{"id":5056,"date":"2020-10-23T12:01:20","date_gmt":"2020-10-23T03:01:20","guid":{"rendered":"https:\/\/transynk.co.jp\/?post_type=blog&p=5056"},"modified":"2025-07-14T00:22:40","modified_gmt":"2025-07-13T15:22:40","slug":"supervised-unsupervised-learning","status":"publish","type":"blog","link":"https:\/\/transynk.co.jp\/en\/blog\/supervised-unsupervised-learning\/","title":{"rendered":"\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3051\u308b\u300c\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u300d\u3068\u300c\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u300d\u306e\u9055\u3044"},"content":{"rendered":"

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\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u306f<\/h3><\/div>

\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3051\u308b\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u306f\u3001\u5165\u529b\u3068\u305d\u308c\u306b\u5bfe\u3059\u308b\u6b63\u89e3\u30e9\u30d9\u30eb\u3092\u4f7f\u3044\u3001\u4e88\u6e2c\u5024\u3092\u6b63\u89e3\u30e9\u30d9\u30eb\u306b\u8fd1\u3065\u3051\u308b\u3053\u3068\u3092\u76ee\u6a19\u306b\u5b66\u7fd2\u3092\u884c\u3046\u624b\u6cd5\u3067\u3059\u3002<\/p>\n<\/div>

\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u4f8b<\/h3><\/div>

\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u66f4\u306b\u3001\u300c\u56de\u5e30\u300d\u3068\u300c\u5206\u985e\u300d\u306e\u4e8c\u7a2e\u985e\u306b\u5927\u304d\u304f\u5206\u3051\u3089\u308c\u307e\u3059\u3002\u56de\u5e30\u3068\u306f\u51fa\u529b\u5024\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u4f7f\u308f\u308c\u308b\u624b\u6cd5\u3067\u3001\u5bb6\u8cc3\u3001\u5e74\u53ce\u3001\u6c17\u6e29\u3001\u682a\u4fa1\u4e88\u6e2c\u306a\u3069\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u56de\u5e30\u306e\u4ee3\u8868\u7684\u306a\u624b\u6cd5\u306f\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u3067\u3059\u304c\u3001\u682a\u4fa1\u30c7\u30fc\u30bf\u306a\u3069\u306e\u5468\u671f\u6027\u306e\u3042\u308b\u30c7\u30fc\u30bf\u306b\u306f\u3001\u66f2\u7dda\u3067\u8868\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u975e\u6226\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n

\u300c\u5206\u985e\u300d\u3068\u306f\u3042\u3089\u304b\u3058\u3081\u8a2d\u5b9a\u3057\u305f\u30af\u30e9\u30b9\u306b\u30c7\u30fc\u30bf\u3092\u5272\u308a\u632f\u308b\u3053\u3068\u3092\u3044\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u5178\u578b\u7684\u306a\u4f8b\u3067\u3059\u304c\u3001\u753b\u50cf\u306b\u5199\u3063\u3066\u3044\u308b\u72ac\u3084\u732b\u306e\u8b58\u5225\u306f\u5206\u985e\u30bf\u30b9\u30af\u3067\u3059\u3002\u5206\u985e\u306e\u4ee3\u8868\u7684\u306a\u624b\u6cd5\u306f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3001knn\u6cd5\uff08k\u8fd1\u508d\u6cd5\uff09\u3001\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n

\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3092\u59cb\u3081\u308b\u524d\u306b\u3001\u5341\u5206\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u4f5c\u696d\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>

\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/h3><\/div>

\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\uff08self supervised learning\uff09\u306f\u81ea\u5df1\u300c\u6559\u5e2b\u3042\u308a\u300d\u3067\u3059\u304c\u3001\u6b21\u306b\u3054\u8aac\u660e\u3057\u3066\u3044\u304f\u3001\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306e\u90e8\u985e\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u540d\u306e\u901a\u308a\u3001\u6559\u5e2b\u304c\u306a\u3044\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3001\u81ea\u3089\u6559\u5e2b\u3092\u4f5c\u6210\u3057\u3001\u305d\u306e\u554f\u984c\u306b\u304a\u3044\u3066\u826f\u597d\u306a\u7279\u5fb4\u8868\u73fe\u3092\u7372\u5f97\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002\u6700\u8fd1\u306e\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u7814\u7a76\u3067\u306f<\/a>\u3001\u5fc5\u8981\u306a\u6b63\u89e3\u30c7\u30fc\u30bf\u91cf\u3092\u5f93\u6765\u306e1%\u307e\u3067\u5927\u5e45\u306b\u524a\u6e1b\u3057\u3001\u540c\u7cbe\u5ea6\u306e\u6027\u80fd\u304c\u767a\u63ee\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<\/div>

\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306e\u9055\u3044<\/h3><\/div>

