{"id":209995,"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00209995","sets":["1164:4842:10509:10546"]},"path":["10546"],"owner":"44499","recid":"209995","title":["2年次基礎ゼミナールにおけるGoogle Colaboratoryを利用したデータサイエンス教育の実践"],"pubdate":{"attribute_name":"公開日","attribute_value":"2021-03-06"},"_buckets":{"deposit":"30bb7b08-9182-47a3-aca3-e9ed5f1d95cb"},"_deposit":{"id":"209995","pid":{"type":"depid","value":"209995","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"2年次基礎ゼミナールにおけるGoogle Colaboratoryを利用したデータサイエンス教育の実践","author_link":["530738","530741","530740","530739"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"2年次基礎ゼミナールにおけるGoogle Colaboratoryを利用したデータサイエンス教育の実践"},{"subitem_title":"Practice of Data Science Education using Google Colaboratory in the second-year seminar","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"研究論文セッション","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2021-03-06","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"北陸大学経済経営学部"},{"subitem_text_value":"北陸大学経済経営学部"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Faculty of Economics and Management, Hokuriku University","subitem_text_language":"en"},{"subitem_text_value":"Faculty of Economics and Management, Hokuriku University","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_publisher":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"情報処理学会","subitem_publisher_language":"ja"}]},"publish_status":"0","weko_shared_id":-1,"item_file_price":{"attribute_name":"Billing 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雄紀"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"日下, 恭輔"}],"nameIdentifiers":[{}]}]},"item_4_creator_6":{"attribute_name":"著者名(英)","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"Yuki, Fujimoto","creatorNameLang":"en"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"Kyosuke, Kusaka","creatorNameLang":"en"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10096193","subitem_source_identifier_type":"NCID"}]},"item_4_textarea_12":{"attribute_name":"Notice","attribute_value_mlt":[{"subitem_textarea_value":"SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc."}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_18gh","resourcetype":"technical report"}]},"item_4_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-8930","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"本学では 2 年次必修科目として，経済，経営，スポーツ，法律，情報分野の資料読解とディスカッションを通して，多分野の知識理解を深めると共に文章読解能力を高めるための基礎ゼミナールを開講している．情報分野の単元では，昨今のデータサイエンス教育への機運の高まりを受けて，人工知能やデータ分析に関する教材作成が求められたが，専門の異なる複数教員による同時開講科目であるため，教員の専門性を問わない教材の開発が急務であった．そこで，クラウドの開発環境である Google Colaboratory を使った教材を提供し，学生が中心となってデータ分析に必要なデータの前処理，視覚化を体験できる演習を実践した．この演習の教育効果を測定するため，① 専門外かつ Excel を活用するゼミ，② 専門かつ Excel を活用するゼミ，③ 専門外かつ Google Colaboratory を活用するゼミ，④ 専門かつ Google Colaboratory を活用するゼミに分け，演習前後にアンケート，授業後に理解度確認テストを実施して結果を比較した．アンケートの結果，人工知能に対する興味関心はいずれの教員クラスにおいても高くなった傾向がみられた．また，理解度確認テストにおいても，データ分析の処理手順や結果の考察を自分なりに説明できている受講生が多く，教員の専門性に依らず，人工知能の仕組みやデータ分析手法の理解向上に効果があることがわかった．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"8","bibliographic_titles":[{"bibliographic_title":"研究報告コンピュータと教育（CE）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2021-03-06","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"28","bibliographicVolumeNumber":"2021-CE-159"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"updated":"2025-01-19T18:18:53.423741+00:00","created":"2025-01-19T01:11:16.267328+00:00","links":{}}