{"id":931,"date":"2022-05-16T11:37:29","date_gmt":"2022-05-16T02:37:29","guid":{"rendered":"https:\/\/www.waseda.jp\/inst\/smartse\/?p=931"},"modified":"2026-04-14T11:49:29","modified_gmt":"2026-04-14T02:49:29","slug":"k09-%e7%b5%84%e8%be%bc%e3%81%bf%e3%83%bb%e3%83%aa%e3%82%a2%e3%83%ab%e3%82%bf%e3%82%a4%e3%83%a0%e3%82%b7%e3%82%b9%e3%83%86%e3%83%a0","status":"publish","type":"post","link":"https:\/\/www.waseda.jp\/inst\/smartse\/subject\/931","title":{"rendered":"K09 \u7d44\u8fbc\u307f\u30fb\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0"},"content":{"rendered":"<h3>\u6982\u8981<\/h3>\n<p>\u751f\u6210AI\u6280\u8853\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306a\u3069\uff09\u3092\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u306b\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306e\u57fa\u790e\u7406\u8ad6\u3068\u5b9f\u8df5\u7684 \u624b\u6cd5\u3092\u5b66\u3076\u3002<br \/>\nRaspberry Pi\u4e0a\u3067\u8efd\u91cf\u30e2\u30c7\u30eb\u3092\u52d5\u4f5c\u3055\u305b\u308b\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u901a\u3057\u3066\u3001\u6027\u80fd\u9650\u754c\u30fb\u8efd\u91cf\u5316\u6280\u8853\u30fb \u30af\u30e9\u30a6\u30c9\u3068\u306e\u5206\u62c5\u8a2d\u8a08\u3092\u4f53\u611f\u3059\u308b\u3002 \u6700\u7d42\u7684\u306b\u300c\u30a8\u30c3\u30b8AI\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u8fbc\u3093\u3060\u30d7\u30ed\u30c0\u30af\u30c8\u4f01\u753b\u66f8\u300d\u3092\u4f5c\u6210\u3057\u3001\u73fe\u5b9f\u7684\u306a\u6280\u8853\u9078\u5b9a \u3068\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u5224\u65ad\u306e\u529b\u3092\u990a\u3046\u3002 <\/p>\n<h3>\u62c5\u5f53\u8005<\/h3>\n<p>\u4e2d\u5cf6 \u9054\u592b\uff08\u65e9\u7a32\u7530\u5927\u5b66\uff09<br \/>\n\u7530\u6df5 \u5927\u5c06<br \/>\n\u5927\u7532 \u96bc\u571f<\/p>\n<h3>\u5230\u9054\u76ee\u6a19<\/h3>\n<p>\u4ee5\u4e0b\u306e\u77e5\u8b58\u3084\u30b9\u30ad\u30eb\u3092\u7fd2\u5f97\u3059\u308b\u3053\u3068\u3092\u76ee\u6a19\u3068\u3059\u308b\u3002<br \/>\n\u2010\u751f\u6210AI\uff08\u7279\u306bLLM\uff09\u306e\u57fa\u672c\u69cb\u9020\u3068\u30ea\u30bd\u30fc\u30b9\u8981\u6c42\u3092\u7406\u89e3\u3059\u308b\u3002<br \/>\n\u2010\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3067\u751f\u6210AI\u3092\u52d5\u4f5c\u3055\u305b\u308b\u969b\u306e\u6027\u80fd\u9650\u754c\u3092\u4f53\u611f\u3059\u308b\u3002<br \/>\n\u2010\u30e2\u30c7\u30eb\u8efd\u91cf\u5316\u30fb\u84b8\u7559\u30fb\u30af\u30e9\u30a6\u30c9\u9023\u643a\u306e\u57fa\u790e\u624b\u6cd5\u3092\u7406\u89e3\u3059\u308b\u3002<br \/>\n\u2010\u30a8\u30c3\u30b8AI\u3092\u6d3b\u7528\u3057\u305f\u73fe\u5b9f\u7684\u306a\u30d7\u30ed\u30c0\u30af\u30c8\u4f01\u753b\u3092\u7acb\u6848\u3067\u304d\u308b\u3002 <\/p>\n<h3>\u6e96\u5099\u5b66\u7fd2\u30fb\u524d\u63d0\u77e5\u8b58<\/h3>\n<p>\u2010Python\u306e\u57fa\u672c\u64cd\u4f5c\uff08\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30fb\u30b9\u30af\u30ea\u30d7\u30c8\u5b9f\u884c\u30ec\u30d9\u30eb\uff09<br \/>\n\u2010Raspberry Pi\u306a\u3069\u5c0f\u578b\u30c7\u30d0\u30a4\u30b9\u3067\u306e\u57fa\u672c\u7684\u64cd\u4f5c\u7d4c\u9a13<br \/>\n\u2010AI\u30e2\u30c7\u30eb\u306e\u57fa\u672c\u6982\u5ff5\uff08\u6a5f\u68b0\u5b66\u7fd2\u30fb\u63a8\u8ad6\u306e\u6d41\u308c\uff09<br \/>\n\u2010Google Colab\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306eGoogle\u30a2\u30ab\u30a6\u30f3\u30c8 <\/p>\n<h3>\u5c65\u4fee\u6642\u9593<\/h3>\n<p>\u6642\u6570\uff1a4\u30b3\u30de\u3000\u3000\u6642\u9593\u6570\uff1a6\u6642\u9593<\/p>\n<h3>\u5b9f\u65bd\u65b9\u6cd5<\/h3>\n<p>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\uff08Zoom or \u5bfe\u9762\u3000\u203b\u53c2\u52a0\u65b9\u6cd5\u306f\u9078\u629e\u53ef\u80fd\uff09<br \/>\n\u203b\u6f14\u7fd2\u3067\u306fRaspberry Pi\u3092\u7528\u3044\u308b\u3002\u53d7\u8b1b\u8005\u306f\u81ea\u8eab\u306e\u7aef\u672b\u307e\u305f\u306f\u8cb8\u4e0e\u6a5f\u6750\u3092\u4f7f\u7528\u3002 <\/p>\n<h3>\u8a08\u753b<\/h3>\n<table class=\"table table-colored-tbhd\">\n<tbody>\n<tr style=\"height: 24px;\">\n<th style=\"width: 5%; height: 24px;\">\u56de<\/th>\n<th style=\"width: 45%; height: 24px; text-align: left;\">\u6982\u8981<\/th>\n<th style=\"width: 18%; text-align: left;\">\u8b1b\u5e2b<\/th>\n<th style=\"width: 18%; text-align: left;\">\u5b9f\u65bd\u65b9\u6cd5<\/th>\n<th style=\"width: 14%; text-align: left;\">\u8b1b\u7fa9\u5f62\u614b<\/th>\n<\/tr>\n<tr>\n<td>1<\/td>\n<td>\u5148\u7aef\u7d44\u8fbc\u307fIoT\u30b7\u30b9\u30c6\u30e0<\/td>\n<td>\u4e2d\u5cf6 \u9054\u592b<\/td>\n<td>Zoom or \u5bfe\u9762<\/td>\n<td>\u5ea7\u5b66<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u751f\u6210AI\u306e\u4ed5\u7d44\u307f\u3068\u30a8\u30c3\u30b8\u5b9f\u88c5\u306e\u73fe\u5b9f<br \/>\n\uff08Raspberry Pi\u4e0a\u3001Google Colab \u4e0a\u3067\u305d\u308c\u305e\u308cSLM\u3092\u52d5\u4f5c\u3055\u305b\u308b\uff09<\/td>\n<td>\u7530\u6df5 \u5927\u5c06<br \/>\n\u5927\u7532 \u96bc\u571f <\/td>\n<td>Zoom or \u5bfe\u9762<\/td>\n<td>\u5ea7\u5b66<br \/>\n\u30cf\u30f3\u30ba\u30aa\u30f3<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u8efd\u91cf\u5316\u30fb\u84b8\u7559\u30fb\u5206\u6563\u63a8\u8ad6\u306e\u57fa\u790e<\/td>\n<td>\u7530\u6df5 \u5927\u5c06<br \/>\n\u5927\u7532 \u96bc\u571f <\/td>\n<td>Zoom or \u5bfe\u9762<\/td>\n<td>\u5ea7\u5b66<br \/>\n\u30cf\u30f3\u30ba\u30aa\u30f3<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u30a8\u30c3\u30b8AI\u30d7\u30ed\u30c0\u30af\u30c8\u8a2d\u8a08\u3068\u6280\u8853\u5224\u65ad<br \/>\n(\u30a8\u30c3\u30b8\u306b\u3066SLM\u3092\u7d44\u307f\u8fbc\u3093\u3060\u30d7\u30ed\u30c0\u30af\u30c8)<\/td>\n<td>\u7530\u6df5 \u5927\u5c06<br \/>\n\u5927\u7532 \u96bc\u571f <\/td>\n<td>Zoom or \u5bfe\u9762<\/td>\n<td>\u6f14\u7fd2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u6a5f\u6750<\/h3>\n<p>\u5168\u54e1\u914d\u5e03\uff1aRaspberry Pi 5\uff088GB\uff09\u3001\u30bb\u30f3\u30b5\u30b9\u30bf\u30fc\u30bf\u30fc\u30ad\u30c3\u30c8<br \/>\n\u5404\u81ea\u7528\u610f\uff1a\u30c7\u30a3\u30b9\u30d7\u30ec\u30a4\u3001\u30ad\u30fc\u30dc\u30fc\u30c9\u3001\u30de\u30a6\u30b9(\u3044\u305a\u308c\u3082Raspberry Pi \u64cd\u4f5c\u7528)\u3001USB\u30e1\u30e2\u30ea(8GB\u7a0b\u5ea6\u3067\u53ef)<br \/>\n\u203b\u6559\u5ba4\u3067\u306e\u5bfe\u9762\u53d7\u8b1b\u8005\u3078\u306f\u30c7\u30a3\u30b9\u30d7\u30ec\u30a4\u3001\u30ad\u30fc\u30dc\u30fc\u30c9\u3001\u30de\u30a6\u30b9\u3092\u8cb8\u51fa\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n<h3>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2<\/h3>\n<p>Python 3.x\uff08\u6a19\u6e96\u74b0\u5883\uff09<br \/>\nllama.cpp \/ Ollama \u306a\u3069\u306e\u8efd\u91cf\u30e2\u30c7\u30eb\u5b9f\u884c\u74b0\u5883<br \/>\n\u4efb\u610f\u306e\u30c6\u30ad\u30b9\u30c8\u30a8\u30c7\u30a3\u30bf\uff08VSCode\u63a8\u5968\uff09<br \/>\n\u91cf\u5b50\u5316\u6e08\u307f\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\uff08\u4e8b\u524d\u914d\u5e03\u4e88\u5b9a\uff09<br \/>\n\u203b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u306f\u8b1b\u7fa9\u524d\u306b\u5225\u9014\u6307\u793a<\/p>\n<h3>\u53c2\u8003\u66f8<\/h3>\n<p>\u2010\u6238\u5ddd\u671b\u3001\u60c5\u5831\u51e6\u7406\u5b66\u4f1a\u7d44\u8fbc\u307f\u30b7\u30b9\u30c6\u30e0\u7814\u7a76\u4f1a(\u8457)\u3001\u7d44\u8fbc\u307f\u30b7\u30b9\u30c6\u30e0\u6982\u8ad6\u3001CQ\u51fa\u7248\u30012008<br \/>\n\u2010K.C. Wang(\u8457)\u3001Embedded and Real-Time Operating Systems\u3001Springer\u30012017<br \/>\n\u2010Timothy Chou(\u8457)\u3001Precision: Principles, Practices and Solutions for the Internet of Things\u3001Lulu.com\u30012016<br \/>\n\u2010\u30c8\u30e9\u30f3\u30b8\u30b9\u30bf\u6280\u8853\u7de8\u96c6\u90e8(\u8457)\u3001\u30e9\u30ba\u30d1\u30a4\u3067\u5165\u9580!Linux I\/O\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u6559\u79d1\u66f8\u3001CQ\u51fa\u7248\u30012019<\/p>\n<h3>\u8a55\u4fa1<\/h3>\n<p>\u63d0\u51fa\u30ec\u30dd\u30fc\u30c8\uff08100\uff05\uff09<br \/>\n\u3010\u30a8\u30c3\u30b8AI\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u8fbc\u3093\u3060\u30d7\u30ed\u30c0\u30af\u30c8\u4f01\u753b\u66f8\u3011<br \/>\n    -\u6280\u8853\u7684\u7406\u89e3\uff1a\u8efd\u91cf\u5316\u30fb\u69cb\u6210\u9078\u5b9a\u306e\u59a5\u5f53\u6027<br \/>\n    -\u8ad6\u7406\u6027\uff1a\u554f\u984c\u8a2d\u5b9a\u3068\u6280\u8853\u63d0\u6848\u306e\u4e00\u8cab\u6027<br \/>\n    -\u5b9f\u73fe\u53ef\u80fd\u6027\uff1a\u5236\u7d04\u30fb\u30ea\u30b9\u30af\u306e\u8003\u616e <\/p>\n<h3>\u53c2\u8003\u60c5\u5831<\/h3>\n<p><a class=\"pdf\" href=\"https:\/\/www.waseda.jp\/inst\/smartse\/assets\/uploads\/2022\/05\/3731249dbeff3d5367817b72a5f1072a.pdf\" target=\"_blank\" rel=\"noopener\">2020\u5e74\u5ea6\u3000K09\u3000iCD\u30b9\u30ad\u30eb\u30de\u30c3\u30d4\u30f3\u30b0\u3000\u03b2\u7248<\/a><br \/>\n\u203b\u4eca\u5f8c\u898b\u76f4\u3057\u306e\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6982\u8981 \u751f\u6210AI\u6280\u8853\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306a\u3069\uff09\u3092\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u306b\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306e\u57fa\u790e\u7406\u8ad6\u3068\u5b9f\u8df5\u7684 \u624b\u6cd5\u3092\u5b66\u3076\u3002 Raspberry Pi\u4e0a\u3067\u8efd\u91cf\u30e2\u30c7\u30eb\u3092\u52d5\u4f5c\u3055\u305b\u308b\u30cf\u30f3\u30ba\u30aa\u30f3\u3092\u901a\u3057\u3066\u3001\u6027\u80fd\u9650\u754c\u30fb\u8efd\u91cf\u5316\u6280\u8853\u30fb \u30af\u30e9\u30a6\u30c9\u3068\u306e\u5206\u62c5\u8a2d\u8a08 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[105],"tags":[],"class_list":["post-931","post","type-post","status-publish","format-standard","hentry","category-subject"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.waseda.jp\/inst\/smartse\/wp-json\/wp\/v2\/posts\/931","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.waseda.jp\/inst\/smartse\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.waseda.jp\/inst\/smartse\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.waseda.jp\/inst\/smartse\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.waseda.jp\/inst\/smartse\/wp-json\/wp\/v2\/comments?post=931"}],"version-history":[{"count":2,"href":"https:\/\/www.waseda.jp\/inst\/smartse\/wp-json\/wp\/v2\/posts\/931\/revisions"}],"predecessor-version":[{"id":7956,"href":"https:\/\/www.waseda.jp\/inst\/smartse\/wp-json\/wp\/v2\/posts\/931\/revisions\/7956"}],"wp:attachment":[{"href":"https:\/\/www.waseda.jp\/inst\/smartse\/wp-json\/wp\/v2\/media?parent=931"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.waseda.jp\/inst\/smartse\/wp-json\/wp\/v2\/categories?post=931"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.waseda.jp\/inst\/smartse\/wp-json\/wp\/v2\/tags?post=931"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}