\u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3\u6e2c \u00d7 \u5730\u4e0a\u5c40AI\u885b\u661f\u753b\u50cf\u89e3\u6790\u3000\u5b9f\u8df5\uff06\u89e3\u8aac\u30ac\u30a4\u30c9<\/title>\n <meta name=\"description\" content=\"\u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3\u6e2c\u3068AI\u306b\u3088\u308b\u885b\u661f\u753b\u50cf\u89e3\u6790\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3001\u672a\u6765\u5fd7\u5411\u306e\u89b3\u6e2c\u30fb\u89e3\u6790\u5165\u9580\u30ac\u30a4\u30c9\u3002Python\u3067\u306e\u5b9f\u8df5\u4f8b\u3084\u793e\u4f1a\u6d3b\u7528\u3001\u8da3\u5473\u306e\u5e83\u304c\u308a\u307e\u3067\u5fb9\u5e95\u89e3\u8aac\u3002\">\n <style>\n body { font-family: 'Meiryo', 'MS Gothic', 'Arial', sans-serif; line-height: 1.8; margin: 0 8vw 2vw 8vw; background: #f8f8fa; color: #222; }\n h1, h2, h3 { color: #224488; }\n pre, code { background: #f3f7fa; padding: 8px; border-radius: 4px; font-size: 1.05em; }\n .section { margin-bottom: 2.5em; }\n .tip { background: #e0f5e0; border-left: 4px solid #6ba06b; padding: 0.5em 1em; margin: 1em 0; }\n .blog-ideas { background: #f9f5e7; padding: 1em; border-radius: 5px; }\n .highlight { color: #00558a; font-weight: bold; }\n ul { margin-bottom: 1.4em; }\n <\/style>\n<\/head>\n<body>\n \n\n <div class=\"section\">\n <h2>1. \u306f\u3058\u3081\u306b\u3000\u2015\u4eca\u306a\u305c\u300c\u500b\u4eba\u00d7AI\u6c17\u8c61\u89e3\u6790\u300d\u306a\u306e\u304b<\/h2>\n <p>\n \u4e16\u754c\u4e2d\u3067\u7570\u5e38\u6c17\u8c61\u304c\u5831\u3058\u3089\u308c\u308b\u6628\u4eca\u3001\u6c17\u8c61\u30fb\u74b0\u5883\u30c7\u30fc\u30bf\u306e\u91cd\u8981\u6027\u304c\u307e\u3059\u307e\u3059\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<span class=\"highlight\">\u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3\u6e2c<\/span>\u306f\u6614\u304b\u3089\u6839\u5f37\u3044\u8da3\u5473\u30fb\u7814\u7a76\u30c6\u30fc\u30de\u3067\u3059\u304c\u3001\u4eca\u3084\u500b\u4eba\u3067\u3082\u885b\u661f\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u6271\u3044\u3001<span class=\"highlight\">AI\u3092\u6d3b\u7528\u3057\u3066\u72ec\u81ea\u306e\u6c17\u8c61\u89e3\u6790<\/span>\u3092\u884c\u3046\u6642\u4ee3\u306b\u306a\u308a\u307e\u3057\u305f\u3002\n <\/p>\n <p>\n \u7279\u306b\u5730\u4e0a\u5c40\uff08\u81ea\u4f5c\u30fb\u5e02\u8ca9\u3092\u554f\u308f\u305a\uff09\u3067NOAA\u3084\u6c17\u8c61\u885b\u661f\u306e\u753b\u50cf\u3092\u53d7\u4fe1\u3057\u3001Python\u3084AI\u30e2\u30c7\u30eb\u3067\u96f2\u5206\u5e03\u30fb\u5929\u5019\u5909\u5316\u30fb\u7570\u5e38\u691c\u51fa\u306a\u3069\u306e\u89e3\u6790\u3092\u884c\u3046\u8a66\u307f\u304c\u56fd\u5185\u5916\u3067\u76db\u3093\u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u305d\u306e\u610f\u7fa9\u30fb\u80cc\u666f\u304b\u3089\u6280\u8853\u3001Python\u306b\u3088\u308b\u5b9f\u8df5\u3001\u793e\u4f1a\u3078\u306e\u30a4\u30f3\u30d1\u30af\u30c8\u3001\u4eca\u5f8c\u306e\u5c55\u671b\u3001\u305d\u3057\u3066\u8da3\u5473\u3068\u3057\u3066\u306e\u9b45\u529b\u307e\u3067\u3092\u5e45\u5e83\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\n <\/p>\n <\/div>\n\n <div class=\"section\">\n <h2>2. \u80cc\u666f\u3068\u6f6e\u6d41\uff1a\u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3\u6e2c\u3068\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf<\/h2>\n <ul>\n <li>\u6c17\u5019\u5909\u52d5\u30fb\u6975\u7aef\u6c17\u8c61\u306e\u591a\u767a\uff1a\u5f93\u6765\u306e\u6c17\u8c61\u5e81\u3084\u56fd\u7acb\u7814\u7a76\u6240\u306e\u307f\u306a\u3089\u305a\u3001<strong>\u5730\u57df\u3054\u3068\u306e\u30c7\u30fc\u30bf<\/strong>\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u308b<\/li>\n <li>\u885b\u661f\u30c7\u30fc\u30bf\u306e\u516c\u958b\uff1a<strong>NOAA\u3001\u3072\u307e\u308f\u308a\u3001MODIS<\/strong>\u306a\u3069\u591a\u304f\u306e\u885b\u661f\u753b\u50cf\u304c\u8ab0\u3067\u3082\u5165\u624b\u53ef\u80fd<\/li>\n <li>\u5730\u4e0a\u5c40\uff08SDR\u7b49\uff09\u6280\u8853\u306e\u9032\u5316\uff1a\u5b89\u4fa1\u306a\u6a5f\u6750\u3067\u306e\u53d7\u4fe1\u304c\u5bb9\u6613<\/li>\n <li>AI\u30fb\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u666e\u53ca\uff1a\u753b\u50cf\u8a8d\u8b58\u30fb\u89e3\u6790\u306e\u6577\u5c45\u304c\u5927\u5e45\u306b\u4e0b\u304c\u3063\u305f<\/li>\n <\/ul>\n <p>\n \u4e16\u754c\u306e\u7814\u7a76\u8005\u30fb\u5e02\u6c11\u79d1\u5b66\u8005\u30fb\u30a2\u30de\u30c1\u30e5\u30a2\u304c\u3001\u5730\u4e0a\u5c40\uff0bAI\u3067\u885b\u661f\u30c7\u30fc\u30bf\u89e3\u6790\u306b\u6311\u6226\u3057\u3066\u3044\u307e\u3059\u3002Twitter\u3084Reddit\u3001Qiita\u3067\u3082\u53d7\u4fe1\uff5e\u89e3\u6790\u4f53\u9a13\u8ac7\u304c\u591a\u6570\u30b7\u30a7\u30a2\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n <\/p>\n <\/div>\n\n <div class=\"section\">\n <h2>3. \u6280\u8853\u89e3\u8aac\uff1a\u885b\u661f\u753b\u50cf\u53d7\u4fe1\u304b\u3089AI\u89e3\u6790\u307e\u3067<\/h2>\n <h3>\u2460 \u885b\u661f\u753b\u50cf\u306e\u53d7\u4fe1<\/h3>\n <ul>\n <li>SDR\uff08Software Defined Radio\uff09\u3068\u30a2\u30f3\u30c6\u30ca\u3001\u30e9\u30ba\u30d1\u30a4\u7b49\u3067NOAA\u885b\u661f\u306eAHRPT\u30fbAPT\u4fe1\u53f7\u3092\u53d7\u4fe1<\/li>\n <li>\u5c02\u7528\u30bd\u30d5\u30c8\uff08NOAA APT Decoder\u3001WXtoImg\u7b49\uff09\u3067\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u5316<\/li>\n <li>\u307e\u305f\u306f\u30cd\u30c3\u30c8\u4e0a\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u753b\u50cf\uff08MODIS\u3001Himawari\u7b49\uff09\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/li>\n <\/ul>\n <h3>\u2461 AI\u306b\u3088\u308b\u753b\u50cf\u89e3\u6790<\/h3>\n <ul>\n <li>Python\uff0bAI\uff08TensorFlow, PyTorch\uff09\u3067\u96f2\u30fb\u7a4d\u4e71\u96f2\u691c\u51fa\u3001\u7570\u5e38\u30d1\u30bf\u30fc\u30f3\u62bd\u51fa\u3001\u5929\u5019\u5909\u5316\u306e\u6642\u7cfb\u5217\u89e3\u6790<\/li>\n <li>\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u304c\u4e3b\u306a\u624b\u6cd5<\/li>\n <\/ul>\n <h3>\u2462 \u30ed\u30fc\u30ab\u30eb\u89b3\u6e2c\u30c7\u30fc\u30bf\u3068\u306e\u7d44\u5408\u305b<\/h3>\n <ul>\n <li>\u81ea\u5b85\u306e\u6e29\u6e7f\u5ea6\u30fb\u6c17\u5727\u8a08\u3084\u624b\u52d5\u89b3\u6e2c\u30c7\u30fc\u30bf\u3068\u3001\u885b\u661fAI\u89e3\u6790\u7d50\u679c\u3092\u7a81\u304d\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u5730\u57df\u6027\u3084\u7279\u6b8a\u306a\u73fe\u8c61\u3092\u3088\u308a\u8a73\u3057\u304f\u691c\u8a3c\u53ef\u80fd<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"section\">\n <h2>4. Python\u3067\u5b9f\u8df5\uff01AI\u885b\u661f\u753b\u50cf\u89e3\u6790\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/h2>\n <p>\n \u3053\u3053\u3067\u306fNOAA\u306a\u3069\u306e\u885b\u661f\u753b\u50cf\uff08\u4f8b\uff1aRGB PNG\u3084TIFF\uff09\u3092AI\u3067\u300c\u96f2\u300d\u3068\u300c\u305d\u308c\u4ee5\u5916\u300d\u306b\u5206\u985e\u3059\u308b\u57fa\u672c\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<br>\n <span style=\"font-size:90%;\">\u203b\u5b9f\u969b\u306b\u306f\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\uff08\u4f8b\uff1aU-Net, SegNet\u7b49\uff09\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u53ef\u80fd\u3067\u3059\u3002<\/span>\n <\/p>\n<pre><code class=\"language-python\">\nimport numpy as np\nfrom PIL import Image\nimport tensorflow as tf\n\n# \u885b\u661f\u753b\u50cf\u306e\u8aad\u307f\u8fbc\u307f\uff08\u4f8b\uff1aRGB\u753b\u50cf\uff09\nimg = Image.open(\"noaa_sample.png\").resize((256,256))\nimg_np = np.asarray(img) \/ 255.0\n\n# \u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\uff08\u4f8b:\u96f2\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\uff09\u306e\u30ed\u30fc\u30c9\nmodel = tf.keras.models.load_model('cloud_segment_model.h5')\n\n# \u524d\u51e6\u7406\uff06\u63a8\u8ad6\ninput_img = np.expand_dims(img_np, 0) # \u30d0\u30c3\u30c1\u6b21\u5143\u8ffd\u52a0\nseg_map = model.predict(input_img)[0]\n\n# \u95be\u5024\u51e6\u7406\u30672\u5024\u5316\u3057\u300c\u96f2\u300d\u9818\u57df\u3092\u62bd\u51fa\ncloud_mask = (seg_map[:,:,0] > 0.5).astype(np.uint8) * 