- 1.Hakia's analysis of the best machine learning associate's degree programs reveals that associate's degree in machine learning costs 60-70% less than bachelor's programs—average $2,200/year at community colleges vs $12,000 at 4-year universities.
- 2.Our top-ranked associate's programs are Northern Virginia Community College, Santa Monica College, Green River College—selected for transfer agreements and job placement rates.
- 3.33% of associate's graduates transfer to bachelor's programs, often with guaranteed admission to state universities.
- 4.Entry-level machine learning technician positions start at $52,500 median salary (BLS, 2024).
- 5.Complete in 2 years full-time, or 3-4 years part-time while working—many programs offer evening and weekend classes.
Source: An associate's degree in machine learning is worth it for students seeking affordable entry into tech careers. At ~$3,500/year (vs $40,000+ for bachelor's), you can enter the workforce in 2 years or transfer to a 4-year university with completed prerequisites. Entry-level technician roles start at $45,500.
Why Choose an Associate's Degree in Machine Learning?
An associate's degree in machine learning offers a cost-effective pathway into technology careers. According to the Bureau of Labor Statistics, Computer and Information Research Scientists earn a median salary of $136,620 annually, with entry-level positions starting around $75,000.
Key Benefits of the 2-Year Path
- Lower cost: Average $3,500-4,000/year at community colleges vs $11,000+ at 4-year schools (AACC)
- Strong job outlook: 20% projected growth from 2024-2034 (BLS)
- Large job market: 35,800 positions nationwide in this field
- Transfer-friendly: Credits typically transfer to bachelor's programs at state universities
- Flexible scheduling: Evening, weekend, and online options for working adults
- Hands-on focus: Practical skills emphasized over theoretical coursework
Salary potential: Entry-level machine learning positions start at $75,000, with experienced professionals earning up to $208,000+ (BLS OEWS, 2024).
Who succeeds with an associate's: Students seeking quick entry to tech careers, working adults balancing jobs and education, career changers looking for an affordable credential, and those planning to transfer to bachelor's programs.
Best Machine Learning Associate's Programs - Top 10
Northern Virginia Community College
NOVA is Virginia's largest community college with a direct transfer pathway to George Mason University through the ADVANCE program, which guarantees admission for qualifying students.
Northern Virginia Community College Associate's Machine Learning & Data Science Program Overview
Hakia ranks Northern Virginia Community College as the #1 associate's in machine learning & data science degree program.
Northern Virginia Community College's associate's Machine Learning & Data Science program offers an affordable entry into the field at just $5,550 per year. This two-year program can serve as a stepping stone to a bachelor's degree or direct entry into the workforce. Multiple campus locations including Alexandria, Annandale, Loudoun, Manassas, and Woodbridge
Hakia Insight: Through ties with CompTIA and Microsoft, Northern Virginia Community College bridges the gap between academic training and industry practice.
Program Pathway
Complete your associate's degree and transfer credits toward a bachelor's program, or enter the workforce directly with foundational skills.
Degree Programs
Location Advantages
- •Multiple campus locations including Alexandria, Annandale, Loudoun, Manassas, and Woodbridge
- •Access to Northern Virginia's technology job market
- •State-of-the-art Fab Lab at Manassas campus
Industry Partners
Career Outcomes
Federal contractors, DC area tech companies
Admissions
Santa Monica College
SMC is one of California's top transfer community colleges with guaranteed ADT transfer to CSU campuses and strong UC transfer rates.
Santa Monica College Associate's Machine Learning & Data Science Program Overview
Hakia ranks Santa Monica College as the #2 associate's in machine learning & data science degree program.
Santa Monica College's associate's Machine Learning & Data Science program offers an affordable entry into the field at just $1,104 per year. This two-year program can serve as a stepping stone to a bachelor's degree or direct entry into the workforce. Silicon Beach location
Hakia Insight: Silicon Beach location
Program Pathway
Complete your associate's degree and transfer credits toward a bachelor's program, or enter the workforce directly with foundational skills.
Degree Programs
Location Advantages
- •Silicon Beach location
- •Close to LA tech industry
Industry Partners
Career Outcomes
LA area tech companies, Entertainment industry
Certifications & Designations
Admissions
Green River College
Green River is one of Washington's top transfer community colleges, nationally known for math and science preparation.
