University of Wisconsin–Madison
MS in ECE: Machine Learning & Signal Processing
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 electrical engineering, computer engineering, or a related field with a minimum GPA of 3.0 is required, along with coursework in linear algebra, probability, signals and systems, and programming; relevant research or professional experience strengthens applications.
About This Program
This professional master's degree prepares students for data science careers through a focus on machine learning and signal processing.
Career Outcomes
Lead as Machine Learning Engineer in Engineering AI with machine learning expertise
- 1. Machine Learning Engineer
- 2. Signal Processing Engineer
- 3. Computer Vision Specialist
- 4. Research Scientist in ECE
What You'll Learn
- Design and implement machine learning algorithms for signal data processing.
- Apply signal processing techniques to real-world ECE applications like imaging and communications.
- Analyze data using matrix methods and statistical models in ML contexts.
- Develop neural networks and deep learning models for signal analysis tasks.
Curriculum Highlights
The 16-month curriculum features matrix methods, neural networks, random signal analysis, and a professional development hands-on project.
Top Employers
Top employers include tech firms like Google, NVIDIA, Qualcomm, and Intel, as well as government labs and research institutions focused on AI and signal processing technologies.
Admissions
A bachelor’s degree in electrical engineering, computer engineering, or a related field with a minimum GPA of 3.0 is required, along with coursework in linear algebra, probability, signals and systems, and programming; relevant research or professional experience strengthens applications.
Application Materials
- Statement of Purpose: Required
- Letters of Recommendation: 3
- Resume: Required
- Transcripts: Official transcripts required
Academic Requirements
- Degree Required: Bachelor’s in ECE or related field
- GRE/GMAT: Optional
- TOEFL/IELTS: Required for international students (TOEFL 92+ / IELTS 7.0+)
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