in Data Analytics
Microcourses
courses
Provides an overview of quantitative methods essential for analyzing data, with an emphasis on business applications. Topics include identification of appropriate metrics and measurement methods, descriptive and inferential statistics, experimental design, parametric and non-parametric tests, simulation, and linear and logistic regression, categorical data analysis, and select unsupervised learning techniques. Standard and open source statistical packages are used to apply techniques to real-world problems.

IPAC 4130A
Exploratory Data Analysis

IPAC 4130B
Sampling Methods and Inferential Statistics

IPAC 4130C
Regression Analysis
Contemporary techniques of multivariate analysis, including association rules, classification methods, time series, text analysis, and machine learning methods with an emphasis on applications in science and industry. Introduction to state-of-practice computational statistical and data analysis methods and tools.

IPAC 4230A
Coming Soon

IPAC 4230B
Coming Soon

IPAC 4230C
Coming Soon
Provides an introduction to collecting, storing, managing, retrieving, and processing datasets. Techniques for large and small datasets are considered, as both are needed in data science applications. Emphasizes applications and includes many hands-on projects.

IPAC 4240A
Principles of Data Structures

IPAC 4240B
Principles of Storing & Harvesting Data

IPAC 4240C
Principles of Data Wrangling and Queries
This course covers the latest methods for discovery and learning from large data sets. Topics complemented by hands-on projects using data discovery and statistical learning software.

IPAC 4340A
Introduction to Big Data, AI, and Machine Learning

IPAC 4340B
Introduction to Supervised Machine Learning

IPAC 4340C
Introduction to Unsupervised Machine Learning
This course covers the latest methods for discovery and learning from large data sets. Topics complemented by hands-on projects using data discovery and statistical learning software.

IPAC 4250A
Coming Soon

IPAC 4250B
Coming Soon
