{"id":78114,"date":"2025-07-03T11:30:00","date_gmt":"2025-07-03T02:30:00","guid":{"rendered":"https:\/\/www.creationline.com\/tech-blog\/?p=78114"},"modified":"2025-07-03T11:44:52","modified_gmt":"2025-07-03T02:44:52","slug":"%e3%83%8b%e3%83%a5%e3%83%bc%e3%83%a9%e3%83%ab%e3%83%8d%e3%83%83%e3%83%88%e3%83%af%e3%83%bc%e3%82%af%e3%81%ae%e5%9f%ba%e7%a4%8e%e3%80%81%e5%8d%98%e7%b4%94%e3%83%91%e3%83%bc%e3%82%bb%e3%83%97%e3%83%88","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/chatgpt-ai\/ai\/78114","title":{"rendered":"\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u57fa\u790e\u3001\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3092\u5b66\u3076"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb (LLM) \u306e\u767a\u5c55\u306f\u76ee\u899a\u307e\u3057\u304f\u30012025\u5e74\u6642\u70b9\u3067\u3082\u65e5\u3005\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002LLM\u3092\u69cb\u6210\u3059\u308b\u306e\u306f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3059\u304c\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u6210\u3059\u308b\u306e\u306f\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3067\u3059\u3002\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u7406\u89e3\u3059\u308b\u7b2c\u4e00\u6b69\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3068\u306f<\/h2>\n\n\n\n<p>\u65e9\u901f\u3067\u3059\u304c\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306e\u5b9a\u7fa9\u3067\u3059\u3002\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>n\u500b\u306e\u5165\u529b x<\/li>\n\n\n\n<li>n\u500b\u306e\u91cd\u307f w<\/li>\n\n\n\n<li>\u30d0\u30a4\u30a2\u30b9 b<\/li>\n<\/ul>\n\n\n\n<p>\u306b\u5bfe\u3057<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51fa\u529b y (2\u5024)<\/li>\n<\/ul>\n\n\n\n<p>\u3092\u51fa\u529b\u3057\u307e\u3059\u3002u = b + x1w1 + x2w2 + ... + xnwn \u3068\u3059\u308b\u3068\u304d\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>y = 0 (u &lt;= 0), y = 1 (u &gt; 0)<\/li>\n<\/ul>\n\n\n\n<p>\u3068\u3044\u3046\u95a2\u6570\u3067\u66f8\u304d\u8868\u305b\u307e\u3059\u3002y\u306f2\u5024\u3067\u3042\u308c\u3070\u826f\u3044\u306e\u3067\u3001 -1\u30681\u306e2\u5024\u306b\u3059\u308b\u3053\u3068\u3082\u3042\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306f\u3088\u304f\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306a\u56f3\u3067\u8868\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/07\/simplep-2.svg\" alt=\"\" class=\"wp-image-78171\"\/><figcaption class=\"wp-element-caption\">\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306e\u56f3<\/figcaption><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3092\u8868\u73fe\u3059\u308b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">C\u8a00\u8a9e<\/h3>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">#include &lt;stdio.h>\n\n\/**\n * @param x \u5165\u529b\u30d9\u30af\u30c8\u30eb\n * @param w \u91cd\u307f\u30d9\u30af\u30c8\u30eb\n * @param size \u30d9\u30af\u30c8\u30eb\u306e\u30b5\u30a4\u30ba\n * @param b \u30d0\u30a4\u30a2\u30b9\n * @return 0 or 1\uff08\u30b9\u30c6\u30c3\u30d7\u95a2\u6570\u306e\u51fa\u529b\uff09\n *\/\nint perceptron(\n  const double x[],\n  const double w[],\n  const size_t size,\n  const double b) {\n\n  double u = b;\n  for (size_t i = 0; i &lt; size; i++) {\n    u += x[i] * w[i];\n  }\n  return u &lt;= 0 ? 