\u30c7\u30fc\u30bf\u30b5\u30a4\u30f3\u30a8\u30f3\u30b9 Project Based Learning I\/II\u3067\u306f\u30d0\u30a4\u30aa\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u30de\u30c6\u30ea\u30a2\u30eb\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u9818\u57df\u3067\u306e\u5b9f\u969b\u306e\u7814\u7a76\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3057\u305f\u5b9f\u7fd2\u3092\u3068\u304a\u3057\u3066\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5fdc\u7528\u306b\u3064\u3044\u3066\u5b66\u3076\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3059\u3002\/ In this course “Data Science Project Based Learning I\/II”, we will provide practical training for applications of data science based on recent researches in bio science and material science.<\/p>\r\n\r\n\r\n
\u30b3\u30fc\u30b9\u306f7~9\u6708\u306ePBL I\u306810~12\u6708\u306ePBL II\u306b\u5206\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u9078\u629e\u3057\u305f\u5b66\u751f\u306f\u4e21\u65b9\u304c\u5fc5\u4fee\u3067\u3059\u304c\u305d\u308c\u4ee5\u5916\u306e\u5b66\u751f\u306b\u3064\u3044\u3066\u306fPBL I\u3060\u3051\u306e\u53d7\u8b1b\u3082\u53ef\u80fd\u3067\u3059\u3002\/ This course is composed of PBL I (Jul. ~ Sep.) and PBL II (Oct. ~ Dec.). Note that the students in the Data Science Program shall take the both, otherwise you may take just PBL I.<\/p>\r\n\r\n\r\n
PBL I \u3067\u306f5\u30016\u4eba\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u304b\u308c\u3001\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u3068\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4e2d\u304b\u3089\u30c6\u30fc\u30de\u3092\u3072\u3068\u3064\u9078\u629e\u3057\u3066\u5171\u540c\u3067\u8b70\u8ad6\u3057\u306a\u304c\u3089\u5206\u6790\u3001\u8003\u5bdf\u3001\u691c\u8a3c\u3057\u3001\u305d\u306e\u7d50\u679c\u306b\u3064\u3044\u3066\u767a\u8868\u3057\u3066\u3082\u3089\u3044\u307e\u3059\u3002\/ In PBL I, we will ask you to form groups of 5~6 students and choose one of the themes and datasets we prepared. And work together to analyze the data, discuss and verify, and present your results.<\/p>\r\n\r\n\r\n
PBL II\u3067\u306f\u5404\u81ea\u3001\u81ea\u5206\u306e\u7814\u7a76\u30c6\u30fc\u30de\u3067\u6271\u3063\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092\u5bfe\u8c61\u3068\u3057\u3066\u3001\u5fc5\u8981\u306a\u89e3\u6790\u624b\u6cd5\u3092\u5b66\u3073\u3001\u5de5\u592b\u3057\u306a\u304c\u3089\u9069\u7528\u3057\u3001\u7814\u7a76\u306e\u9032\u5c55\u306b\u7e4b\u3052\u3066\u3082\u3089\u3046\u3053\u3068\u3092\u76ee\u6a19\u3068\u3057\u307e\u3059\u3002\/ In PBL II, we ask each students to learn the methods of data science to apply them to their own research themes.<\/p>\r\n\r\n\r\n
PBL I\u3067\u306f\u6700\u521d\u306b\u30c6\u30fc\u30de\u8aac\u660e\u3068\u30b0\u30eb\u30fc\u30d7\u5206\u3051\u3068\u3092\u884c\u3044\u3001\u6700\u5f8c\u306b\u767a\u8868\u3092\u884c\u3063\u3066\u3082\u3089\u3046\u4e88\u5b9a\u3067\u3059\u304c\u3001\u672c\u5e74\u5ea6\u306f\u30aa\u30f3\u30e9\u30a4\u30f3\u4f1a\u8b70\u307e\u305f\u306f\u30aa\u30f3\u30e9\u30a4\u30f3\u3068\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u3068\u3059\u308b\u4e88\u5b9a\u3067\u3059\u3002In\u00a0PBL I, we will first introduce the tasks and themes and make the working groups. And in the end of the term, we will ask you to present your results. Note that, in this year, we plan to use an online conference for both.<\/p>\r\n\r\n\r\n
