Course Descriptions and Schedule

Please note that course schedules may be amended due to low enrollment, faculty availability, and/or other factors.

MSDS 458-DL : Artificial Intelligence and Deep Learning


Description

An introduction to artificial intelligence, this course illustrates probability-rule-based generative models as well as discriminative models for learning from data. It reviews applications of artificial intelligence and deep learning in vision and language processing. Students learn best practices for building deep learning models for classification and regression. The learn about feature engineering, autoencoders, and strategies of unsupervised and semi-supervised learning, as well as reinforcement learning. This is a project-based course with extensive programming assignments.

This is a required course for the Artificial Intelligence specialization.

Prerequisites: (1) MSDS 420-DL Database Systems and Data Preparation or CIS 417 Database Systems Design and Implementation and (2) MSDS 422-DL Practical Machine Learning or CIS 435 Practical Data Science Using Machine Learning.


Fall 2021
Start/End DatesDay(s)TimeBuildingSection
09/21/21 - 11/28/21Optional Sync W
7 – 9:30 p.m. 55
InstructorCourse LocationStatusCAESAR Course ID
Maren, Alianna
Online
Open

Fall 2021
Start/End DatesDay(s)TimeBuildingSection
09/21/21 - 11/28/21Optional Sync Tu
7 – 9:30 p.m. 56
InstructorCourse LocationStatusCAESAR Course ID
Srinivasan, Syamala
Online
Open

Fall 2021
Start/End DatesDay(s)TimeBuildingSection
09/21/21 - 11/28/21Optional Sync W
7 – 9:30 p.m. 57
InstructorCourse LocationStatusCAESAR Course ID
TBA
Online
Open

Winter 2022
Start/End DatesDay(s)TimeBuildingSection
01/03/22 - 03/13/22Optional Sync W
7 – 9:30 p.m. 55
InstructorCourse LocationStatusCAESAR Course ID
Maren, Alianna
Online
Open

Winter 2022
Start/End DatesDay(s)TimeBuildingSection
01/03/22 - 03/13/22Optional Sync Tu
7 – 9:30 p.m. 56
InstructorCourse LocationStatusCAESAR Course ID
Srinivasan, Syamala
Online
Open

Winter 2022
Start/End DatesDay(s)TimeBuildingSection
01/03/22 - 03/13/22Optional Sync M
7 – 9:30 p.m. 57
InstructorCourse LocationStatusCAESAR Course ID
Arroyo, Edward
Online
Open

Spring 2022
Start/End DatesDay(s)TimeBuildingSection
03/28/22 - 06/05/22Optional Sync W
7 – 9:30 p.m. 55
InstructorCourse LocationStatusCAESAR Course ID
Maren, Alianna
Online
Open

Spring 2022
Start/End DatesDay(s)TimeBuildingSection
03/28/22 - 06/05/22Optional Sync M
7 – 9:30 p.m. 56
InstructorCourse LocationStatusCAESAR Course ID
Arroyo, Edward
Online
Open

Spring 2022
Start/End DatesDay(s)TimeBuildingSection
03/28/22 - 06/05/22Optional Sync Days: TBA
7 – 9:30 p.m. 57
InstructorCourse LocationStatusCAESAR Course ID
TBA
Online
Open

Summer 2022
Start/End DatesDay(s)TimeBuildingSection
06/20/22 - 08/27/22Optional Sync M
7 – 9:30 p.m. 55
InstructorCourse LocationStatusCAESAR Course ID
Arroyo, Edward
Online
Open

Summer 2022
Start/End DatesDay(s)TimeBuildingSection
06/20/22 - 08/27/22Optional Sync Tu
7 – 9:30 p.m. 56
InstructorCourse LocationStatusCAESAR Course ID
Srinivasan, Syamala
Online
Open
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