0 : 1;\n}<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Python<\/h3>\n\n\n\n<p><a href=\"https:\/\/nisshingeppo.com\/ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u6a5f\u68b0\u5b66\u7fd2\u30ca\u30d3<\/a> \u3055\u3093\u306e <a href=\"https:\/\/nisshingeppo.com\/ai\/whats-perceptron\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3068\u306f?\u56f3\u89e3\u3067\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac!!<\/a> \u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3067\u554f\u984c\u3092\u89e3\u304f<\/h2>\n\n\n\n<p>\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3092\u4f7f\u3063\u3066\u554f\u984c\u3092\u89e3\u3044\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AND\u30b2\u30fc\u30c8<\/h3>\n\n\n\n<p>AND\u30b2\u30fc\u30c8 (<code>x1 = x2 = 1<\/code> \u306e\u6642\u3060\u3051y\u304c1\u306b\u306a\u308b) \u3092\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3067\u4f5c\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>x1<\/td><td>x2<\/td><td>y<\/td><\/tr><tr><td>0<\/td><td>0<\/td><td>0<\/td><\/tr><tr><td>0<\/td><td>1<\/td><td>0<\/td><\/tr><tr><td>1<\/td><td>0<\/td><td>0<\/td><\/tr><tr><td>1<\/td><td>1<\/td><td>1<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3053\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3059w\u3068b\u306e\u7d44\u307f\u5408\u308f\u305b\u306f1\u3064\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u4f8b\u3048\u3070<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>(w1, w2, b) = (0.5, 0.5, -0.6)<\/li>\n<\/ul>\n\n\n\n<p>\u3092\u63a1\u7528\u3059\u308b\u3068AND\u30b2\u30fc\u30c8\u3092\u8868\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e0b\u8a18\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u52d5\u4f5c\u3092\u78ba\u304b\u3081\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">#include &lt;stdio.h> \n \n\/** \n * @param x \u5165\u529b\u30d9\u30af\u30c8\u30eb \n * @param w \u91cd\u307f\u30d9\u30af\u30c8\u30eb \n * @param size \u30d9\u30af\u30c8\u30eb\u306e\u30b5\u30a4\u30ba \n * @param b \u30d0\u30a4\u30a2\u30b9 \n * @return 0 or 1\uff08\u30b9\u30c6\u30c3\u30d7\u95a2\u6570\u306e\u51fa\u529b\uff09 \n *\/ \nint perceptron( \n  const double x[], \n  const double w[], \n  const size_t size, \n  const double b) { \n \n  double u = b; \n  for (size_t i = 0; i &lt; size; i++) { \n    u += x[i] * w[i]; \n  } \n  return u &lt;= 0 ? 0 : 1; \n} \n \nint main(void) { \n  \/\/ AND \n  const double w[] = {0.5, 0.5}; \n  const double b = -0.6; \n  for (size_t i = 0; i &lt; 2; i++) { \n    for (size_t j = 0; j &lt; 2; j++) { \n      double x[] = {i, j}; \n      printf(\"x[0]: %f, x[1]: %f, y: %d\\n\", x[0], x[1], perceptron(x, w, 2, b)); \n    }   \n  } \n  return 0; \n} <\/pre>\n\n\n\n<p>\u3053\u308c\u3092\u30d3\u30eb\u30c9\u3057\u3066\u5b9f\u884c\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u51fa\u529b\u304c\u5f97\u3089\u308c\u3001\u6b63\u3057\u304fAND\u30b2\u30fc\u30c8\u3092\u69cb\u6210\u3067\u304d\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">x[0]: 0.000000, x[1]: 0.000000, y: 0\nx[0]: 0.000000, x[1]: 1.000000, y: 0\nx[0]: 1.000000, x[1]: 0.000000, y: 0\nx[0]: 1.000000, x[1]: 1.000000, y: 