Green River College Associate's Machine Learning & Data Science Program Overview
Hakia ranks Green River College as the #3 associate's in machine learning & data science degree program.
Green River College's associate's Machine Learning & Data Science program offers an affordable entry into the field at just $4,074 per year. This two-year program can serve as a stepping stone to a bachelor's degree or direct entry into the workforce. Multiple campus locations including Auburn, Enumclaw, Kent, and Main Campus
Hakia Insight: Multiple campus locations including Auburn, Enumclaw, Kent, and Main Campus
Program Pathway
Complete your associate's degree and transfer credits toward a bachelor's program, or enter the workforce directly with foundational skills.
Degree Programs
Location Advantages
- •Multiple campus locations including Auburn, Enumclaw, Kent, and Main Campus
- •Cyber Security Center and Small Business Center on campus
- •Business and industry training partnerships
Industry Partners
Career Outcomes
Admissions
De Anza College
De Anza College is a public institution known for machine learning education with strong transfer pathways.
De Anza College Associate's Machine Learning & Data Science Program Overview
Hakia ranks De Anza College as the #4 associate's in machine learning & data science degree program.
De Anza College's associate's Machine Learning & Data Science program offers an affordable entry into the field at just $1,395 per year. This two-year program can serve as a stepping stone to a bachelor's degree or direct entry into the workforce. Cupertino, CA location
Hakia Insight: Cupertino, CA location
Program Pathway
Complete your associate's degree and transfer credits toward a bachelor's program, or enter the workforce directly with foundational skills.
Degree Programs
Location Advantages
- •Cupertino, CA location
Career Outcomes
Admissions
Weber State University
Weber State offers ABET-accredited CS degrees with strong industry partnerships and career placement support.
Weber State University Associate's Machine Learning & Data Science Program Overview
Hakia ranks Weber State University as the #5 associate's in machine learning & data science degree program.
Weber State University's associate's Machine Learning & Data Science program offers an affordable entry into the field at just $5,471 per year. This two-year program can serve as a stepping stone to a bachelor's degree or direct entry into the workforce. Utah tech corridor
Hakia Insight: Through ties with Hill Air Force Base and Autoliv, Weber State University bridges the gap between academic training and industry practice.
Program Pathway
Complete your associate's degree and transfer credits toward a bachelor's program, or enter the workforce directly with foundational skills.
Degree Programs
Location Advantages
- •Utah tech corridor
- •Growing tech ecosystem
Industry Partners
Career Outcomes
Utah tech companies
Admissions
MiraCosta College
MiraCosta is located in San Diego County and has produced successful transfer students to UC Berkeley and other top universities.
MiraCosta College Associate's Machine Learning & Data Science Program Overview
Hakia ranks MiraCosta College as the #6 associate's in machine learning & data science degree program.
MiraCosta College's associate's Machine Learning & Data Science program offers an affordable entry into the field at just $1,104 per year. This two-year program can serve as a stepping stone to a bachelor's degree or direct entry into the workforce. San Diego County location
Hakia Insight: San Diego County location
Program Pathway
Complete your associate's degree and transfer credits toward a bachelor's program, or enter the workforce directly with foundational skills.
Degree Programs
Location Advantages
- •San Diego County location
- •Access to biotech and defense industries
Industry Partners
Career Outcomes
San Diego tech sector, Defense contractors
Admissions
Houston Community College
HCC serves the Greater Houston metro area, one of the largest tech employment markets in Texas with strong energy sector tech demand.
Houston Community College Associate's Machine Learning & Data Science Program Overview
Hakia ranks Houston Community College as the #7 associate's in machine learning & data science degree program.
Houston Community College's associate's Machine Learning & Data Science program offers an affordable entry into the field at just $2,904 per year. This two-year program can serve as a stepping stone to a bachelor's degree or direct entry into the workforce. Houston tech hub
Hakia Insight: Houston Community College's direct partnerships with Houston energy companies and NASA give students a competitive edge through industry-embedded projects and recruiting pipelines.
Program Pathway
Complete your associate's degree and transfer credits toward a bachelor's program, or enter the workforce directly with foundational skills.
