University of Hawai‘i at Mānoa

How this program compares

Benchmark this program against our national recognition pages and use the key guides below to evaluate ROI, admissions difficulty, and outcomes.

Admission Snapshot

Typical admitted student: Applicants typically need a bachelor's degree in computer science, mathematics, engineering, or a related quantitative field, with a minimum GPA of 3.0 and demonstrated coursework in programming, algorithms, and mathematics. Graduate Record Exam (GRE) scores are often required or recommended, particularly for competitive programs.

About This Program

This track within the master’s program provides flexible pathways for students to deepen their expertise in AI and data science through a blend of theory and application.

Career Outcomes

Advance as AI Research Scientist in Cross-Industry AI with machine learning expertise

• 1. Machine Learning Engineer
• 2. Data Scientist
• 3. AI Research Engineer
• 4. Data Engineering Specialist

What You'll Learn

• Design and implement machine learning models for classification, regression, and clustering tasks
• Apply deep learning techniques to complex data including images, text, and sequential data
• Develop data preprocessing and feature engineering strategies to optimize model performance
• Evaluate and deploy AI/DS solutions while addressing ethical considerations, bias, and interpretability

Curriculum Highlights

The curriculum features core computer science principles integrated with specialized modules in machine learning, big data analytics, and autonomous systems development.

Top Employers

Common employers include technology giants like Google, Amazon, Microsoft, Meta, and Apple, as well as financial institutions, healthcare companies, and research organizations investing heavily in AI and data science capabilities.

Admissions

Applicants typically need a bachelor's degree in computer science, mathematics, engineering, or a related quantitative field, with a minimum GPA of 3.0 and demonstrated coursework in programming, algorithms, and mathematics. Graduate Record Exam (GRE) scores are often required or recommended, particularly for competitive programs.

Application Materials

• Statement of Purpose: Required
• Letters of Recommendation: 2–3
• Resume: Required
• Transcripts: Official transcripts required

Academic Requirements

• Degree Required: Master of Science (MS)
• GRE: Required or Recommended
• TOEFL/IELTS: Required for international students (TOEFL 80+ / IELTS 6.5+)