JP/EN

Syllabus

SubjectACADEMIC PROJECT Mathematics for AI

Class Information

Faculty/Graduate School
MEDIA AND GOVERNANCE
Course Registration Number
43949
Subject Sort
70002
Title
ACADEMIC PROJECT
Field
Project Courses
Unit
1 Unit
Year/Semester
2020 Fall
K-Number
Faculty/Graduate School
MEDIA AND GOVERNANCE
Course Registration Number
43949
Subject Sort
70002
Title
ACADEMIC PROJECT
Field
Project Courses
Unit
1 Unit
Year/Semester
2020 Fall
K-Number
Year/Semester
2020 Fall
Day of Week・Period
Lecturer Name
Kazuto Ataka,Tatsuya Hagino,Hiroya Tanaka,Rodney Van Meter D
Class Format
Language
Location
Class Style
＊Please click here for more information on the correspondence between 'Class Style' and ’Active Learning Methods’.
GIGA Certificate
Not applied

Detail

Course Summary

Mathematics for machine learning and AI.
In fall 2020, we will focus primarily on the underlying logic for AI, including inference and causality. The works of Judea Pearl will be included.

Graph theory forms a key component of algorithms for GOFAI (good, old-fashioned AI), neural networks and deep learning, and quantum computing, and so will be a major component of the fall.

Also, background material for linear algebra will be covered as needed.