\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u7570\u306a\u308b\u300c\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u300d\u306f\u3001\u6559\u5e2b\u30c7\u30fc\u30bf\u3092\u4f7f\u308f\u305a\u306b\u3001\u30c7\u30fc\u30bf\u306e\u672c\u8cea\u7684\u306a\u69cb\u9020\u3092\u6d6e\u304b\u3073\u4e0a\u304c\u3089\u305b\u308b\u65b9\u6cd5\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<\/div>

\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306e\u4f8b<\/h3><\/div>

\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306f\u4e3b\u306b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3067\u884c\u308f\u308c\u307e\u3059\u3002\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u30c7\u30fc\u30bf\u7fa4\u3092\u3044\u304f\u3064\u304b\u306e\u96c6\u307e\u308a\uff08\u30af\u30e9\u30b9\u30bf\uff09\u306b\u5206\u3051\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u672c\u8cea\u7684\u306a\u69cb\u9020\u3092\u6d6e\u304b\u3073\u4e0a\u304c\u3089\u305b\u308b\u65b9\u6cd5\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306b\u4e8b\u524d\u306b\u30af\u30e9\u30b9\u306b\u4e0e\u3048\u306a\u3044\u306e\u3067\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306b\u304a\u3051\u308b\u5206\u985e\u3068\u306f\u7570\u306a\u308b\u65b9\u6cd5\u3067\u3059\u3002\u4ee3\u8868\u7684\u306a\u624b\u6cd5\u306f\u3001\u30af\u30e9\u30b9\u30bf\u306e\u4e2d\u5fc3\u3092\u91cd\u5fc3\u306e\u4f4d\u7f6e\u306b\u305a\u3089\u3059 k-means\u6cd5\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306f\u3001\u81a8\u5927\u306a\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u4f5c\u696d\u304c\u3044\u3089\u305a\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3057\u3084\u3059\u3044\u3068\u3044\u3046\u30e1\u30ea\u30c3\u30c8\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n

\n

\u00a0<\/p>\n\n\n\n\n\n\n
#<\/th>\n\u5b66\u7fd2\u65b9\u6cd5<\/th>\n\u76ee\u7684\u5909\u6570<\/th>\n\u30e1\u30ea\u30c3\u30c8<\/th>\n<\/tr>\n<\/thead>\n
\u5206\u985e
(Classification\uff09<\/td>\n		\u6559\u5e2b\u3042\u308a<\/td>\n\u3042\u308a<\/td>\n\n

\u5b66\u7fd2\u304c\u5bb9\u6613<\/p>\n

\u5206\u985e\u7cbe\u5ea6\u304c\u9ad8\u3044<\/p>\n

\u76ee\u7684\u306b\u5408\u3063\u305f\u5206\u985e\u3092\u3084\u3063\u3066\u304f\u308c\u308b\u3002<\/p>\n<\/td>\n<\/tr>\n

\n

\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/p>\n

(Clustering)<\/p>\n<\/td>\n

\u6559\u5e2b\u306a\u3057<\/td>\n\u306a\u3057
\uff08\u5206\u985e\u6570\u306e\u307f\u6307\u5b9a\uff09<\/td>\n		\n

\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u4e0d\u8981<\/p>\n

\u30e9\u30d9\u30eb\u4ed8\u3051\u304c\u4e0d\u8981<\/p>\n

\u5b66\u7fd2\u306e\u624b\u9593\u304c\u3044\u3089\u306a\u3044<\/p>\n

\u4e88\u6e2c\u5916\u306e\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n

\u51fa\u5178: https:\/\/products.sint.co.jp\/aisia\/blog\/vol1-20#toc-1<\/a><\/p>\n

\u6a5f\u68b0\u5b66\u7fd2\u306f\u300c\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u300d\u3068\u300c\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u300d\u306b\u5927\u304d\u304f\u5206\u3051\u3089\u308c\u307e\u3059\u304c\u3001\u4ed6\u306b\u3082\u3001\u5f31\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/a>\uff08\u300c\u5f31\u3044\u300d\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u4ed8\u4e0e\u3057\u308b\u5b66\u7fd2\u6cd5\uff09\u3001\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\uff08\u5c11\u91cf\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u5927\u91cf\u306e\u30e9\u30d9\u30eb\u306a\u3057\u30c7\u30fc\u30bf\u3092\u3088\u308a\u5b66\u7fd2\u306b\u6d3b\u304b\u3059\u5b66\u7fd2\u6cd5\uff09\u3084\u5f37\u5316\u5b66\u7fd2<\/a>\uff08\u53ce\u76ca\u3092\u6700\u5927\u5316\u3059\u308b\u65b9\u7b56\u3092\u7372\u5f97\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u305f\u624b\u6cd5\uff09\u306a\u3069\u3082\u3042\u308a\u307e\u3059<\/p>\n<\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"

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