JP/EN

Syllabus

SubjectACADEMIC PROJECT Mathematics for AI

Class Information

Faculty/Graduate School
MEDIA AND GOVERNANCE
Course Registration Number
43183
Subject Sort
70002
Title
ACADEMIC PROJECT
Field
Project Courses
Unit
1 Unit
Year/Semester
2021 Fall
K-Number
Faculty/Graduate School
MEDIA AND GOVERNANCE
Course Registration Number
43183
Subject Sort
70002
Title
ACADEMIC PROJECT
Field
Project Courses
Unit
1 Unit
Year/Semester
2021 Fall
K-Number
Year/Semester
2021 Fall
Day of Week・Period
Lecturer Name
Kazuto Ataka,Tatsuya Hagino,Hiroya Tanaka,Rodney Van Meter D
Class Format
Online (Live)
Language
Japanese
Location
Other
Class Style
＊Please click here for more information on the correspondence between 'Class Style' and ’Active Learning Methods’.
Seminar
GIGA Certificate
Not applied

Detail

Course Summary

Mathematics for machine learning and AI.
In spring 2021, 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.