Degree Programs
Location Advantages
- •Houston tech hub
- •Energy industry technology jobs
- •NASA Johnson Space Center
Industry Partners
Career Outcomes
Energy sector, NASA, Houston tech companies
Admissions
Tacoma Community College
TCC offers affordable CS education at 1/3 the cost of state universities with direct transfer agreements to Washington universities.
Tacoma Community College Associate's Machine Learning & Data Science Program Overview
Hakia ranks Tacoma Community College as the #8 associate's in machine learning & data science degree program.
Tacoma Community College's associate's Machine Learning & Data Science program offers an affordable entry into the field at just $4,477 per year. This two-year program can serve as a stepping stone to a bachelor's degree or direct entry into the workforce. Tacoma location
Program Pathway
Complete your associate's degree and transfer credits toward a bachelor's program, or enter the workforce directly with foundational skills.
Degree Programs
Location Advantages
- •Tacoma location
- •Access to Seattle tech market
Industry Partners
Career Outcomes
Seattle/Tacoma tech companies
Admissions
Edmonds College
Edmonds College is a public institution known for machine learning education with strong transfer pathways.
Edmonds College Associate's Machine Learning & Data Science Program Overview
Hakia ranks Edmonds College as the #9 associate's in machine learning & data science degree program.
Edmonds College's associate's Machine Learning & Data Science program offers an affordable entry into the field at just $4,073 per year. This two-year program can serve as a stepping stone to a bachelor's degree or direct entry into the workforce. Serving Seattle and Washington State area
Hakia Insight: Edmonds College's direct partnerships with Amazon Web Services and Microsoft Azure give students a competitive edge through industry-embedded projects and recruiting pipelines.
Program Pathway
Complete your associate's degree and transfer credits toward a bachelor's program, or enter the workforce directly with foundational skills.
Degree Programs
Location Advantages
- •Serving Seattle and Washington State area
- •Access to major tech hub opportunities
Industry Partners
Career Outcomes
Admissions
CUNY Borough of Manhattan Community College
BMCC is ranked #1 for Computer Science Associate Degrees in New York (Niche 2023) and offers seamless transfer within the CUNY system.
CUNY Borough of Manhattan Community College Associate's Machine Learning & Data Science Program Overview
Hakia ranks CUNY Borough of Manhattan Community College as the #10 associate's in machine learning & data science degree program.
CUNY Borough of Manhattan Community College's associate's Machine Learning & Data Science program offers an affordable entry into the field at just $4,800 per year. This two-year program can serve as a stepping stone to a bachelor's degree or direct entry into the workforce. Manhattan location
Hakia Insight: Students at CUNY Borough of Manhattan Community College benefit from active collaborations with NYC tech companies and Wall Street firms, connecting classroom learning to the workforce.
Program Pathway
Complete your associate's degree and transfer credits toward a bachelor's program, or enter the workforce directly with foundational skills.
Degree Programs
Location Advantages
- •Manhattan location
- •Access to NYC tech and finance industries
Industry Partners
Career Outcomes
NYC tech startups, Financial services
Admissions
Best Machine Learning Associate's Programs - Top 10 — Complete Program Data
#1. Northern Virginia Community College Associate's Machine Learning & Data Science Program
Hakia ranks Northern Virginia Community College as the #1 associate's in machine learning & data science degree program. Location: Annandale, VA | Type: Public | Tuition: $5,550/year | Score: 100.0
What makes Northern Virginia Community College stand out: NOVA is Virginia's largest community college with a direct transfer pathway to George Mason University through the ADVANCE program, which guarantees admission for qualifying students.
Hakia Insight: Through ties with CompTIA and Microsoft, Northern Virginia Community College bridges the gap between academic training and industry practice.
Program Overview: Northern Virginia Community College (NOVA) offers an Associate of Science in machine learning designed primarily for students who wish to transfer to a four-year college or university. The program prepares students for success in bachelor's degree programs or entry-level programmer positions. NOVA's ADVANCE transfer partnership with George Mason University provides a guaranteed pathway for Machine Learning students to complete their bachelor's degree, with students saving money at NOVA before seamlessly transferring to Mason.