1<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">NAND\u30b2\u30fc\u30c8<\/h3>\n\n\n\n<p>NAND\u30b2\u30fc\u30c8 (<code>x1 = x2 = 1<\/code> \u306e\u5834\u5408\u306e\u307fy\u304c0\u306b\u306a\u308b) \u3092\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3067\u4f5c\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>x1<\/td><td>x2<\/td><td>y<\/td><\/tr><tr><td>0<\/td><td>0<\/td><td>1<\/td><\/tr><tr><td>0<\/td><td>1<\/td><td>1<\/td><\/tr><tr><td>1<\/td><td>0<\/td><td>1<\/td><\/tr><tr><td>1<\/td><td>1<\/td><td>0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3053\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3059w\u3068b\u306e\u7d44\u307f\u5408\u308f\u305b\u306f1\u3064\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u4f8b\u3048\u3070<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>(w1, w2, b) = (-0.5, -0.5, 0.6)<\/li>\n<\/ul>\n\n\n\n<p>\u3092\u63a1\u7528\u3059\u308b\u3068NAND\u30b2\u30fc\u30c8\u3092\u8868\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e0b\u8a18\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u52d5\u4f5c\u3092\u78ba\u304b\u3081\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">#include &lt;stdio.h>\n\n\/**\n * @param x \u5165\u529b\u30d9\u30af\u30c8\u30eb\n * @param w \u91cd\u307f\u30d9\u30af\u30c8\u30eb\n * @param size \u30d9\u30af\u30c8\u30eb\u306e\u30b5\u30a4\u30ba\n * @param b \u30d0\u30a4\u30a2\u30b9\n * @return 0 or 1\uff08\u30b9\u30c6\u30c3\u30d7\u95a2\u6570\u306e\u51fa\u529b\uff09\n *\/\nint perceptron(\n  const double x[],\n  const double w[],\n  const size_t size,\n  const double b) {\n\n  double u = b;\n  for (size_t i = 0; i &lt; size; i++) {\n    u += x[i] * w[i];\n  }\n  return u &lt;= 0 ? 0 : 1;\n}\n\nint main(void) {\n  \/\/ NAND\n  const double w[] = {-0.5, -0.5};\n  const double b = 0.6;\n  for (size_t i = 0; i &lt; 2; i++) {\n    for (size_t j = 0; j &lt; 2; j++) {\n      double x[] = {i, j}; \n      printf(\"x[0]: %f, x[1]: %f, y: %d\\n\", x[0], x[1], perceptron(x, w, 2, b));\n    }   \n  }\n  return 0;\n}<\/pre>\n\n\n\n<p>\u3053\u308c\u3092\u30d3\u30eb\u30c9\u3057\u3066\u5b9f\u884c\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u51fa\u529b\u304c\u5f97\u3089\u308c\u3001\u6b63\u3057\u304fNAND\u30b2\u30fc\u30c8\u3092\u69cb\u6210\u3067\u304d\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">x[0]: 0.000000, x[1]: 0.000000, y: 1\nx[0]: 0.000000, x[1]: 1.000000, y: 1\nx[0]: 1.000000, x[1]: 0.000000, y: 1\nx[0]: 1.000000, x[1]: 1.000000, y: 0<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">OR\u30b2\u30fc\u30c8<\/h3>\n\n\n\n<p>OR\u30b2\u30fc\u30c8 (<code>x1 = 1<\/code> \u307e\u305f\u306f <code>x2 = <\/code>1 \u306e\u5834\u5408\u306e\u307fy\u304c1\u306b\u306a\u308b) \u3092\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3067\u4f5c\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>x1<\/td><td>x2<\/td><td>y<\/td><\/tr><tr><td>0<\/td><td>0<\/td><td>0<\/td><\/tr><tr><td>0<\/td><td>1<\/td><td>1<\/td><\/tr><tr><td>1<\/td><td>0<\/td><td>1<\/td><\/tr><tr><td>1<\/td><td>1<\/td><td>1<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3053\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3059w\u3068b\u306e\u7d44\u307f\u5408\u308f\u305b\u306f1\u3064\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u4f8b\u3048\u3070<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>(w1, w2, b) = (0.6, 