Data Science Minor: 29 units

Minor Required: 20 units

• CS 1260 - Python for Beginners (3) or
• CS 2520 - Python for Programmers (3)

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• CS 2410 - Fundamentals of Data Science (3) or
• CS 3010 - Numerical Methods and Computing (3)

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• CS 4210 - Machine Learning and Its Applications (3)
• CS 4610 - Senior Project (1)
• CS 4620 - Senior Project (1)
• CS 4650 - Big Data Analytics and Cloud Computing (3)

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• MAT 1050 - College Algebra (3) or
• MAT 1140 - Calculus I (4)

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• STA 1200 - Statistics with Applications (3) or
• STA 1300 - Biostatistics (3) or
• STA 2100 - Introduction to Statistics (4) or
• STA 2260 - Probability and Statistics for Computer Scientists and Engineers (3)

Minor Electives: 9 units

Select 9 units from the following list:

• CE 4331 - GIS Applications in Engineering and Remote Sensing (2) and
• CE 4331L - GIS Applications in Engineering and Remote Sensing Laboratory (1)

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• CIS 4680 - Advanced Data Analytics (3)
• CIS 4321 - Data Mining (3)
• CIS 3454 - Data Warehousing (3)
• CS 4200 - Artificial Intelligence (3)
• CS 4250 - Web Search and Recommender Systems (3)
• CS 4350 - Database Systems (3)
• IME 4140 - Data Analysis: Application in Industrial and Systems Engineering (3)

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• GEO 3220 - GIS Programing and Application (2) and
• GEO 3220L - GIS Programing and Application Laboratory (1)

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• GEO 4050 - Geodemographics with GIS Lecture (2) and
• GEO 4050L - Geodemographics with GIS Laboratory (1)

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• GEO 4100 - Remote Sensing of the Environment (2) and
• GEO 4100L - Remote Sensing of the Environment Laboratory (1)

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• GEO 4400 - Advanced GIS (2) and
• GEO 4400L - Advanced GIS Laboratory (1)

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• GEO 4430 - Quantitative Spatial Analysis (2) and
• GEO 4430L - Quantitative Spatial Analysis Laboratory (1)

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• STA 4320 - Applied Regression Analysis (4)
• TOM 3160 - Business Analytics (3)