Software Systems Track
The Software Systems track is for students who want to pursue knowledge of software development and software systems methodologies and technologies. Software plays a key role in practical, real-world computing systems and applications. This track enables students to understand and master classic and current software systems and provides the fundamentals for later self-study as well as the construction of future software systems.
SUMMARY OF REQUIREMENTS
- Complete a total of 30 points (Courses must be at the 4000 level or above)
- Maintain at least a 2.7 overall GPA. (No more than 1 D is permitted).
- Complete the Columbia Engineering Professional Development & Leadership (PDL) requirement
- Satisfy breadth requirements
- Take at least 6 points of technical courses at the 6000 level
- At most, up to 3 points of your degree can be Non-CS/Non-track If they are deemed relevant to your track and sufficiently technical in nature. Please submit the course syllabus to your CS Faculty Advisor for review, and then forward the approval confirmation email to ms-advising@cs.columbia.edu
1. Breadth Courses
Visit the breadth requirement page for more information. There are four breadth courses, two of which can be covered by the track requirements, plus one course chosen from Theory and the other from AI and Apps.
2. Required Track Courses
Students are required to complete the following three courses: COMS W4115, COMS W4118, and either COMS W4152 or COMS W4156. Students who have taken equivalent courses in the past and received grades of at least a B may apply for waivers and take other CS courses instead.
Course ID |
Title |
COMS W4115 | Programming Languages and Translators |
COMS W4118 | Operating Systems I |
COMS W4152* OR COMS W4156* | Engineering Software as a Service OR Advanced Software Engineering |
*W4156 offered only in the fall. W4152 not offered in 2024-2025.
Check the registrar’s website for definitive information as to which courses are offered in a given semester.
3. Elective Track Courses Part I
Students are required to complete at least two 4000-level courses (6 credits) selected from the following list of track courses. Note: some of the 4000-level electives are offered every semester, and some are offered only one semester per year, while others are not offered regularly. If you have questions about courses or your course plan, reach out to your CS track advisor.
Course ID |
Title |
COMS W4111 | Introduction to Databases |
COMS W4112 | Database System Implementation |
COMS W4113 | Fundamentals of Large-Scale Distributed Systems |
COMS W4117 | Compilers and Interpreters |
CSEE W4119 | Computer Networks |
COMS W4130 | Principles and Practice of Parallel Programming |
COMS W4153 | Cloud Computing (Fall 2024 and beyond) |
COMS W4170 | User Interface Design |
COMS W4181 | Computer Security I |
COMS W4444 | Programming and Problem Solving |
CSEE W4840 | Embedded Systems |
COMS W4995* | Topics in Computer Science (Visit the topics courses page to see which COMS 4995 courses apply to this track.) |
**Topics in Computer Science (4995) sections must be approved as qualifying “Software Systems” track courses by your Software Systems Track Advisor. Typically this would mean topics offered by a software systems faculty member or by an affiliated adjunct.
COMS W4187 Security Architecture and Engineering is no longer offered; students who took 4187 when it was offered in the past may include it as a 4000-level track course. It has been replaced in the track by COMS W4181 Computer Security I. Students who completed COMS W4186 Malware Analysis and Reverse Engineering prior to Fall 2020 may include it as a 4000-level track course. It has been replaced in the track by CSEE W4840 Embedded Systems.
Check the registrar’s website for definitive information as to which courses are offered in a given semester.
4. Elective Track Courses Part II
Students are required to complete at least two 6000-level courses (6 credits) selected from the following pre-approved list. Note: some of the 6000-level electives are offered only one semester per year, while others are not offered regularly. If you have questions about courses or your course plan, reach out to your CS track advisor.
Course ID |
Title |
COMS E6111 | Advanced Database Systems |
COMS E6113 | Topics in Database Systems |
COMS E6114 | Advanced Distributed Systems |
COMS E6117 | Topics in Programming Languages and Translators |
COMS E6118 | Operating Systems II |
COMS E6121 | Reliable Software |
COMS E6156 | Topics in Software Engineering |
COMS E6156 | Cloud Computing (Prior to Fall 2024) |
COMS E6178 | Human-Computer Interaction |
COMS E6184 | Anonymity & Privacy |
COMS E6424 | Hardware Security |
CSEE E6863 | Formal Verification of Hardware and Software Systems |
COMS E6901** | Projects in Computer Science (Advisor approval required) |
COMS E6998** | Topics in Computer Science (Visit the topics courses page to see which COMS 6998 courses apply to this track.) |
**Projects in Computer Science (6901) and Topics in Computer Science (6998) courses must be approved as qualifying “Software Systems” electives by your Software Systems Track Advisor. Typically this would mean topics/projects offered by a software systems faculty member or by an affiliated adjunct. COMS E6900 Tutorial in Computer Science (with an appropriate faculty member) can be substituted for E6901 with the advisor’s approval.
Check the registrar’s website for definitive information as to which courses are offered in a given semester.
5. General Electives
Students must complete the remaining credits with General Elective Courses at the 4000 level or above. Three credits must be from a graduate CS course and can be chosen from either the Track Electives listed above or from the CS department at the 4000 level or higher. Students may also request to use at most 3 points of Non-CS/Non-Track coursework if approved by the process listed below.
- At most, up to 3 points of your degree can be Non-CS/Non-track If they are deemed relevant to your track and sufficiently technical in nature. Please submit the course syllabus to your CS Faculty Advisor for review, and then forward the approval confirmation email to ms-advising@cs.columbia.edu
- ** Known non-technical CS courses **
COMS W4995 The Business of Software Delivery
CSOR E4995 Financial Software Systems
COMS 4995 or 6998 Int Agile Project Management
COMS 4995 or 6998 Intro to DevOps
**Due to a significant overlap in course material, MS students not in the Machine Learning track can only take one of the following courses – COMS 4771, COMS 4721, ELEN 4903, IEOR 4525, STAT 4240, STAT 4400/4241/5241 – as part of their degree requirements.
TRACK PLANNING
Please visit the Directory of Classes to get the updated course listings. Please also note that not all courses are offered every semester or even every year. A few courses are offered only once every two or three years or even less frequently.
Please note that some Data Science Institute courses, such as COMS/CSEE W4121 (Computer Systems for Data Science), do not count towards the CS MS degree. If you have any questions, please contact your advisor or CS Advising.