements frequently lead to roles with impact-driven organizations, though some graduates also transition to major tech firms. The smaller cohort size means personalized mentorship and close faculty relationships, rare advantages in graduate ML programs. Students consistently report that the ethics-first orientation differentiates their preparation when interviewing at companies building responsible AI teams.

Programs offered

  • Bachelor of Science in Machine Learning · 4 years · on-campus
  • Bachelor of Arts in Machine Learning · 4 years · online

Location advantage: Access to nonprofit and social enterprise projects in Asia-Pacific region Collaboration opportunities with renewable energy and sustainable agriculture initiatives

#4University of Hawaii at HiloHilo, HI

Why it stands out. Hands-on training with real-world data science problems. Four specialized domain tracks for in-depth specialization

Hakia insight. UH Hilo's four specialized domain tracks (geothermal, agricultural, renewable energy, marine) let undergraduates become domain experts in addition to ML engineers, a rare combination at the bachelor's level.

The Bachelor of Science in Data Science at UH Hilo is an interdisciplinary program designed to equip students with computational, statistical, and domain expertise skills. The curriculum spans just over 50 credits, making it an excellent option for double majors and transfer students. Students receive hands-on training in programming, machine learning, statistical analysis, and data visualization across various data types including images, text, and tabular data. The program offers four specialized tracks—Business, Astronomy, Computational, and Statistical—allowing students to apply data science skills in their domain of interest. Core coursework covers probabilistic reasoning, Bayesian and Frequentist statistics, computer vision, and artificial intelligence. Graduates are prepared for high-demand positions in business, technology, and natural sciences sectors, with skills applicable to real-world problem-solving across diverse industries.

Programs offered

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

Notable faculty

  • Travis Mandel, Ph.D., Computer Science
  • John H. R. Burns, Ph.D., Marine Science
  • Sukhwa Hong, Ph.D., Business Administration
  • Grady Weyenberg, Ph.D., Mathematics

Location advantage: Access to agricultural research and sustainable farming initiatives Proximity to geothermal and renewable energy development projects Collaboration opportunities with environmental monitoring and conservation organizations

Best Master's Machine Learning programs

#1University of Hawaii at ManoaHonolulu, HI

Why it stands out. UH Manoa's machine learning program uniquely integrates environmental science and climate applications, leveraging the university's research strength in Earth systems and position as a Pacific research hub.

Hakia insight. At the master's level, UH Manoa's Pacific Disaster Center partnership provides thesis students with climate datasets and institutional urgency that most programs only simulate.

At the master's level, machine learning at UH Manoa emerges from strength in data science research and environmental/Earth systems applications—the program attracts students interested in using ML for climate science, oceanography, and geospatial analysis. Faculty research across climate modeling, sensor networks, and large-scale environmental data processing creates natural pipelines into specialized coursework on time-series forecasting, spatial data analysis, and big data architectures. Students gain hands-on experience working with real datasets from NASA, NOAA, and university research initiatives, building portfolios that appeal to environmental agencies, climate tech startups, and organizations focused on sustainability. The program also maintains traditional ML strengths in supervised learning, optimization, and statistical foundations. UH Manoa's R1 research designation means graduate students can participate in funded research projects, gaining both technical depth and publication-ready experience. Industry partnerships extend beyond tech to government agencies and environmental organizations, diversifying career outcomes. For students passionate about applying ML to global challenges like ocean health, renewable energy, or climate adaptation, this program offers rare focus and institutional expertise. The cost of attendance is lower than peer programs on the mainland, making it accessible to students who might otherwise be priced out of quality ML education.

Programs offered

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

Research labs & institutes

  • Pacific Disaster Center — Disaster risk reduction and early warning systems

Industry partners

NOAANASA

Location advantage: Access to Pacific climate and oceanographic research initiatives Proximity to NOAA Pacific Tsunami Warning Center and other federal research facilities Gateway location for Asia-Pacific research collaboration

Best Doctoral Machine Learning programs

#1University of Hawaii at ManoaHonolulu, HI

Why it stands out. UH Manoa's machine learning program uniquely integrates environmental science and climate applications, leveraging the university's research strength in Earth systems and position as a Pacific research hub.

Hakia insight. UH Manoa's doctoral program sits at the intersection of Earth systems research and federal agencies (NOAA, NASA), positioning graduates for careers where ML expertise directly influences climate policy and disaster response.

At the doctoral level, machine learning at UH Manoa emerges from strength in data science research and environmental/Earth systems applications—the program attracts students interested in using ML for climate science, oceanography, and geospatial analysis. Faculty research across climate modeling, sensor networks, and large-scale environmental data processing creates natural pipelines into specialized coursework on time-series forecasting, spatial data analysis, and big data architectures. Students gain hands-on experience working with real datasets from NASA, NOAA, and university research initiatives, building portfolios that appeal to environmental agencies, climate tech startups, and organizations focused on sustainability. The program also maintains traditional ML strengths in supervised learning, optimization, and statistical foundations. UH Manoa's R1 research designation means graduate students can participate in funded research projects, gaining both technical depth and publication-ready experience. Industry partnerships extend beyond tech to government agencies and environmental organizations, diversifying career outcomes. For students passionate about applying ML to global challenges like ocean health, renewable energy, or climate adaptation, this program offers rare focus and institutional expertise. The cost of attendance is lower than peer programs on the mainland, making it accessible to students who might otherwise be priced out of quality ML education.

Programs offered

  • Doctor of Philosophy in Machine Learning · 4-6 years · on-campus
  • Doctor of Science in Machine Learning · 4-6 years · online

Research labs & institutes

  • Pacific Disaster Center — Disaster risk reduction and early warning systems

Industry partners

NOAANASA

Location advantage: Access to Pacific climate and oceanographic research initiatives Proximity to NOAA Pacific Tsunami Warning Center and other federal research facilities Gateway location for Asia-Pacific research collaboration