日本語

Course Code etc
Academic Year 2023
College Graduate School of Artificial Intelligence and Science
Course Code VR521
Theme・Subtitle
Class Format Face to face (all classes are face-to-face)
Class Format (Supplementary Items)
Campus
Campus Ikebukuro
Semester Fall semester
DayPeriod・Room Mon.6・D402
Credit 2
Course Number AIR6600
Language Japanese
Class Registration Method Course Code Registration
Grade (Year) Required 配当年次は開講学部のR Guideに掲載している科目表で確認してください。
prerequisite regulations
Acceptance of Other Colleges
course cancellation
Online Classes Subject to 60-Credit Upper Limit
Relationship with Degree Policy
Notes
Text Code VR521

【Course Objectives】

Understand more advanced topics of deep learning based on the basic knowledge of machine learning and deep learning. This course also gives a broad overview of the development of deep learning techniques to solve more specific tasks.

【Course Contents】

Deep learning, which has made great strides in the last decade or so, has been developed based on theoretical studies. Therefore, in this lecture, we will develop the ability to understand and improve models and methods based on the understanding of the theoretical mechanism of deep learning, and the basic ability to actually implement the method designed by ourselves. For that purpose, we will take up some important theoretical topics and experience numerical experiments and implementations after understanding them. We will also cover some specific task models to understand how such careful analysis is applied in actual development.

※Please refer to Japanese Page for details including evaluations, textbooks and others.