Course Number
685.701
Next Offered
Summer 2024
Primary Program
Location
Online
Course Format
Synchronous Online

This course advances the design of data modeling as it applies to the field of data science while leveraging key concepts from AI, machine learning, and statistics. Data modeling is a combination of various fields which allow the processing of various data types, and representing the data in an expressive way that shows the relationships between data points and intrinsic patterns. The course will show how to identify, design, and implement the modeling process by outlining the framework, determining the appropriate model type, evaluating the model, and representing the outputs in an explainable way. The models used will be based on intelligent algorithms (reasoning, optimization, and pattern recognition), machine learning algorithms (supervised and unsupervised), and statistical methods (descriptive statistics, inferential statistics, multi-variate, and regression). The focus will be developing and applying models using Python-based frameworks to datasets from online resources such as Kaggle, Data.gov, and open-source repositories.

Course Offerings

Waitlist Only

Data Science: Modeling and Analytics

685.701.8VL
05/29/2024 - 08/21/2024
Wed 7:00 p.m. - 10:05 p.m.
Notes: This course uses the Virtual Live format. All students participate online through live web-conferencing at the scheduled day and time. This is a live-online course in which students participate in live weekly lectures and discussions, and are able to interact extensively with the instructors. All classes are recorded for download and review.
Semester
Summer 2024
Course Format
Synchronous Online
Location
Online
Cost
$5,270.00
Course Materials
Open

Data Science: Modeling and Analytics

685.701.8VL
08/28/2024 - 12/04/2024
Wed 7:20 p.m. - 10:00 p.m.
Semester
Fall 2024
Course Format
Synchronous Online
Location
Online
Cost
$5,270.00
Course Materials