Degree Programs: Associate of Science in Machine Learning (2 years)
Industry Partners: CompTIA, Microsoft, Google
Career Outcomes: | Top Employers: Federal contractors, DC area tech companies
Admissions: GPA: 2.5 minimum for ADVANCE program
#2. Santa Monica College Associate's Machine Learning & Data Science Program
Hakia ranks Santa Monica College as the #2 associate's in machine learning & data science degree program. Location: Santa Monica, CA | Type: Public | Tuition: $1,104/year | Graduation Rate: 95% | Score: 98.3
What makes Santa Monica College stand out: SMC is one of California's top transfer community colleges with guaranteed ADT transfer to CSU campuses and strong UC transfer rates.
Hakia Insight: Silicon Beach location
Program Overview: Santa Monica College's Associate in Science in machine learning prepares students for transfer to four-year universities through California's ADT (Associate Degree for Transfer) program. The curriculum covers core machine learning topics including programming, data structures, database theory, operating systems, and computer hardware. Students can also earn certificates in Cloud Computing, Cybersecurity, and Entry Level Programmer.
Degree Programs: Associate in Science - Computer Science (2 years); Associate in Science - Computer Programming (2 years); Associate in Science - Cloud Computing (2 years); Associate in Science - Database Applications Developer (2 years); Associate in Science - Web Developer (2 years); Certificate of Achievement - Data Science; Certificate of Achievement - Data Analyst
Industry Partners: Silicon Beach tech companies
Career Outcomes: | Top Employers: LA area tech companies, Entertainment industry
Admissions: GPA: 2.0 minimum for degree
Accreditations: Cloud Computing Certificate, Cybersecurity Certificate
#3. Green River College Associate's Machine Learning & Data Science Program
Hakia ranks Green River College as the #3 associate's in machine learning & data science degree program. Location: Auburn, WA | Type: Public | Tuition: $4,074/year | Graduation Rate: 99% | Score: 95.1
What makes Green River College stand out: Green River is one of Washington's top transfer community colleges, nationally known for math and science preparation.
Hakia Insight: Multiple campus locations including Auburn, Enumclaw, Kent, and Main Campus
Program Overview: Green River College offers an Associate in machine learning (ACS-DTA/MRP) designed for students preparing to transfer to machine learning programs at Washington universities. Students can complete their degree in as little as six quarters full-time. GRC also offers Bachelor of Applied Science degrees in Software Development and Cybersecurity & Networking for students who want to continue at the college.
Degree Programs: Associate in Machine Learning DTA/MRP (6 quarters); BAS in Software Development (2 additional years)
Industry Partners: Seattle area tech companies
Career Outcomes:
Admissions:
#4. De Anza College Associate's Machine Learning & Data Science Program
Hakia ranks De Anza College as the #4 associate's in machine learning & data science degree program. Location: Cupertino, CA | Type: Public | Tuition: $1,395/year | Score: 93.9
What makes De Anza College stand out: De Anza College is a public institution known for machine learning education with strong transfer pathways.
Hakia Insight: Cupertino, CA location
Program Overview: De Anza College offers an associate degree program in machine learning designed for students seeking entry into the machine learning field or transfer to a four-year university. Located in Cupertino, CA, the program provides foundational skills in machine learning with opportunities for hands-on learning and industry connections.
Degree Programs: Associate Degree in Machine Learning (2 years)
Career Outcomes:
Admissions:
#5. Weber State University Associate's Machine Learning & Data Science Program
Hakia ranks Weber State University as the #5 associate's in machine learning & data science degree program. Location: Ogden, UT | Type: Public | Tuition: $5,471/year | Graduation Rate: 92% | Score: 93.7
What makes Weber State University stand out: Weber State offers ABET-accredited CS degrees with strong industry partnerships and career placement support.
Hakia Insight: Through ties with Hill Air Force Base and Autoliv, Weber State University bridges the gap between academic training and industry practice.
Program Overview: Weber State University offers an ABET-accredited Associate of Applied Science in machine learning that can be completed in just over a year through their open-entry program. The program offers flexible learning modalities including face-to-face, online, hybrid, and FLEX options. Weber State works closely with industry partners to secure jobs for students and provides career counseling with resume help and mock interviews.