\u8ab2\u984c\u8aac\u660e \/\u00a0Course Introduction<\/strong><\/p>\r\n\r\n\r\n 7\u670830(\u6c34) \/30, July (Wed.), 13:30-15:00<\/p>\r\n \u8ab2\u984c\u306e\u9032\u3081\u65b9\u306b\u3064\u3044\u3066\u306e\u8aac\u660e\u53ca\u3073\u30b0\u30eb\u30fc\u30d7\u5206\u3051\u3092\u767a\u8868\u3057\u307e\u3059\u3002 \u30b0\u30eb\u30fc\u30d7\u767a\u8868 \/ Group Presentation<\/strong><\/p>\r\n\r\n\r\n 9\u670824(\u6c34) \/ 24, Sep (Wed.) 9:20-12:30<\/p>\r\n \u5404\u30b0\u30eb\u30fc\u30d7\u3054\u3068\u306e\u6210\u679c\u767a\u8868\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3002 \u671f\u9593\u4e2d\u306e\u4f5c\u696d\u306b\u3064\u3044\u3066\u306f\u3001\u30b0\u30eb\u30fc\u30d7\u5185\u3067\u81ea\u7531\u306b\u8abf\u6574\u3057\u3066\u9032\u3081\u3066\u69cb\u3044\u307e\u305b\u3093\u30021\u9031\u9593\u304b\u3001\u5c11\u306a\u304f\u3068\u30822\u9031\u9593\u306b\u4e00\u56de\u306f\u96c6\u307e\u3063\u3066\u9032\u6357\u3092TA\u3068\u5171\u6709\u3059\u308b\u3088\u3046\u306b\u3002PBL\u7528\u306eSlack\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3092\u8a2d\u5b9a\u3057\u307e\u3057\u305f\u306e\u3067\u3001\u5404\u81ea\u6d3b\u7528\u3057\u3066\u9023\u7d61\u3084\u76f8\u8ac7\u306b\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002 \/ During the term, arrange and share your tasks in each group. Please have a discussion meeting in every one or two weeks. We have invited you to a Slack workspace to make use to promote your joint works.<\/p>\r\n \u30ec\u30dd\u30fc\u30c8\u63d0\u51fa \/ Report submission<\/strong><\/p>\r\n\r\n\r\n 1. Summarize the works of your group<\/p>\r\n\r\n\r\n 2. Explain your contribution in the group<\/p>\r\n\r\n\r\n A4 2 pages (excluding figures and references)<\/p>\r\n\r\n\r\n \u63d0\u51fa\u5148 \/ Submission\uff1a NAIST \u6559\u52d9\u30dd\u30fc\u30bf\u30eb\u30b7\u30b9\u30c6\u30e0 edu-portal.naist.jp<\/p>\r\n \u69d8\u5f0f \/ Style : A4 2 pages (PDF file), (docx\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306f\u4ee5\u4e0b\u306b\u30ea\u30f3\u30af\u3057\u3066\u3042\u308a\u307e\u3059 \/ a template is given below)<\/span><\/p>\r\n \u30d5\u30a1\u30a4\u30eb\u540d \/ File name: {Student ID}_{LastName}_{FirstName}.pdf<\/p>\r\n<\/div>\r\n<\/div>\r\n <\/p>\r\n<\/div>\r\n<\/div>\r\n\r\n\r\n \u30c6\u30fc\u30de\u306e\u8cc7\u6599\u3001\u53c2\u8003\u6587\u732e\u306a\u3069\u306f\u4ee5\u4e0b\u306e\u30ea\u30f3\u30af\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002\/ Detail resources and documentations will be updated in this site.<\/p>\r\n\r\n\r\n <\/p>\r\n <\/p>\r\n\r\n\r\n PBL II\u306f\u3001\u5404\u4eba\u304c\u81ea\u5206\u306e\u7814\u7a76\u30c6\u30fc\u30de\u95a2\u9023\u306e\u8ab2\u984c\u3001\u3042\u308b\u3044\u306f\u8208\u5473\u306e\u3042\u308b\u5225\u306e\u8ab2\u984c\u306b\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u7684\u306a\u8996\u70b9\u304b\u3089\u53d6\u308a\u7d44\u307f\u3001\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210\u3001\u63d0\u51fa\u3057\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002\u81ea\u5206\u306e\u7814\u7a76\u306b\u3064\u3044\u3066\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u7684\u306a\u624b\u6cd5\u3092\u9069\u7528\u3059\u308b\u306e\u304c\u96e3\u3057\u3044\u3001\u601d\u3044\u3064\u304b\u306a\u3044\u3001\u306a\u3069\u306e\u5834\u5408\u3001\u4e8b\u524d\u306b\u76f8\u8ac7\u3057\u3066\u3082\u3089\u3048\u308c\u3070\u3001\u4ed6\u9818\u57df\u306e\u5b66\u751f\u3068\u5171\u540c\u3067\u5206\u91ce\u878d\u5408\u7684\u306a\u30c6\u30fc\u30de\u3092\u9078\u3093\u3067\u3082\u3089\u3063\u3066\u3082\u69cb\u3044\u307e\u305b\u3093\u3002\u305f\u3060\u3057\u3001\u540c\u9818\u57df\u306e\u5b66\u751f\u3068\u30b0\u30eb\u30fc\u30d7\u3092\u7d44\u3080\u306e\u306f\u4e0d\u53ef\u3068\u3057\u307e\u3059\u3002\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u306e\u969b\u306b\u3082\u81ea\u5206\u3067\u89e3\u6790\u3092\u884c\u3044\u3001\u305d\u308c\u305e\u308c\u500b\u5225\u306b\u5831\u544a\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n\r\n