Course title
6M0190001
Neural Information Processing System

HOSAKA Ryosuke
Purpose of class
The purpose of this lecture is to understand basic theories of the nervous system, especially neural networks, reinforcement learning, and Bayesian inference.
Course content
We have a brain and nervous system that processes information obtained from our sensory organs to confront the ever-changing environment. We also respond to dynamic environments by continuously rewriting our neural systems through learning. In this lecture, we will learn the methodology to understand the mechanism of the cranial nervous system from a computational approach.
Goals and objectives
  1. Can explain basic concepts and fundamental theories of neural networks
  2. Can explain basic concepts and fundamental theories of reinforcement learning
  3. Can explain basic concepts and fundamental theories of Bayesian inference
Relationship between 'Goals and Objectives' and 'Course Outcomes'

presentation contribution Total.
1. 20% 10% 30%
2. 20% 15% 35%
3. 20% 15% 35%
Total. 60% 40% -
Language
Japanese
Class schedule

Class schedule HW assignments (Including preparation and review of the class.) Amount of Time Required
1. Introduction: Computational neuroscience Preparation and revision of the text, and preparation for the presentation 60minutes
2. The student in charge will give a presentation on their assigned section.
The other students will ask questions regarding the presentation.
Preparation and revision of the text, and preparation for the presentation 200minutes
3. The student in charge will give a presentation on their assigned section.
The other students will ask questions regarding the presentation.
Preparation and revision of the text, and preparation for the presentation 200minutes
4. The student in charge will give a presentation on their assigned section.
The other students will ask questions regarding the presentation.
Preparation and revision of the text, and preparation for the presentation 200minutes
5. The student in charge will give a presentation on their assigned section.
The other students will ask questions regarding the presentation.
Preparation and revision of the text, and preparation for the presentation 200minutes
6. The student in charge will give a presentation on their assigned section.
The other students will ask questions regarding the presentation.
Preparation and revision of the text, and preparation for the presentation 200minutes
7. The student in charge will give a presentation on their assigned section.
The other students will ask questions regarding the presentation.
Preparation and revision of the text, and preparation for the presentation 200minutes
8. The student in charge will give a presentation on their assigned section.
The other students will ask questions regarding the presentation.
Preparation and revision of the text, and preparation for the presentation 200minutes
9. The student in charge will give a presentation on their assigned section.
The other students will ask questions regarding the presentation.
Preparation and revision of the text, and preparation for the presentation 200minutes
10. The student in charge will give a presentation on their assigned section.
The other students will ask questions regarding the presentation.
Preparation and revision of the text, and preparation for the presentation 200minutes
11. The student in charge will give a presentation on their assigned section.
The other students will ask questions regarding the presentation.
Preparation and revision of the text, and preparation for the presentation 200minutes
12. The student in charge will give a presentation on their assigned section.
The other students will ask questions regarding the presentation.
Preparation and revision of the text, and preparation for the presentation 200minutes
13. The student in charge will give a presentation on their assigned section.
The other students will ask questions regarding the presentation.
Preparation and revision of the text, and preparation for the presentation 200minutes
14. The student in charge will give a presentation on their assigned section.
The other students will ask questions regarding the presentation.
Preparation and revision of the text, and preparation for the presentation 200minutes
Total. - - 2660minutes
Evaluation method and criteria
A score of 60 or higher on the submitted report will be considered acceptable.
A score of 60 is equivalent to a simple explanation of the basic theories of the nervous system and computational neuroscience.
Feedback on exams, assignments, etc.
ways of feedback specific contents about "Other"
Feedback in the class
Textbooks and reference materials
An Introduction to Neuroscience for Engineers (in Japanese)
Author: Hirotomo Takahashi
Publisher: Nikkan Kogyo Shimbun
Publication Date: 25 March 2016
Language: Japanese
Book length: 224 pages
ISBN-10: 4526075361
ISBN-13: 978-4526075360
Prerequisites
Nothing in particular, but think about your own relationship to neuroscience.
Office hours and How to contact professors for questions
  • Tuesday 12:30-13:20
Regionally-oriented
Non-regionally-oriented course
Development of social and professional independence
  • Non-social and professional independence development course
Active-learning course
N/A
Course by professor with work experience
Work experience Work experience and relevance to the course content if applicable
N/A not applicable
Education related SDGs:the Sustainable Development Goals
  • 3.GOOD HEALTH AND WELL-BEING
  • 9.INDUSTRY, INNOVATION AND INFRASTRUCTURE
Last modified : Tue Mar 17 04:07:28 JST 2026