Degree Programs: Associate of Applied Science in Machine Learning (1+ years); BS in Machine Learning (2 additional years)
Industry Partners: Hill Air Force Base, Autoliv, Various Northern Utah tech startups
Career Outcomes: | Top Employers: Utah tech companies
Admissions:
#6. MiraCosta College Associate's Machine Learning & Data Science Program
Hakia ranks MiraCosta College as the #6 associate's in machine learning & data science degree program. Location: Oceanside, CA | Type: Public | Tuition: $1,104/year | Graduation Rate: 94% | Score: 93.6
What makes MiraCosta College stand out: MiraCosta is located in San Diego County and has produced successful transfer students to UC Berkeley and other top universities.
Hakia Insight: San Diego County location
Program Overview: MiraCosta College in Oceanside, California offers an Associate Degree for Transfer (ADT) in machine learning that prepares students for seamless transfer to California State University campuses. Students learn programming fundamentals, data structures, and computer architecture while completing calculus and discrete mathematics requirements. Graduates are prepared for careers as software engineers, data scientists, and systems analysts.
Degree Programs: Associate in Science for Transfer - Machine Learning (2 years)
Industry Partners: San Diego tech companies
Career Outcomes: | Top Employers: San Diego tech sector, Defense contractors
Admissions: GPA: 2.0 minimum
#7. Houston Community College Associate's Machine Learning & Data Science Program
Hakia ranks Houston Community College as the #7 associate's in machine learning & data science degree program. Location: Houston, TX | Type: Public | Tuition: $2,904/year | Graduation Rate: 86% | Score: 92.2
What makes Houston Community College stand out: HCC serves the Greater Houston metro area, one of the largest tech employment markets in Texas with strong energy sector tech demand.
Hakia Insight: Houston Community College's direct partnerships with Houston energy companies and NASA give students a competitive edge through industry-embedded projects and recruiting pipelines.
Program Overview: Houston Community College offers Associate in Science and Associate of Applied Science degrees in machine learning and Computer Programming. The program teaches fundamental programming principles including algorithm analysis, software design, operating systems, and databases. Students can specialize in Microsoft C#, Java, or Database Administration. HCC serves the Greater Houston area where nearly 5,000 computer programmers are employed.
Degree Programs: Associate in Science - Machine Learning (2 years); Associate of Applied Science - Computer Programming (2 years)
Industry Partners: Houston energy companies, NASA
Career Outcomes: | Top Employers: Energy sector, NASA, Houston tech companies
Admissions:
#8. Tacoma Community College Associate's Machine Learning & Data Science Program
Hakia ranks Tacoma Community College as the #8 associate's in machine learning & data science degree program. Location: Tacoma, WA | Type: Public | Tuition: $4,477/year | Graduation Rate: 87% | Score: 91.8
What makes Tacoma Community College stand out: TCC offers affordable CS education at 1/3 the cost of state universities with direct transfer agreements to Washington universities.
Program Overview: Tacoma Community College offers an Associate of Arts in machine learning (DTA/MRP) designed for students transferring to baccalaureate institutions in Washington state. The 90-credit degree satisfies general education requirements at most Washington universities. TCC costs approximately 1/3 of state university tuition, with 60% of students receiving financial aid. Graduates are prepared for careers in programming, system architecture, and IT management.
Degree Programs: AAS in Information Technology (2 years); AS in Computer Science (transfer-focused) (2 years)
Industry Partners: Tacoma area employers
Career Outcomes: | Top Employers: Seattle/Tacoma tech companies
Admissions: GPA: 2.0 minimum
#9. Edmonds College Associate's Machine Learning & Data Science Program
Hakia ranks Edmonds College as the #9 associate's in machine learning & data science degree program. Location: Lynnwood, WA | Type: Public | Tuition: $4,073/year | Graduation Rate: 93% | Score: 91.5
What makes Edmonds College stand out: Edmonds College is a public institution known for machine learning education with strong transfer pathways.
Hakia Insight: Edmonds College's direct partnerships with Amazon Web Services and Microsoft Azure give students a competitive edge through industry-embedded projects and recruiting pipelines.
Program Overview: Edmonds College offers an associate degree program in machine learning designed for students seeking entry into the machine learning field or transfer to a four-year university. Located in Lynnwood, WA, the program provides foundational skills in machine learning with opportunities for hands-on learning and industry connections.
