山口大学教務システム - 4261120310-機械学習特論

開講年度	開講学部等
2025	大学院創成科学研究科（博士後期）
開講学期	曜日時限	授業形態	AL（アクティブ・ラーニング）ポイント
前期	未定		5.0
時間割番号	科目名[英文名]			使用言語	単位数
4261120310	機械学習特論[Advanced Machine Learning]			日本語	2
担当教員（責任）[ローマ字表記]					メディア授業
間普真吾[MABU Shingo]					ー
担当教員[ローマ字表記]
間普真吾　[MABU Shingo], 楊　鯤昊, 池部怜　[IKEBE Satoru]
特定科目区分		対象学生		対象年次
ディプロマ・ポリシーに関わる項目			カリキュラムマップ(授業科目とDPとの対応関係はこちらから閲覧できます)

授業の目的と概要

Read papers on machine learning in a reading circle style, and learn and discuss the latest theories and research trends in machine learning.
The goal of the course is to "acquire a wide range of knowledge, abilities, and skills that will enable students to acquire advanced specialized knowledge in their major field and to carry out research as independent researchers," which is included in the basic educational policy of the Graduate School of Sciences and Technology for Innovation, Yamaguchi University.
(This course is held in Japanese)

授業の到達目標


Acquire knowledge of machine learning and its techniques and be able to apply them to your own research.

授業計画

【全体】

Research papers on machine learning are read in a circle style, and related techniques are introduced and discussed as necessary. The topics of the readings will be determined in consultation with the students. (Prior knowledge of feed-forward neural networks, especially convolutional neural networks is needed)

	項目	内容	授業時間外学習	備考

第1回	Reading papers 1	Reading papers and discussion	Preparation and review (estimated study time: 4 hours or more)

第2回

Reading papers 2

Reading papers and discussion

Preparation and review (estimated study time: 4 hours or more)

第3回

Reading papers 3

Reading papers and discussion

Preparation and review (estimated study time: 4 hours or more)

第4回

Reading papers 4

Reading papers and discussion

Preparation and review (estimated study time: 4 hours or more)

第5回

Reading papers 5

Reading papers and discussion

Preparation and review (estimated study time: 4 hours or more)

第6回

Reading papers 6

Reading papers and discussion

Preparation and review (estimated study time: 4 hours or more)

第7回

Presentation 1

Presentation of the selected papers

Preparation and review (estimated study time: 4 hours or more)

第8回

Reading papers 7

Reading papers and discussion

Preparation and review (estimated study time: 4 hours or more)

第9回

Reading papers 8

Reading papers and discussion

Preparation and review (estimated study time: 4 hours or more)

第10回

Reading papers 9

Reading papers and discussion

Preparation and review (estimated study time: 4 hours or more)

第11回

Reading papers 10

Reading papers and discussion

Preparation and review (estimated study time: 4 hours or more)

第12回

Reading papers 11

Reading papers and discussion

Preparation and review (estimated study time: 4 hours or more)

第13回

Reading papers 12

Reading papers and discussion

Preparation and review (estimated study time: 4 hours or more)

第14回

Reading papers 13

Reading papers and discussion

Preparation and review (estimated study time: 4 hours or more)

第15回

Presentation 2

Presentation of the selected papers

Preparation and review (estimated study time: 4 hours or more)

※AL（アクティブ・ラーニング）欄に関する注
・授業全体で、AL（アクティブ・ラーニング）が占める時間の割合を、それぞれの項目ごとに示しています。
・A〜Dのアルファベットは、以下の学修形態を指しています。
【A：グループワーク】、【B：ディスカッション・ディベート】、【C：フィールドワーク（実験・実習、演習を含む）】、【D：プレゼンテーション】

A: --%　B: 45%　C: --%　D: 5%

成績評価法

The evaluation is based on presentation (20%), assignment/report (multiple times) (60%), and class attitude/participation (20%).

教科書にかかわる情報

備考

参考書にかかわる情報

備考

メッセージ

This course is held in Japanese.

キーワード

持続可能な開発目標（SDGs）

(インフラ、産業化、イノベーション)強靱（レジリエント）なインフラ構築、包摂的かつ持続可能な産業化の促進及びイノベーションの推進を図る。

関連科目

履修条件

連絡先

mabu@yamaguchi-u.ac.jp

オフィスアワー

Available when in the office, but it is preferable to have an email contact in advance.

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