Portland State University

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: A bachelor's degree in computer science, engineering, mathematics, or a related field with a minimum GPA of 3.0 is required; relevant programming experience and coursework in algorithms or statistics are often preferred.

About This Program

This graduate certificate introduces students to computational intelligence algorithms that enable computers to learn and adapt based on data.

Career Outcomes

Gain machine learning skills to advance as Machine Learning Engineer in Cross-Industry AI

• 1. Machine Learning Engineer
• 2. AI Research Analyst
• 3. Data Scientist
• 4. Computational Intelligence Specialist

What You'll Learn

• Design and train neural networks for pattern recognition and prediction.
• Apply fuzzy logic to handle uncertainty in decision-making systems.
• Implement evolutionary algorithms for optimization problems.
• Develop machine learning models using supervised and unsupervised techniques.

Curriculum Highlights

The 16-credit in-person program covers four main components of computational intelligence and typical applications in signal processing, control, and data mining.

Top Employers

Top employers include tech companies like Google, Microsoft, IBM, and research institutions focused on AI development.

Admissions

A bachelor's degree in computer science, engineering, mathematics, or a related field with a minimum GPA of 3.0 is required; relevant programming experience and coursework in algorithms or statistics are often preferred.

Application Materials

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

Academic Requirements

• Degree Required: Bachelor's degree
• GRE/GMAT: Not Required
• TOEFL/IELTS: Required for international students (TOEFL 80+ / IELTS 6.5+)