Degree Programs: Bachelor of Applied Science in Information Technology Application Development (BAS-ITAD) (6 quarters for full-time students with prerequisites completed); Bachelor of Applied Science in Robotics and Artificial Intelligence (ROBAI) (2 years)
Industry Partners: Amazon Web Services, Microsoft Azure
Career Outcomes: | Common Roles: Software Developer, Software Quality Assurance, Web Developer, Database Administrator, Robotics Technician, Electro-mechanical Technologist, Mechatronics Technologist, CNC Tool Programmer
Notable Faculty: Dr. Bahram Zahir (Electrical engineering and data science)
Admissions:
#10. CUNY Borough of Manhattan Community College Associate's Machine Learning & Data Science Program
Hakia ranks CUNY Borough of Manhattan Community College as the #10 associate's in machine learning & data science degree program. Location: New York, NY | Type: Public | Tuition: $4,800/year | Score: 90.7
What makes CUNY Borough of Manhattan Community College stand out: BMCC is ranked #1 for Computer Science Associate Degrees in New York (Niche 2023) and offers seamless transfer within the CUNY system.
Hakia Insight: Students at CUNY Borough of Manhattan Community College benefit from active collaborations with NYC tech companies and Wall Street firms, connecting classroom learning to the workforce.
Program Overview: CUNY Borough of Manhattan Community College (BMCC) offers an Associate in Science in machine learning that provides students with understanding of computer theory, organization, and applications. The program prepares students to continue education or enter the workforce. BMCC was ranked #1 for machine learning Associate Degrees in New York by Niche in 2023. Students can transfer to CUNY four-year colleges including NYC College of Technology's Data Science program.
Degree Programs: Associate in Science - Machine Learning (2 years)
Industry Partners: NYC tech companies, Wall Street firms
Career Outcomes: | Top Employers: NYC tech startups, Financial services
Notable Faculty: Professor Ivan Retamoso (Program Advisor)
Admissions: GPA: 2.5 for transfer programs
Full Machine Learning Associate's Rankings 2026
| Rank | ||||||
|---|---|---|---|---|---|---|
| 1 | Northern Virginia Community College | Annandale, VA | Public | $5,550 | — | 100 |
| 2 | Santa Monica College | Santa Monica, CA | Public | $1,104 | 95% | 98.3 |
| 3 | Green River College | Auburn, WA | Public | $4,074 | 99% | 95.1 |
| 4 | De Anza College | Cupertino, CA | Public | $1,395 | — | 93.9 |
| 5 | Weber State University | Ogden, UT | Public | $5,471 | 92% | 93.7 |
| 6 | MiraCosta College | Oceanside, CA | Public | $1,104 | 94% | 93.6 |
| 7 | Houston Community College | Houston, TX | Public | $2,904 | 86% | 92.2 |
| 8 | Tacoma Community College | Tacoma, WA | Public | $4,477 | 87% | 91.8 |
| 9 | Edmonds College | Lynnwood, WA | Public | $4,073 | 93% | 91.5 |
| 10 | CUNY Borough of Manhattan Community College | New York, NY | Public | $4,800 | — | 90.7 |
| 11 | Antelope Valley Community College District | Lancaster, CA | Public | $1,104 | 82% | 89.7 |
| 12 | Modesto Junior College | Modesto, CA | Public | $1,188 | 77% | 88.9 |
| 13 | Skagit Valley College | Mount Vernon, WA | Public | $4,623 | 91% | 88.2 |
| 14 | Grossmont College | El Cajon, CA | Public | $1,288 | — | 87.8 |
| 15 | Citrus College | Glendora, CA | Public | $1,104 | — | 86.5 |
| 16 | Irvine Valley College | Irvine, CA | Public | $1,104 | — | 86.4 |
| 17 | San Diego Miramar College | San Diego, CA | Public | $1,104 | — | 86.3 |
| 18 | Clovis Community College | Fresno, CA | Public | $1,288 | — | 86.2 |
| 19 | College of the Canyons | Santa Clarita, CA | Public | $1,104 | — | 86.2 |
| 20 | Solano Community College | Fairfield, CA | Public | $1,104 | 74% | 85.3 |
| 21 | Foothill College | Los Altos Hills, CA | Public | $1,395 | — | 85 |
| 22 | Cypress College | Cypress, CA | Public | $1,104 | 68% | 85 |
| 23 | Renton Technical College | Renton, WA | Public | $4,673 | 65% | 84.9 |
| 24 | Moorpark College | Moorpark, CA | Public | $1,340 | — | 84.6 |
| 25 | Riverside City College | Riverside, CA | Public | $1,380 | — | 84.1 |
Showing 1–25 of 50
Transfer Pathways to Bachelor's Programs
Transfer pathways are critical for associate's degree students. According to NCES, about 34% of first-time community college students transfer to another institution within 150% of normal completion time.
