Machine Learning
Colorado State University in Fort CollinssSSSS, United States
Bachelor of Science in Computer Science – Artificial Intelligence and Machine Learning Concentration
Colorado State University
Machine Learning / Artificial Intelligence
Program Overview: BS in Computer Science – AI & Machine Learning
The AI/ML concentration at Colorado State University combines a rigorous computer science degree with specialized coursework in artificial intelligence, machine learning, and big data. This concentration provides students with the foundational coursework and skills in math, statistics, and data science necessary to thrive in one of the fastest-growing technology sectors.
Upon completing this program, you will be able to develop AI and ML approaches for complex real-world problems, deploy high-performance computing tools for large dataset analysis, and use a broad range of AI and ML tools, techniques, and algorithms. The program also emphasizes the ethical and socially responsible application of AI/ML tools, with an awareness of biases that can result from their indiscriminate use.
Located in Fort Collins at the base of the Rocky Mountain foothills, Colorado State University is a top-tier public research institution with over 33,000 students. CSU offers a student-to-faculty ratio of 17:1, ensuring direct interactions with experienced faculty members across all disciplines.
Key Program Highlights
- Specialized AI/ML concentration within a rigorous computer science degree, covering machine learning algorithms, big data analytics, and artificial intelligence techniques
- Strong foundation in mathematics, statistics, and data science to support advanced AI/ML coursework and research
- Emphasis on ethical AI practices and responsible deployment of machine learning systems in real-world applications
- Accelerated Master's Program (AMP) option allows high-achieving students to begin graduate coursework during their undergraduate studies
Curriculum and Course Modules
The BS in Computer Science with AI/ML Concentration requires a minimum of 120 credits, of which at least 42 must be upper-division 300- to 400-level courses. The curriculum assumes students enter college prepared to take calculus, and all students must maintain a C or better in all CS, DSCI, MATH, and STAT courses required for graduation.
Introduction to Computer Science (CS 163/164)
4 CreditsFoundational programming course covering core computer science concepts, data structures, and algorithmic thinking. Students with no prior programming experience take CS 163, while those with experience may enroll in CS 164.
Data Structures and Algorithms
4 CreditsCovers essential data structures including trees, graphs, hash tables, and heaps, along with algorithm design and analysis techniques such as sorting, searching, and complexity evaluation.
Machine Learning Foundations
4 CreditsIntroduces a variety of methods for using computers to discover patterns in data, incorporating techniques from statistics, linear algebra, and artificial intelligence. Students implement machine learning algorithms and apply them to real datasets.
Artificial Intelligence
4 CreditsExplores knowledge representation, reasoning techniques, game theory, optimization, and probability analysis. Students gain an understanding of how to efficiently apply AI reasoning to solve complex problems.
Calculus and Linear Algebra
8 CreditsProvides the essential mathematical foundation for AI and ML, covering calculus sequences and linear algebra. These courses are critical for understanding the mathematical underpinnings of machine learning algorithms.
Probability and Statistics for Data Science
4 CreditsCovers statistical methods, probability theory, and data analysis techniques essential for machine learning model evaluation, hypothesis testing, and understanding data distributions.
Elective Courses
Admission Requirements
Colorado State University reviews applications on a rolling basis for the BS in Computer Science with AI/ML Concentration. All applications and inquiries are handled through Uni4Edu, which will guide you through every step of the admissions process.
Academic Requirements
- High School DiplomaCompletion of a recognized secondary school diploma or equivalent qualification with strong academic performance
- GPA RequirementA high school GPA of 3.3 or higher on a 4.0 scale is recommended; students with a GPA of 3.0-3.29 must show grades of C- or higher in 4 years of college-prep math
- Mathematics PreparationStudents should be prepared to take calculus upon entry; pre-calculus requirements must be fulfilled in the first semester if not already completed
- TranscriptsOfficial high school transcripts are required; if records are not in English, a certified literal English translation must accompany the official transcript
- Application FeeUSD 50 application fee or approved fee waiver
English Language Requirements
- TOEFL (iBT)Minimum score of 80 (internet-based) for unconditional admission
- IELTS AcademicMinimum overall band score of 6.5 for unconditional admission
- Duolingo English TestMinimum score of 120 for unconditional admission
Required Documents
Application Deadlines
For personalized admission guidance, document verification, and application support, please contact Uni4Edu
Scholarships & Funding
Colorado State University offers a range of funding opportunities for international students. Incoming undergraduate international students are automatically considered for merit-based scholarships upon admission. Contact Uni4Edu for personalized guidance on available funding options.
International Student Merit Scholarship
USD 2,000 – USD 12,000 per yearAutomatic consideration scholarships for incoming undergraduate international students based on academic merit. No separate application is required; students are evaluated upon admission.
CSU University Scholarship Application (CSUSA)
Varies by awardA centralized scholarship application that connects eligible international students with multiple scholarship opportunities across the university. Students complete one application to be matched with relevant awards.
Departmental and External Scholarships
Varies by awardAdditional scholarship opportunities may be available through the Department of Computer Science and external organizations. Contact Uni4Edu for the latest information on departmental funding and external scholarship options.
For detailed tuition fee information, please contact Uni4Edu — we will guide you through the costs and available funding options for this program.
Career Prospects
Graduates of the AI/ML concentration are well-positioned for careers in one of the most in-demand technology sectors. In addition to the career opportunities open to all computer science graduates, the AI/ML concentration opens specialized career paths in machine learning engineering, data science, and AI research.
Potential Job Roles
Top Employers Hiring AI/ML Graduates
Rankings & Recognition
Colorado State University is consistently recognized as a top-tier public research institution in national and global rankings. The university is ranked among the top 1% of universities worldwide by the Center for World University Rankings and continues to earn recognition for its strong academic programs, research output, and commitment to sustainability.
| Subject | Ranking Body | Rank |
|---|---|---|
| Engineering and Technology | QS World University Rankings | Top 400 |
| Computer Science | U.S. News & World Report | Contact Uni4Edu for current data |
| Top Public Schools (U.S.) | U.S. News & World Report | #79 |
| Best Online Bachelor's Programs | U.S. News & World Report | #10 |
How to Apply
Applying for this program is easy with Uni4Edu. Our team will guide you through every step of the process — from document preparation to final enrolment.
Contact Uni4Edu
Reach out to our team via email or phone. We will assess your profile and confirm your eligibility for this program.
Prepare Your Documents
Our advisors will provide you with a personalised checklist of required documents and help you prepare your application package.
Submit Your Application
Uni4Edu will submit your application on your behalf and keep you updated on its progress throughout the review period.
Receive Your Offer
Once accepted, we will help you understand your offer, arrange visa support if needed, and guide you through the enrolment process.
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