Jun 07, 2025

2025-2026 UH Mānoa Catalog

Computer Science Data Science, BS/MS

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The combined BS/MS degree pathway is intended to allow students the opportunity to complete both a Bachelor of Science and Master of Science in Computer Science in 5 years. To be admitted into the program, students must submit the Graduate Admissions Application and fee as well as all required program admission materials by the deadline. Applications should be submitted in the spring of their junior year (6th semester), with admission to the BAM program commencing in the fall of their senior year (7th semester).

Requirements

Students pursuing this degree should meet the degree requirements for regular Master of Science in Computer Science.

There are three pathways students can take depending on their BS degree option. Each pathway differs in the set of courses that can be double-counted for both the bachelor’s and master’s degree.

Gateway course:

With a grade B or higher. The minimum grade requirement is B (not B-) or higher.

ICS 311 - Algorithms Credits: 4
OR
ECE 367 - Computer Data Structures and Algorithms Credits: 3

BS in Computer Science in Data Science and MS in Computer Science

The following courses can be double-counted in BS in Computer Science in Data Science track and MS in Computer Science.

ICS 451 - Data Networks Credits: 3
OR
ICS 466 - Design for Mobile Devices Credits: 3
OR
ICS 483 - Computer Vision Credits: 3
OR
ICS 491 - Special Topics Credits: 3
and up to two of the following:
ICS 613 - Advanced Software Engineering Credits: 3
ICS 621 - Analysis of Algorithms Credits: 3
ICS 622 - Network Science Credits: 3
ICS 664 - Human-Computer Interaction II Credits: 3
ICS 691 - (Alpha) Topics in Computer Science Credits: 3

5-Year Plan

This is a sample academic plan. Students should meet with an academic advisor prior to registration to formulate their own plan.

Year 1

Fall

ICS 111 - Introduction to Computer Science I Credits: 4
MATH 215 - Applied Calculus I Credits: 4 (FQ)
OR
MATH 241 - Calculus I Credits: 4 (FQ)
OR
MATH 251A - Accelerated Calculus I Credits: 4 (FQ)
FG (A/B/C) Credits: 3
FW Credits: 3

Credits 14

Spring

ICS 211 - Introduction to Computer Science II Credits: 4
MATH 242 - Calculus II Credits: 4
OR
MATH 252A - Accelerated Calculus II Credits: 4
MATH 301 - Introduction to Discrete Mathematics Credits: 3
DA/DH/DL Credits: 3
FG (A/B/C) Credits: 3

Credits 17

Total Credits 31

Year 2

Fall

ICS 212 - Program Structure Credits: 3
ICS 235 - Machine Learning Methods Credits: 3
OR
DATA 235 - Machine Learning Methods Credits: 3
MATH 372 - Elementary Probability and Statistics Credits: 3
DS Credits: 3
HSL 101 Credits: 3

Credits 15

Spring

ICS 311 - Algorithms Credits: 4 (gateway, min B)
OR
ECE 367 - Computer Data Structures and Algorithms Credits: 3 (gateway, min B)
ICS 314 - Software Engineering I Credits: 3
PHYS 151 - College Physics I Credits: 3 (DP)
OR
PHYS 170 - General Physics I Credits: 4 (DP)
PHYS 151L - College Physics Lab I Credits: 1 (DY)
OR
PHYS 170L - General Physics I Lab Credits: 1 (DY)
HSL 102 Credits: 3

Credits 14

Total Credits 60

Year 3

Fall

ICS 355 - Security and Trust I: Resource Protections Credits: 3
ICS 434 - Data Science Fundamentals Credits: 3
OR
DATA 434 - Data Science Fundamentals Credits: 3
MATH 307 - Linear Algebra and Differential Equations Credits: 3
PHYS 152 - College Physics II Credits: 3
OR
PHYS 272 - General Physics II Credits: 3
PHYS 152L - College Physics Lab II Credits: 1
OR
PHYS 272L - General Physics II Lab Credits: 1
HSL 201 Credits: 3