Preparation is Key: Success in transfer requires strong foundations and careful planning. Students should complete prerequisite courses at their community college and verify course equivalencies through official articulation agreements before transferring.
State Transfer Systems
- California: The Associate Degree for Transfer (ADT) guarantees CSU admission. Use ASSIST.org to verify course-by-course transfer equivalencies.
- Washington: Direct Transfer Agreement (DTA) programs provide guaranteed pathways to state universities.
- North Carolina: The Comprehensive Articulation Agreement ensures seamless credit transfer to UNC System schools.
- Texas: The Texas Common Course Numbering System facilitates transfer between community colleges and state universities.
Key to Success: Research from PPIC shows successful transfer students share common traits: they start planning early, attend colleges with strong transfer partnerships, and choose universities with robust support services for transfer students.
Community College Advantages
Community colleges are experiencing a significant resurgence. According to the National Student Clearinghouse Research Center, community college enrollment increased 5.4% between Fall 2023 and Fall 2024 (+288,000 students)—the largest growth among all institutional sectors.
As Dr. Walter Bumphus, president of the American Association of Community Colleges (AACC), noted: "Community colleges have always been gateways to opportunity, but in 2025, they are increasingly engines of innovation in workforce development."
Why Community Colleges Excel for Technology Programs
- Smaller class sizes: Community college classes average 25-35 students, compared to 100+ in university introductory courses (Community College Review)
- Industry-connected instructors: Many instructors work in tech and teach part-time, bringing current industry practices to the classroom
- Lower cost: Average public community college tuition is $3,990/year vs $11,260 at public 4-year schools (AACC Fast Facts 2024)
- Open access: No SAT/ACT requirements—community colleges serve all students regardless of prior academic performance
- Flexible scheduling: Evening, weekend, and hybrid options designed for working adults
- Transfer pathways: State articulation agreements provide guaranteed transfer to 4-year universities
2-Year Curriculum Overview
Machine Learning associate's programs typically require 60-65 credit hours completed over 2 years full-time. The curriculum balances technical skills with general education requirements, preparing students for both employment and transfer to bachelor's programs.
Core Machine Learning Courses
- Linear Algebra
- Statistics
- Python Programming
- Machine Learning Basics
- Data Processing
- Neural Networks Intro
Typical Course Sequence
- Year 1: Programming fundamentals, math requirements (algebra/statistics), English composition, introductory technical courses
- Year 2: Advanced technical courses, electives in specialization area, capstone project or internship
Transfer Requirements: Most courses will transfer to 4-year universities through articulation agreements. A grade of C or better is typically required for technical courses. Check your state's transfer agreements (e.g., ASSIST.org for California, Direct Transfer Agreement for Washington).
Accelerated & Online Options
Online learning has become mainstream in higher education. According to NCES, 53% of U.S. students were enrolled in at least one online course in 2022-23. BestColleges research found that 60% of institutions reported online classes filling first in 2024—indicating strong student preference for flexible formats.
Enrollment Trends: The National Student Clearinghouse reports associate degree enrollment grew 6.3% in Spring 2025. Notably, older first-year students are driving growth—enrollment among those aged 25+ increased 19.7% compared to the prior year.
Flexible Format Options
- Fully online: Complete your degree from anywhere with asynchronous courses—many community colleges now offer 100% online associate's degrees
- Hybrid programs: Mix of online coursework and in-person labs—ideal for hands-on technical practice
- Accelerated tracks: Complete in 18 months with year-round enrollment at schools offering quarterly or trimester calendars
- Evening/weekend programs: Designed for working adults; many community colleges offer courses starting at 6pm or on Saturdays
Tip: Look for programs with asynchronous course delivery if your work schedule is unpredictable. Synchronous (live) classes require logging in at specific times.