0.6, -0.5)<\/li>\n<\/ul>\n\n\n\n<p>\u3092\u63a1\u7528\u3059\u308b\u3068OR\u30b2\u30fc\u30c8\u3092\u8868\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e0b\u8a18\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u52d5\u4f5c\u3092\u78ba\u304b\u3081\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">#include &lt;stdio.h>\n\n\/**\n * @param x \u5165\u529b\u30d9\u30af\u30c8\u30eb\n * @param w \u91cd\u307f\u30d9\u30af\u30c8\u30eb\n * @param size \u30d9\u30af\u30c8\u30eb\u306e\u30b5\u30a4\u30ba\n * @param b \u30d0\u30a4\u30a2\u30b9\n * @return 0 or 1\uff08\u30b9\u30c6\u30c3\u30d7\u95a2\u6570\u306e\u51fa\u529b\uff09\n *\/\nint perceptron(\n  const double x[],\n  const double w[],\n  const size_t size,\n  const double b) {\n\n  double u = b;\n  for (size_t i = 0; i &lt; size; i++) {\n    u += x[i] * w[i];\n  }\n  return u &lt;= 0 ? 0 : 1;\n}\n\nint main(void) {\n  \/\/ OR\n  const double w[] = {0.6, 0.6};\n  const double b = -0.5;\n  for (size_t i = 0; i &lt; 2; i++) {\n    for (size_t j = 0; j &lt; 2; j++) {\n      double x[] = {i, j}; \n      printf(\"x[0]: %f, x[1]: %f, y: %d\\n\", x[0], x[1], perceptron(x, w, 2, b));\n    }   \n  }\n  return 0;\n}<\/pre>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">x[0]: 0.000000, x[1]: 0.000000, y: 0\nx[0]: 0.000000, x[1]: 1.000000, y: 1\nx[0]: 1.000000, x[1]: 0.000000, y: 1\nx[0]: 1.000000, x[1]: 1.000000, y: 1<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306e\u9650\u754c<\/h2>\n\n\n\n<p>\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306f\u3001\u7dda\u5f62\u5206\u96e2\u53ef\u80fd (\u5165\u529b\u3092\u7dda\u3084\u5e73\u9762\u3067\u5c5e\u6027\u3092\u5206\u3051\u3089\u308c\u308b\u554f\u984c) \u3057\u304b\u89e3\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002\u7dda\u5f62\u5206\u96e2\u53ef\u80fd\u3067\u306a\u3044\u554f\u984c\u306e\u4ee3\u8868\u4f8b\u306fXOR\u30b2\u30fc\u30c8\u3067\u3059\u3002XOR\u30b2\u30fc\u30c8\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">XOR\u30b2\u30fc\u30c8<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>x1<\/td><td>x2<\/td><td>y<\/td><\/tr><tr><td>0<\/td><td>0<\/td><td>0<\/td><\/tr><tr><td>0<\/td><td>1<\/td><td>1<\/td><\/tr><tr><td>1<\/td><td>0<\/td><td>1<\/td><\/tr><tr><td>1<\/td><td>1<\/td><td>0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4e0a\u8a18\u8868\u3092\u5f0f\u306b\u3059\u308b\u3068<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>b &lt;= 0<\/li>\n\n\n\n<li>b + w1 &gt; 0<\/li>\n\n\n\n<li>b + w2 &gt; 0<\/li>\n\n\n\n<li>b + w1 + w2 &lt;= 0<\/li>\n<\/ul>\n\n\n\n<p>\u306e4\u672c\u306e\u5f0f\u304c\u5f97\u3089\u308c\u307e\u3059\u3002\u3053\u306e4\u672c\u306e\u4e0d\u7b49\u5f0f\u306f\u77db\u76fe\u3057\u3066\u304a\u308a\u3001\u6b21\u306e\u3088\u3046\u306b\u8a3c\u660e\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>b + w1 &gt; 0, b + w2 &gt; 0 \u3088\u308a\n<ul class=\"wp-block-list\">\n<li>w1 + w2 &gt; -2b<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>b + w1 + w2 &lt;= 0 \u3088\u308a\n<ul class=\"wp-block-list\">\n<li>w1 + w2 &lt;= -b<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>w1 + w2 &gt; -2b, w1 + w2 &lt;= -b \u3088\u308a\n<ul class=\"wp-block-list\">\n<li>-2b &lt; w1 + w2 &lt;= -b<\/li>\n\n\n\n<li>\u3064\u307e\u308a -2b &lt; -b<\/li>\n\n\n\n<li>\u3088\u3063\u3066 b &gt; 0<\/li>\n\n\n\n<li>\u3053\u308c\u306f b &lt;= 0 \u3068\u77db\u76fe\u3059\u308b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3057\u305f\u304c\u3063\u3066\u3001XOR\u30b2\u30fc\u30c8\u3092\u8868\u73fe\u53ef\u80fd\u306a\u91cd\u307fw, \u30d0\u30a4\u30a2\u30b9b\u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u5b58\u5728\u3057\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3092\u5b66\u7fd2\u3055\u305b\u308b (\u6559\u5e2b\u3042\u308a\u5b66\u7fd2)<\/h2>\n\n\n\n<p>AND\u30b2\u30fc\u30c8, NAND\u30b2\u30fc\u30c8, OR\u30b2\u30fc\u30c8\u3092\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3067\u4f5c\u6210\u3057\u305f\u969b\u3001\u91cd\u307f\u3068\u30d0\u30a4\u30a2\u30b9\u306f\u4eba\u306e\u624b\u3067\u5c0e\u304d\u307e\u3057\u305f\u3002\u4eca\u56de\u306f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u91cd\u307f\u3068\u30d0\u30a4\u30a2\u30b9\u3092\u81ea\u52d5\u3067\u8a2d\u5b9a\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/qiita.com\/Rowing0914\/items\/e0fee727cf761458d2f7#%E5%AD%A6%E7%BF%92%E3%81%AE%E3%82%A2%E3%83%AB%E3%82%B4%E3%83%AA%E3%82%BA%E3%83%A0\" target=\"_blank\" rel=\"noreferrer noopener\">\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306e\u91cd\u307fw\u306f\u6b21\u306e\u5f0f\u3092\u7528\u3044\u3066\u66f4\u65b0 (\u5b66\u7fd2) \u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059<\/a>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>(\u65b0\u3057\u3044) w = (\u4eca\u306e) w + \u0394w\n<ul class=\"wp-block-list\">\n<li>\u3053\u3053\u3067 \u0394w = \u03b7(y - <strong>\u0177<\/strong>)x\n<ul class=\"wp-block-list\">\n<li>\u03b7: \u5b66\u7fd2\u7387\u30020~1\u306e\u7bc4\u56f2\u3002\u4e00\u5ea6\u306b\u3069\u306e\u7a0b\u5ea6\u91cd\u307f\u3092\u5909\u5316\u3055\u305b\u308b\u304b\u306e\u5024\u3067\u3059\u3002<\/li>\n\n\n\n<li>y: \u6b63\u3057\u3044\u51fa\u529b (\u6559\u5e2b\u30c7\u30fc\u30bf)<\/li>\n\n\n\n<li><strong>\u0177<\/strong> (y\u30cf\u30c3\u30c8): \u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306e\u51fa\u529b<\/li>\n\n\n\n<li>x: \u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3078\u306e\u5165\u529b (\u6559\u5e2b\u30c7\u30fc\u30bf)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">AND\u30b2\u30fc\u30c8\u3067\u306e\u4f8b<\/h3>\n\n\n\n<p>\u307e\u305a\u3001\u5404\u8a13\u7df4\u30c7\u30fc\u30bf\u30921\u56de\u3060\u3051\u5b66\u7fd2\u3055\u305b\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u6b21\u306e\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f:<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">#include &lt;stdio.h>\n\n\/**\n * @param x \u5165\u529b\u30d9\u30af\u30c8\u30eb\n * @param w \u91cd\u307f\u30d9\u30af\u30c8\u30eb\n * @param size \u30d9\u30af\u30c8\u30eb\u306e\u30b5\u30a4\u30ba\n * @param b \u30d0\u30a4\u30a2\u30b9\n * @return 0 or 1\uff08\u30b9\u30c6\u30c3\u30d7\u95a2\u6570\u306e\u51fa\u529b\uff09\n *\/\nint perceptron(\n  const double x[],\n  const double w[],\n  const size_t size,\n  const double b) {\n\n  double u = b;\n  for (size_t i = 0; i &lt; size; i++) {\n    u += x[i] * w[i];\n  }\n  return u &lt;= 0 ? 