Credits 16

Spring

Apply for Graduate Program

ICS 321 - Database Systems I Credits: 3
ICS 484 - Data Visualization Credits: 3
OR
DATA 484 - Data Visualization Credits: 3
DA/DH/DL Credits: 3
DB Credits: 3
HSL 202 Credits: 3

Credits 15

Total Credits 91

Year 4

Fall

ICS 435 - Machine Learning Fundamentals Credits: 3
OR
DATA 435 - Machine Learning Fundamentals Credits: 3
ICS 438 - Big Data Analytics Credits: 3
ICS 690 - Seminar in ICS Credits: 1 *
Data Science Elective Credits: 3
CHEM 161 - General Chemistry I Credits: 3
CHEM 161L - General Chemistry Lab I Credits: 1
DS Credits: 3

Credits 17

Spring

BS Degree Awarded

ICS 451 - Data Networks Credits: 3 (min B)
OR
ICS 466 - Design for Mobile Devices Credits: 3 (min B)
OR
ICS 483 - Computer Vision Credits: 3 (min B)
OR
ICS 491 - Special Topics Credits: 3 (min B)
ICS 613 - Advanced Software Engineering Credits: 3 (min B)
OR
ICS 621 - Analysis of Algorithms Credits: 3 (min B)
OR
ICS 622 - Network Science Credits: 3 (min B)
OR
ICS 664 - Human-Computer Interaction II Credits: 3 (min B)
OR
ICS 691 - (Alpha) Topics in Computer Science Credits: 3 (min B)
ICS 613 - Advanced Software Engineering Credits: 3 (min B)
OR
ICS 621 - Analysis of Algorithms (min B)
OR
ICS 622 - Network Science (min B)
OR
ICS 664 - Human-Computer Interaction II (min B)
OR
ICS 691 - (Alpha) Topics in Computer Science (min B)
CHEM 162 - General Chemistry II Credits: 3
CHEM 162L - General Chemistry Lab II Credits: 1

Credits 13

Total Credits 121

Grad Year 2

Fall

ICS 699 - Directed Reading/Research Credits: V
OR
ICS 700 - Thesis Research Credits: V
ICS 600+ Core Credits: 3
ICS 600+ Core Credits: 3
ICS Elective 600+ Credits: 3

Credits 12

Spring

ICS 699 - Directed Reading/Research Credits: V
OR
ICS 700 - Thesis Research Credits: V
ICS 600+ Core Credits: 3
ICS Elective 600+ Credits: 3

Credits 9

Total Credits 142

Notes:

Students must incorporate all focus requirements into this plan. Focus designations (i.e., W, E, O, H) are CRN specific & semester specific.
Minimum 45 upper division (300+ course) credits are required. Students must take placements exams to register for CHEM 161 and MATH 215 or MATH 241 .
To enroll in MATH 242 , students must meet the grade of B or better in MATH 215 . To enroll in MATH 252A , students must take MATH 241 or MATH 251A , meet the grade of B or better in MATH 241 , and consent to enroll in MATH 252A . Minimum grade for Gateway course ICS 311 is B or better (not B-).
Minimum grade for a course that can double-count for the BS and MS is B or better (not B-): (ICS 451 , ICS 466 , ICS 483 , or ICS 491 ), and up to two of the following: ICS 613 , ICS 621 , ICS 622 , ICS 664 , ICS 691 .

*ICS 690 (1 credit) taken as excess credit from the BS degree. Need to petition to have the credit counted toward the MS degree. If BAM students cannot take ICS 690 in the last year of the bachelor’s degree they will need to take it in the Fall of the 5th year.

Substitution allowed: ICS 141 and ICS 241 for MATH 301 in the Data Science Track only. Students must take a 300+ course for one diversification (DA/DH/DL or DS). 31 600-level credits required for MS (3 credits of ICS 451 , ICS 466 , ICS 483 , or ICS 491 ) can count towards this credit requirement).
Plan A students register for ICS 700 while Plan B students register for ICS 699 . Projected graduation with BS degree is semester 8.