Associate's vs Bootcamp vs Certificate
Choosing between an associate's degree, bootcamp, or certificate depends on your career goals, timeline, and budget. Each path has trade-offs.
Coding Bootcamp Outcomes: According to the Council on Integrity in Results Reporting (CIRR), 71% of coding bootcamp graduates find a job within 6 months of completion. Course Report's 2025 survey found 79% of alumni land programming jobs within six months, with a 51% average salary increase over pre-bootcamp income.
Comparison
- Associate's degree (2 years, $7-15K total): Regionally accredited credential, transfers to bachelor's programs, qualifies for federal financial aid, recognized by employers across industries
- Coding bootcamp (3-6 months, $10-20K): 71% job placement within 6 months (CIRR), fastest path to specific dev roles, but limited to certain job titles and employers
- Industry certificate (6-12 months, $2-5K): CompTIA, AWS, or vendor-specific certifications focus on specific skills; best for career changers with some tech background
Key difference: Only associate's degrees are regionally accredited and qualify for federal student aid. Bootcamps typically require full upfront payment or income share agreements. As The Century Foundation notes, always read the fine print on any education program's outcomes claims.
Our recommendation: Choose an associate's degree if you want maximum flexibility—transfer options, employer recognition, and financial aid eligibility. Choose a bootcamp if you're confident about a specific developer role and can afford the upfront cost.
Financial Aid & Employer Tuition Assistance
Community college programs qualify for federal financial aid, state grants, and employer tuition assistance. With average tuition under $4,000/year, many students graduate debt-free.
Federal Pell Grants: The maximum Federal Pell Grant for 2024-25 is $7,395 (minimum $740). Since this exceeds typical community college tuition, eligible students may have funds left for books and fees. Lifetime eligibility is limited to 12 semesters.
Free Community College Programs: Over 300 promise programs now operate at state and local levels, including:
- California: California College Promise provides free tuition for first-time students at participating community colleges
- Maryland: Community College Promise Scholarship covers up to $5,000/year in tuition
- Oregon: Oregon Promise Grant covers tuition for recent high school graduates
- Maine: Free College Scholarship covers tuition at all 7 Maine community colleges for classes 2020-2025
Employer Tuition Assistance: In 2023, 80% of large U.S. employers offered tuition reimbursement, spending $28 billion annually (Learn & Work Ecosystem Library). Key programs:
- Amazon Career Choice: Pre-pays 100% of tuition, books, and fees for associates and bachelor's degrees at participating schools. Available to hourly employees after 90 days.
- Target Dream to Be: 100% tuition coverage for 250+ programs at 40 partner schools, or up to $5,250/year for other programs
- Starbucks College Achievement Plan: 100% tuition coverage for Arizona State University online bachelor's programs after 3 months of 20+ hours/week
Tax benefits: The American Opportunity Tax Credit provides up to $2,500/year in tax credits for the first four years of higher education.
Top States for Machine Learning Associate's Programs
| State | Total Programs | Median Tuition | Top Program |
|---|---|---|---|
| Best Machine Learning Associate's Programs in California | 2 | $66,600 | University of California |
| Best Machine Learning Associate's Programs in Texas | 2 | $11,700 | The University of Texas at Austin |
| Best Machine Learning Associate's Programs in New York | 4 | $39,500 | University at Albany |
| Best Machine Learning Associate's Programs in Florida | 3 | $4,200 | University of North Florida |
| Best Machine Learning Associate's Programs in Virginia | 1 | $15,000 | Liberty University |
| Best Machine Learning Associate's Programs in Pennsylvania | 4 | $52,600 | Carnegie Mellon University |
| Best Machine Learning Associate's Programs in Illinois | 2 | $49,600 | Illinois Institute of Technology |
| Best Machine Learning Associate's Programs in Massachusetts | 4 | $48,600 | Massachusetts Institute of Technology |
Machine Learning & AI Career Track
+$25K avg salary increase·9 months
- University of Arizona graduate certificate included
- 1-on-1 mentorship from industry professionals
- Money-back job guarantee
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Frequently Asked Questions
Data Sources
Federal database of U.S. postsecondary institutions
May 2024 salary data by occupation and location
Department of Education outcomes data
Related Machine Learning Resources
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.