At PBL II, each student will work on the themes related to his \/ her own research (or some other issues he \/ she is interested in) from a data science perspective, and submit a report. If it is difficult to apply data science methods to your research, or not sure about how to apply, you can consult with colleagues in other divisions and select a theme that is interdisciplinary, but it is not allowed to form groups with students in the same division. Remember that you should analyze and write a report by yourself individually.<\/p>\r\n\r\n\r\n \u306a\u304a\u3001\u63d0\u51fa\u3044\u305f\u3060\u3044\u305f\u30ec\u30dd\u30fc\u30c8\u304b\u3089\u3044\u304f\u3064\u304b\u512a\u79c0\u306a\u3082\u306e\u3092\u9078\u3093\u3067\u3001\u76f8\u4e92\u30ec\u30d3\u30e5\u30fc\u3092\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u884c\u3046\u3053\u3068\u3092\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u9078\u3070\u308c\u305f\u30ec\u30dd\u30fc\u30c8\u306f\u533f\u540d\u5316\u306e\u4e0a\u3001\u4ed6\u306e\u53d7\u8b1b\u8005\u306b\u516c\u958b\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u3054\u4e86\u627f\u304f\u3060\u3055\u3044\u3002 Note: We are planning to have an online review session later using selected reports. Your report may be anonymized and shown in that session. \u30b0\u30eb\u30fc\u30d7\u5185\u306e\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u53ca\u3073\u5168\u4f53\u7684\u306a\u8cea\u554f\u3001\u30a2\u30ca\u30a6\u30f3\u30b9\u306e\u305f\u3081\u306eSlack\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002\/ We have opened a Slack workspace for general announcement and group discussion.<\/p>\r\n\r\n\r\n \u53d7\u8b1b\u4e88\u5b9a\u306e\u5b66\u751f\u306b\u306f\u62db\u5f85\u30ea\u30f3\u30af\u3092\u30e1\u30fc\u30eb\u3057\u307e\u3059\u306e\u3067\u3001\u5404\u81ea\u30ed\u30b0\u30a4\u30f3\u3057\u3066\u4e0b\u3055\u3044\u3002\u30b9\u30bf\u30c3\u30d5\u3001TA\u5b9b\u306e\u8cea\u554f\u306f\u968f\u6642\u3053\u3061\u3089\u3067\u53d7\u3051\u4ed8\u3051\u307e\u3059\u306e\u3067\u3001\u8ab2\u984c\u306e\u9032\u3081\u65b9\u306a\u3069\u6c17\u306b\u306a\u308b\u70b9\u304c\u3042\u308c\u3070\u9060\u616e\u306a\u304f\u805e\u3044\u3066\u4e0b\u3055\u3044\u3002\/ We will send a mail of invitation URL so that you can login the workspace. Please feel free to ask any questions about the course, staff and TAs will answer on the board.<\/p>\r\n\r\n\r\n PBL\u2161\u306e\u30c6\u30fc\u30de\u306b\u3064\u3044\u3066\u76f8\u8ac7\u3092\u53d7\u3051\u308b\u305f\u3081\u3001TA\u306b\u3088\u308b\u30aa\u30d5\u30a3\u30b9\u30a2\u30ef\u30fc\u3092\u5f8c\u65e5\u8a2d\u3051\u308b\u4e88\u5b9a\u3067\u3059\u3002 Our office hour for off-line meeting will be scheduled later. Please feel free to come and ask any question about PBL II. \u30aa\u30d5\u30a3\u30b9\u30a2\u30ef\u30fc\u65e5\u6642\u00a0\/ date\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u5834\u6240 \/ rooms<\/p>\r\n\r\n\r\n <\/p>\r\n","protected":false},"excerpt":{"rendered":" 2025\u5e74\u5ea6\u3000\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9PBL I\/II\u3000AY 2025\u3000Data Science PBL I\/II \u30c7\u30fc\u30bf\u30b5\u30a4\u30f3\u30a8\u30f3\u30b9 Project Based Learning I\/II\u3067\u306f\u30d0\u30a4\u30aa\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u30de\u30c6\u30ea\u30a2\u30eb\u30b5\u30a4\u30a8 […]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_locale":"ja","_original_post":"http:\/\/www-dsc-vm.naist.jp\/dsc_naist\/?page_id=1101","_links_to":"","_links_to_target":""},"acf":[],"_links":{"self":[{"href":"http:\/\/www-dsc.naist.jp\/dsc_naist\/wp-json\/wp\/v2\/pages\/1101"}],"collection":[{"href":"http:\/\/www-dsc.naist.jp\/dsc_naist\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/www-dsc.naist.jp\/dsc_naist\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/www-dsc.naist.jp\/dsc_naist\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"http:\/\/www-dsc.naist.jp\/dsc_naist\/wp-json\/wp\/v2\/comments?post=1101"}],"version-history":[{"count":85,"href":"http:\/\/www-dsc.naist.jp\/dsc_naist\/wp-json\/wp\/v2\/pages\/1101\/revisions"}],"predecessor-version":[{"id":6207,"href":"http:\/\/www-dsc.naist.jp\/dsc_naist\/wp-json\/wp\/v2\/pages\/1101\/revisions\/6207"}],"wp:attachment":[{"href":"http:\/\/www-dsc.naist.jp\/dsc_naist\/wp-json\/wp\/v2\/media?parent=1101"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\r\nIntroduction of the tasks and themes, and arrangement of the working groups.<\/p>\r\n\r\n\r\n
\r\nPresentation of each group.<\/p>\r\n\r\n\r\n\r\n\t
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References<\/h5>\r\n
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References(2023)<\/h5>\r\n
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References (2022)<\/h5>\r\n
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References (2021)<\/h5>\r\n\r\n\r\n
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References (2020)<\/h5>\r\n\r\n\r\n
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DS-PBL II<\/h2>\r\n\r\n\r\n
\u30ec\u30dd\u30fc\u30c8 \/ Submission of the report<\/h5>\r\n\r\n\r\n
\r\n\t
\r\n\u305d\u306e\u305f\u3081\u3001\u3082\u3057\u3054\u81ea\u8eab\u306e\u7814\u7a76\u5185\u5bb9\u306b\u5b88\u79d8\u4e8b\u9805\u306a\u3069\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u6307\u5c0e\u6559\u54e1\u3068\u306e\u3054\u76f8\u8ac7\u306e\u4e0a\u3001\u4e00\u90e8\u306e\u5185\u5bb9\u3092\u975e\u516c\u958b\u306b\u3059\u308b\u3001\u3042\u308b\u3044\u306f\u8a73\u7d30\u3092\u4f0f\u305b\u308b\u306a\u3069\u306e\u5bfe\u7b56\u3092\u3068\u3063\u3066\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n\r\n
\r\nPlease consult your supervisor if your work includes confidential matters, so that you may exclude or hide some details.<\/p>\r\n\r\n\r\nSlack\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u306b\u3064\u3044\u3066<\/h5>\r\n\r\n\r\n
TA\u306b\u3088\u308b\u30aa\u30d5\u30a3\u30b9\u30a2\u30ef\u30fc\u65e5\u6642\u306b\u3064\u3044\u3066 \/ Office hour (Q and A time)<\/h5>\r\n\r\n\r\n
\r\n\u9023\u7d61\u306a\u3057\u3067\u8a2a\u554f\u3057\u3066\u9802\u3044\u3066\u7d50\u69cb\u3067\u3059\u304c\u3001\u4e8b\u524d\u306b\u30a2\u30dd\u30a4\u30f3\u30c8\u30e1\u30f3\u30c8\u3092\u53d6\u308a\u305f\u3044\u65b9\u306fds-pbl-faculty@is.naist.jp\u307e\u3067\u3054\u9023\u7d61\u304f\u3060\u3055\u3044\u3002
\r\n\u5c1a\u3001\u8a2a\u554f\u306e\u969b\u306f\u30de\u30b9\u30af\u306e\u7740\u7528\u306a\u3069\u611f\u67d3\u5bfe\u7b56\u3092\u5fd8\u308c\u305a\u304a\u9858\u3044\u3057\u307e\u3059\u3002<\/p>\r\n\r\n\r\n
\r\nYou need not have appointment to come in these hours, or, mail to ds-pbl-faculty@is.naist.jp.<\/p>\r\n\r\n\r\n