STATS 315: Statistics and Artificial Intelligence - UMich

Statistics

Official Description from UMich:

Statistical concepts are increasingly integrated into Artificial Intelligence applications, which often draw on a large amount of data received, transmitted, and generated by computers or networks of computers. This course introduces students to statistics and machine learning techniques such as deep neural networks, with application to analyzing text and image data.

Archived Document(s):

Section 01 - Geometry and Linear Algebraic Operations (open in new window)

Section 02 - Linear Regression (open in new window)

Section 03 - Softmax and Classification (open in new window)

Section 04 - Introduction to Keras and TensorFlow (open in new window)