0 : 1;\n}\n\n\/**\n * \u6559\u5e2b\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u3001\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306e\u6700\u9069\u306a\u91cd\u307f\u3092\u6c42\u3081\u307e\u3059\u3002\n * @param vectors \u5165\u529b\u30c7\u30fc\u30bf\u306e\u914d\u5217 (\u6559\u5e2b\u30c7\u30fc\u30bf)\n * @param answers \u6b63\u3057\u3044\u7b54\u3048\u306e\u914d\u5217 (\u6559\u5e2b\u30c7\u30fc\u30bf)\n * @param vector_size \u5165\u529b\u30c7\u30fc\u30bf\u306e\u30d9\u30af\u30c8\u30eb\u306e\u8981\u7d20\u6570\n * @param vector_length \u5165\u529b\u30c7\u30fc\u30bf\u306e\u30d9\u30af\u30c8\u30eb\u306e\u6570\n * @param w \u91cd\u307f\u30d9\u30af\u30c8\u30eb\u3078\u306e\u30dd\u30a4\u30f3\u30bf\n * @param b \u30d0\u30a4\u30a2\u30b9\n * @param eta \u5b66\u7fd2\u7387 (0\u304b\u30891\u306e\u9593)\n *\/\nvoid train(\n  const double vectors[],\n  const int answers[],\n  const size_t vector_size,\n  const size_t vector_length,\n  double w[],\n  double* b,\n  const double eta\n) {\n  for (int i = 0; i &lt; vector_length; i++) {\n    int y_hat = perceptron(&amp;vectors[i * vector_size], w, vector_size, *b);\n    double err = answers[i] - y_hat;\n    *b += eta * err;\n    printf(\"b (bias) is now %f\\n\", *b);\n    for (int j = 0; j &lt; vector_size; j++) {\n      const double delta_w = eta * err * vectors[i * vector_size + j];\n      w[j] += delta_w;\n      printf(\"w[%d] is now %f\\n\", j, w[j]);\n    }\n  }\n}\n\nint main(void) {\n  \/\/ \u6559\u5e2b\u30c7\u30fc\u30bf (\u5165\u529b)\n  const double vectors[] = {\n    0, 0,\n    0, 1,\n    1, 0,\n    1, 1\n  };\n  \/\/ \u6559\u5e2b\u30c7\u30fc\u30bf (\u6b63\u3057\u3044\u7b54\u3048)\n  const int answers[] = {0, 0, 0, 1};\n\n  \/\/ \u91cd\u307f\u30d9\u30af\u30c8\u30eb\n  double w[2] = {0, 0};\n\n  \/\/ \u30d0\u30a4\u30a2\u30b9\n  double b = 0;\n\n  \/\/ \u5b66\u7fd2\u7387\n  const double eta = 0.1;\n\n  \/\/ \u5b66\u7fd2\u3092\u884c\u3046\n  const int epochs = 1;\n  for(int i = 0; i &lt; epochs; i++) {\n    train(vectors, answers, 2, 4, w, &amp;b, eta);\n  }\n\n  \/\/ \u91cd\u307f\u30d9\u30af\u30c8\u30eb\u3092\u8868\u793a\u3059\u308b\n  for (int i = 0; i &lt; 2; i++) {\n    printf(\"w[%d]: %f\\n\", i, w[i]);\n  }\n  \/\/ \u30d0\u30a4\u30a2\u30b9\u3092\u8868\u793a\u3059\u308b\n  printf(\"b: %f\\n\", b);\n\n  \/\/ \u6c42\u3081\u305f\u91cd\u307f\u3092\u4f7f\u7528\u3057\u3066\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3092\u52d5\u304b\u3059\n  for (int i = 0; i &lt; 4; i++) {\n    printf(\"x[0]: %f, x[1]: %f, y: %d\\n\", vectors[i * 2], vectors[i * 2 + 1], perceptron(&amp;vectors[i * 2], w, 2, b));\n  }\n  return 0;\n}\n<\/pre>\n\n\n\n<p>\u30d3\u30eb\u30c9\u3057\u3066\u5b9f\u884c\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\u7d50\u679c\u306f\u4e0b\u8a18\u306e\u3088\u3046\u306b\u306a\u3063\u305f\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">(\u7701\u7565)\nx[0]: 0.000000, x[1]: 0.000000, y: 1\nx[0]: 0.000000, x[1]: 1.000000, y: 1\nx[0]: 1.000000, x[1]: 0.000000, y: 1\nx[0]: 1.000000, x[1]: 1.000000, y: 1<\/pre>\n\n\n\n<p>y (\u7d50\u679c) \u304c\u5168\u30661\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3067\u306f\u30c0\u30e1\u3067\u3059\u306d\u3002\u3053\u3053\u3067\u300c\u30a8\u30dd\u30c3\u30af\u300d\u306e\u6982\u5ff5\u304c\u767b\u5834\u3057\u307e\u3059\u3002\u5404\u6559\u5e2b\u30c7\u30fc\u30bf\u30921\u56de\u305a\u3064\u5b66\u7fd2\u3059\u308b\u3068\u300c1\u30a8\u30dd\u30c3\u30af\u300d\u3068\u306a\u308a\u30012\u56de\u5b66\u7fd2\u3059\u308b\u3068\u300c2\u30a8\u30dd\u30c3\u30af\u300d\u3068\u306a\u308a\u307e\u3059\u3002\u5b9f\u306f\u30011\u30a8\u30dd\u30c3\u30af\u3060\u3051\u3067\u306f\u91cd\u307f\u3068\u30d0\u30a4\u30a2\u30b9\u3092\u3046\u307e\u304f\u8a2d\u5b9a\u3067\u304d\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u9069\u5207\u306a\u30a8\u30dd\u30c3\u30af\u6570\u3092\u8a2d\u5b9a\u3059\u308b\u65b9\u6cd5\u306f\u7b46\u8005\u3082\u307e\u3060\u3088\u304f\u308f\u304b\u3063\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u3072\u3068\u307e\u305a\u3001\u30a8\u30dd\u30c3\u30af\u6570\u3092100\u306b\u8a2d\u5b9a\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u30b3\u30fc\u30c9\u4e2d\u306b <code>const int epochs = 1;<\/code> \u3068\u3044\u3046\u884c\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001 <code>const int epochs = 100;<\/code> \u306b\u5909\u66f4\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30d3\u30eb\u30c9\u3057\u3066\u5b9f\u884c\u3059\u308b\u3068\u6b21\u306e\u3088\u3046\u306b\u306a\u308b\u3068\u601d\u3044\u307e\u3059:<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">(\u7701\u7565)\nx[0]: 0.000000, x[1]: 0.000000, y: 0\nx[0]: 0.000000, x[1]: 1.000000, y: 0\nx[0]: 1.000000, x[1]: 0.000000, y: 0\nx[0]: 1.000000, x[1]: 1.000000, y: 1<\/pre>\n\n\n\n<p>\u4eca\u5ea6\u306f\u6b63\u3057\u304fAND\u30b2\u30fc\u30c8\u306e\u632f\u308b\u821e\u3044\u3092\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d42\u308f\u308a\u306b<\/h2>\n\n\n\n<p>\u3056\u3063\u304f\u308a\u3068\u3067\u3059\u304c\u3001\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306b\u3064\u3044\u3066\u7406\u89e3\u3044\u305f\u3060\u3051\u307e\u3057\u305f\u3067\u3057\u3087\u3046\u304b\u3002ChatGPT\u304c\u767b\u5834\u3057\u3066\u304b\u30892\u5e74\u4ee5\u4e0a\u7d4c\u3061\u30012025\u5e74\u306e\u4eca\u304b\u3089\u5b66\u3073\u59cb\u3081\u308b\u306e\u306f\u51fa\u9045\u308c\u611f\u304c\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\"LLM\u304c\u308f\u304b\u308b\"\u4eba\u306f\u307e\u3060\u975e\u5e38\u306b\u9650\u3089\u308c\u3066\u3044\u308b\u306f\u305a\u3067\u3042\u308a\u3001\u307e\u305f\u305d\u306e\u4fa1\u5024\u306f\u975e\u5e38\u306b\u5927\u304d\u3044\u306f\u305a\u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u304c\u6a5f\u68b0\u5b66\u7fd2\u3092\u5b66\u3073\u59cb\u3081\u308b\u4eba\u306b\u624b\u3092\u5dee\u3057\u4f38\u3079\u308b\u3053\u3068\u304c\u3067\u304d\u305f\u3089\u3068\u9858\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b 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[&#8230;]<\/p>\n","protected":false},"author":154,"featured_media":78171,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[779,903,1004],"tags":[],"class_list":["post-78114","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-k-takahashi","category-llm"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u57fa\u790e\u3001\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3092\u5b66\u3076 - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3<\/title>\n<meta name=\"description\" content=\"AI, k-takahashi, LLM |\u306f\u3058\u3081\u306b \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb (LLM)\" \/>\n<meta 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