255\n\n# \u7d50\u679c\u753b\u50cf\u306e\u4fdd\u5b58\nImage.fromarray(cloud_mask).save(\"cloud_mask.png\")\nprint(\"\u96f2\u9818\u57df\u3092\u62bd\u51fa\u30fb\u4fdd\u5b58\u3057\u307e\u3057\u305f\")\n<\/code><\/pre>\n <div class=\"tip\">\n <strong>\u30ef\u30f3\u30dd\u30a4\u30f3\u30c8\uff1a<\/strong> <br>\n <ul>\n <li>\u30b5\u30f3\u30d7\u30eb\u30e2\u30c7\u30eb\u306f\u300c\u96f2\u691c\u51fa\u300d\u3067\u3059\u304c\u3001MODIS\u7b49\u306e\u690d\u751f\u30fb\u7a4d\u4e71\u96f2\u8b58\u5225\u3084\u3001\u96ea\u30fb\u6d77\u6c37\u306e\u691c\u51fa\u306b\u3082\u5fdc\u7528\u53ef\u80fd<\/li>\n <li>\u30e2\u30c7\u30eb\u304c\u306a\u3044\u5834\u5408\u3001<a href=\"https:\/\/huggingface.co\/\" target=\"_blank\">HuggingFace<\/a>\u3084Kaggle\u7b49\u3067\u516c\u958b\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u63a2\u3059\u306e\u3082\u4e00\u6848<\/li>\n <li>\u753b\u50cf\u524d\u51e6\u7406\u30fb\u5f8c\u51e6\u7406\u3082Python\u3067\u81ea\u52d5\u5316\u3067\u304d\u307e\u3059<\/li>\n <\/ul>\n <\/div>\n <\/div>\n\n <div class=\"section\">\n <h2>5. \u793e\u4f1a\u6539\u5584\u3068\u8da3\u5473\u6d3b\u7528\u306e\u63d0\u6848<\/h2>\n <div class=\"blog-ideas\">\n <h3>\u25c6 \u793e\u4f1a\u6539\u5584\u3078\u306e\u8ca2\u732e<\/h3>\n <ul>\n <li><b>\u5730\u57df\u306e\u9632\u707d\u4f53\u5236\u5f37\u5316\uff1a<\/b>\u30a2\u30de\u30c1\u30e5\u30a2\u89b3\u6e2c\u3068AI\u89e3\u6790\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u7bc9\u3057\u3001\u7570\u5e38\u6c17\u8c61\u30fb\u8c6a\u96e8\u30fb\u53f0\u98a8\u306e\u4e88\u5146\u3092\u65e9\u671f\u306b\u5171\u6709<\/li>\n <li><b>\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u5316\uff1a<\/b>\u5168\u56fd\u306e\u89b3\u6e2c\u8005\u306b\u3088\u308bAI\u89e3\u6790\u30c7\u30fc\u30bf\u3092\u96c6\u7d04\u3057\u3001\u884c\u653f\u3084\u7814\u7a76\u6a5f\u95a2\u3001\u6559\u80b2\u73fe\u5834\u306b\u63d0\u4f9b<\/li>\n <li><b>\u74b0\u5883\u6559\u80b2\uff1a<\/b>\u5b66\u6821\u3084\u5e02\u6c11\u8b1b\u5ea7\u3067\u300c\u81ea\u5206\u3067\u30c7\u30fc\u30bf\u53d6\u5f97\u3057\u3001AI\u3067\u5206\u6790\u300d\u3059\u308b\u4f53\u9a13\u578b\u5b66\u7fd2<\/li>\n <\/ul>\n <h3>\u25c6 \u8da3\u5473\u6d3b\u7528\u30fb\u500b\u4eba\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u6848<\/h3>\n <ul>\n <li><b>\u81ea\u4f5cAI\u885b\u661f\u753b\u50cf\u30ae\u30e3\u30e9\u30ea\u30fc\uff1a<\/b>\u65e5\u3005\u306e\u53d7\u4fe1\u30c7\u30fc\u30bf\u3068AI\u89e3\u6790\u7d50\u679c\u3092Web\u3067\u516c\u958b<\/li>\n <li><b>\u5929\u6c17\u5b9f\u6cc1\u52d5\u753b\u306e\u81ea\u52d5\u751f\u6210\uff1a<\/b>AI\u89e3\u6790\uff0b\u6c17\u8c61\u89e3\u8aac\u6587\u81ea\u52d5\u751f\u6210\uff0b\u97f3\u58f0\u5408\u6210\u3067YouTube\u914d\u4fe1<\/li>\n <li><b>\u4e16\u754c\u306e\u30a2\u30de\u30c1\u30e5\u30a2\u89b3\u6e2c\u8005\u3068\u306e\u4ea4\u6d41\uff1a<\/b>Twitter\u3084Reddit\u3067\u89e3\u6790\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u89b3\u6e2c\u6210\u679c\u3092\u5171\u6709<\/li>\n <\/ul>\n <\/div>\n <\/div>\n\n <div class=\"section\">\n <h2>6. \u4eca\u5f8c\u306e\u5c55\u671b \u2015 \u500b\u4eba\u89b3\u6e2c\u00d7AI\u306e\u672a\u6765<\/h2>\n <p>\n \u4eca\u5f8c\u3001\u885b\u661f\u753b\u50cf\u30fb\u6c17\u8c61\u89b3\u6e2c\u3068AI\u89e3\u6790\u306e\u878d\u5408\u306f\u3001\u500b\u4eba\u304b\u3089\u81ea\u6cbb\u4f53\u30fb\u56fd\u969b\u7d44\u7e54\u307e\u3067\u5e83\u304c\u308a\u3092\u898b\u305b\u308b\u3067\u3057\u3087\u3046\u3002<span class=\"highlight\">\u30a8\u30c3\u30b8AI<\/span>\u3084\u30af\u30e9\u30a6\u30c9\u9023\u643a\u306b\u3088\u308a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u7570\u5e38\u6c17\u8c61\u3084\u707d\u5bb3\u5146\u5019\u306e\u4e88\u5146\u3092\u30b7\u30a7\u30a2\u3059\u308b\u4ed5\u7d44\u307f\u3082\u73fe\u5b9f\u5473\u3092\u5e2f\u3073\u3066\u304d\u3066\u3044\u307e\u3059\u3002\n <\/p>\n <ul>\n <li>\u30b9\u30de\u30fc\u30c8\u6c17\u8c61\u30b9\u30c6\u30fc\u30b7\u30e7\u30f3\uff1a\u81ea\u5b85\u3084\u5b66\u6821\u3067\u81ea\u52d5\u53d7\u4fe1\u30fb\u81ea\u52d5\u89e3\u6790\u30fb\u81ea\u52d5\u30a2\u30e9\u30fc\u30c8<\/li>\n <li>\u30de\u30a4\u30af\u30ed\u6c17\u8c61\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff1a\u753a\u5185\u30fb\u5e02\u5185\u5358\u4f4d\u3067\u89b3\u6e2c\u7db2\u69cb\u7bc9\u3001\u5730\u57df\u7279\u6027\u306e\u7814\u7a76\u3084\u707d\u5bb3\u5bfe\u7b56\u306b\u76f4\u7d50<\/li>\n <li>AI\u89e3\u6790\u30e2\u30c7\u30eb\u306e\u30ab\u30b9\u30bf\u30e0\u5b66\u7fd2\uff1a\u81ea\u5206\u306e\u5730\u57df\u7279\u6709\u306e\u6c17\u8c61\u73fe\u8c61\u306b\u7279\u5316\u3057\u305f\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u53ef\u80fd<\/li>\n <\/ul>\n <p>\n <b>\u30d3\u30ae\u30ca\u30fc\u304b\u3089\u3067\u3082\u3001\u6570\u5e74\u5f8c\u306b\u306f\u300c\u81ea\u5206\u3060\u3051\u306eAI\u6c17\u8c61\u5206\u6790\u300d\u3092\u624b\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u2015\u2015\u305d\u3093\u306a\u6642\u4ee3\u304c\u3082\u3046\u6765\u3066\u3044\u307e\u3059\u3002<\/b>\n <\/p>\n <\/div>\n\n <div class=\"section\">\n <h2>7. \u30b9\u30c6\u30c3\u30d7\u30a2\u30c3\u30d7\u5b66\u7fd2\u30ac\u30a4\u30c9<\/h2>\n <ol>\n <li><b>\u7b2c1\u30b9\u30c6\u30c3\u30d7\uff1a<\/b>\u30cd\u30c3\u30c8\u4e0a\u306e\u885b\u661f\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff08MODIS, Himawari, NOAA\uff09\u3092\u5165\u624b\u3057\u3001Python\u3067\u53ef\u8996\u5316<\/li>\n <li><b>\u7b2c2\u30b9\u30c6\u30c3\u30d7\uff1a<\/b>\u7c21\u5358\u306a\u753b\u50cf\u51e6\u7406\uff08\u95be\u5024\u3001\u8272\u7a7a\u9593\u5909\u63db\u306a\u3069\uff09\u304b\u3089\u59cb\u3081\u308b<\/li>\n <li><b>\u7b2c3\u30b9\u30c6\u30c3\u30d7\uff1a<\/b>\u65e2\u5b58\u306eAI\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3001\u96f2\u3084\u7a4d\u4e71\u96f2\u306e\u691c\u51fa\u306b\u6311\u6226\uff08HuggingFace\u306a\u3069\u6d3b\u7528\uff09<\/li>\n <li><b>\u7b2c4\u30b9\u30c6\u30c3\u30d7\uff1a<\/b>\u81ea\u5206\u306e\u89b3\u6e2c\u30c7\u30fc\u30bf\uff08\u6e29\u5ea6\u30fb\u6e7f\u5ea6\u30fb\u5929\u6c17\u65e5\u8a18\u7b49\uff09\u3068\u885b\u661fAI\u89e3\u6790\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u76f8\u95a2\u5206\u6790<\/li>\n <li><b>\u7b2c5\u30b9\u30c6\u30c3\u30d7\uff1a<\/b>\u30e2\u30c7\u30eb\u306e\u30ab\u30b9\u30bf\u30e0\u5b66\u7fd2\u3084Web\u3067\u306e\u767a\u4fe1\u3001\u4ed6\u306e\u89b3\u6e2c\u8005\u3068\u306e\u30b3\u30e9\u30dc\u3078<\/li>\n <\/ol>\n <\/div>\n\n <div class=\"section\">\n <h2>8. \u307e\u3068\u3081<\/h2>\n <p>\n \u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3\u6e2c\u3068AI\u885b\u661f\u753b\u50cf\u89e3\u6790\u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u3001<strong>\u793e\u4f1a\u8ca2\u732e\u6027\u30fb\u8da3\u5473\u6027\u30fb\u6280\u8853\u306e\u6700\u5148\u7aef<\/strong>\u304c\u5171\u5b58\u3059\u308b\u5206\u91ce\u3067\u3059\u3002Python\u3084\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u3001AI\u30e2\u30c7\u30eb\u306f\u4eca\u3084\u8ab0\u3067\u3082\u624b\u306b\u5c4a\u304f\u6642\u4ee3\u3002<br>\n \u3061\u3087\u3063\u3068\u3057\u305f\u597d\u5947\u5fc3\u3084\u65e5\u3005\u306e\u89b3\u6e2c\u304b\u3089\u3001\u4e16\u754c\u306e\u7570\u5e38\u6c17\u8c61\u30fb\u707d\u5bb3\u4e88\u9632\u30fb\u74b0\u5883\u4fdd\u5168\u3078\u3068\u3064\u306a\u304c\u308b\u3053\u306e\u300c\u65b0\u3057\u3044\u5e02\u6c11\u79d1\u5b66\u300d\u306b\u3001\u3042\u306a\u305f\u3082\u6311\u6226\u3057\u3066\u307f\u307e\u305b\u3093\u304b\uff1f\n <\/p>\n <div style=\"margin:1.5em 0;\">\n <b>\u25bc \u53c2\u8003\u30ea\u30f3\u30af\uff1a<\/b>\n <ul>\n <li><a href=\"https:\/\/www.noaa.gov\/\" target=\"_blank\">NOAA\uff08\u7c73\u56fd\u6d77\u6d0b\u5927\u6c17\u5e81\uff09<\/a><\/li>\n <li><a href=\"https:\/\/himawari.asia\/\" target=\"_blank\">\u3072\u307e\u308f\u308a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0Web<\/a><\/li>\n <li><a href=\"https:\/\/huggingface.co\/models\" target=\"_blank\">HuggingFace AI\u30e2\u30c7\u30eb\u691c\u7d22<\/a><\/li>\n <li><a href=\"https:\/\/github.com\/ccrisan\/motioneyeos\" target=\"_blank\">motionEyeOS\uff08Raspberry Pi\u7528\u76e3\u8996\u30ab\u30e1\u30e9OS\uff09<\/a><\/li>\n <\/ul>\n <\/div>\n <div>\n <span style=\"color:#bbb;\">Copyright \u00a9 2025 \u682a\u5f0f\u4f1a\u793e\u30d3\u30fc\u30fb\u30ca\u30ec\u30c3\u30b8\u30fb\u30c7\u30b6\u30a4\u30f3<\/span>\n <\/div>\n <\/div>\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>\u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3\u6e2c \u00d7 \u5730\u4e0a\u5c40AI\u885b\u661f\u753b\u50cf\u89e3\u6790\u3000\u5b9f\u8df5\uff06\u89e3\u8aac\u30ac\u30a4\u30c9 1. \u306f\u3058\u3081\u306b\u3000\u2015\u4eca\u306a\u305c\u300c\u500b\u4eba\u00d7AI\u6c17\u8c61\u89e3\u6790\u300d\u306a\u306e\u304b \u4e16\u754c\u4e2d\u3067\u7570\u5e38\u6c17\u8c61\u304c\u5831\u3058\u3089\u308c\u308b\u6628\u4eca\u3001\u6c17\u8c61\u30fb\u74b0\u5883\u30c7\u30fc\u30bf\u306e\u91cd\u8981\u6027\u304c\u307e\u3059\u307e\u3059\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3 […]<\/p>\n","protected":false},"author":1,"featured_media":1389,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"vkexunit_cta_each_option":"","footnotes":""},"categories":[5,6,54],"tags":[],"class_list":["post-1387","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-programing","category-54"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/beeknowledge.co.jp\/wp-content\/uploads\/2025\/06\/5sslad.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1387","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1387"}],"version-history":[{"count":1,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1387\/revisions"}],"predecessor-version":[{"id":1388,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1387\/revisions\/1388"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/media\/1389"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1387"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1387"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1387"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

$\"\"$ <\/div>\n\n\n\n \n \u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3\u6e2c \u00d7 \u5730\u4e0a\u5c40AI\u885b\u661f\u753b\u50cf\u89e3\u6790\u3000\u5b9f\u8df5\uff06\u89e3\u8aac\u30ac\u30a4\u30c9<\/title>\n <meta name=\"description\" content=\"\u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3\u6e2c\u3068AI\u306b\u3088\u308b\u885b\u661f\u753b\u50cf\u89e3\u6790\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3001\u672a\u6765\u5fd7\u5411\u306e\u89b3\u6e2c\u30fb\u89e3\u6790\u5165\u9580\u30ac\u30a4\u30c9\u3002Python\u3067\u306e\u5b9f\u8df5\u4f8b\u3084\u793e\u4f1a\u6d3b\u7528\u3001\u8da3\u5473\u306e\u5e83\u304c\u308a\u307e\u3067\u5fb9\u5e95\u89e3\u8aac\u3002\">\n <style>\n body { font-family: 'Meiryo', 'MS Gothic', 'Arial', sans-serif; line-height: 1.8; margin: 0 8vw 2vw 8vw; background: #f8f8fa; color: #222; }\n h1, h2, h3 { color: #224488; }\n pre, code { background: #f3f7fa; padding: 8px; border-radius: 4px; font-size: 1.05em; }\n .section { margin-bottom: 2.5em; }\n .tip { background: #e0f5e0; border-left: 4px solid #6ba06b; padding: 0.5em 1em; margin: 1em 0; }\n .blog-ideas { background: #f9f5e7; padding: 1em; border-radius: 5px; }\n .highlight { color: #00558a; font-weight: bold; }\n ul { margin-bottom: 1.4em; }\n <\/style>\n<\/head>\n<body>\n \n\n <div class=\"section\">\n <h2>1. \u306f\u3058\u3081\u306b\u3000\u2015\u4eca\u306a\u305c\u300c\u500b\u4eba\u00d7AI\u6c17\u8c61\u89e3\u6790\u300d\u306a\u306e\u304b<\/h2>\n <p>\n \u4e16\u754c\u4e2d\u3067\u7570\u5e38\u6c17\u8c61\u304c\u5831\u3058\u3089\u308c\u308b\u6628\u4eca\u3001\u6c17\u8c61\u30fb\u74b0\u5883\u30c7\u30fc\u30bf\u306e\u91cd\u8981\u6027\u304c\u307e\u3059\u307e\u3059\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<span class=\"highlight\">\u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3\u6e2c<\/span>\u306f\u6614\u304b\u3089\u6839\u5f37\u3044\u8da3\u5473\u30fb\u7814\u7a76\u30c6\u30fc\u30de\u3067\u3059\u304c\u3001\u4eca\u3084\u500b\u4eba\u3067\u3082\u885b\u661f\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u6271\u3044\u3001<span class=\"highlight\">AI\u3092\u6d3b\u7528\u3057\u3066\u72ec\u81ea\u306e\u6c17\u8c61\u89e3\u6790<\/span>\u3092\u884c\u3046\u6642\u4ee3\u306b\u306a\u308a\u307e\u3057\u305f\u3002\n <\/p>\n <p>\n \u7279\u306b\u5730\u4e0a\u5c40\uff08\u81ea\u4f5c\u30fb\u5e02\u8ca9\u3092\u554f\u308f\u305a\uff09\u3067NOAA\u3084\u6c17\u8c61\u885b\u661f\u306e\u753b\u50cf\u3092\u53d7\u4fe1\u3057\u3001Python\u3084AI\u30e2\u30c7\u30eb\u3067\u96f2\u5206\u5e03\u30fb\u5929\u5019\u5909\u5316\u30fb\u7570\u5e38\u691c\u51fa\u306a\u3069\u306e\u89e3\u6790\u3092\u884c\u3046\u8a66\u307f\u304c\u56fd\u5185\u5916\u3067\u76db\u3093\u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u305d\u306e\u610f\u7fa9\u30fb\u80cc\u666f\u304b\u3089\u6280\u8853\u3001Python\u306b\u3088\u308b\u5b9f\u8df5\u3001\u793e\u4f1a\u3078\u306e\u30a4\u30f3\u30d1\u30af\u30c8\u3001\u4eca\u5f8c\u306e\u5c55\u671b\u3001\u305d\u3057\u3066\u8da3\u5473\u3068\u3057\u3066\u306e\u9b45\u529b\u307e\u3067\u3092\u5e45\u5e83\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\n <\/p>\n <\/div>\n\n <div class=\"section\">\n <h2>2. \u80cc\u666f\u3068\u6f6e\u6d41\uff1a\u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3\u6e2c\u3068\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf<\/h2>\n <ul>\n <li>\u6c17\u5019\u5909\u52d5\u30fb\u6975\u7aef\u6c17\u8c61\u306e\u591a\u767a\uff1a\u5f93\u6765\u306e\u6c17\u8c61\u5e81\u3084\u56fd\u7acb\u7814\u7a76\u6240\u306e\u307f\u306a\u3089\u305a\u3001<strong>\u5730\u57df\u3054\u3068\u306e\u30c7\u30fc\u30bf<\/strong>\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u308b<\/li>\n <li>\u885b\u661f\u30c7\u30fc\u30bf\u306e\u516c\u958b\uff1a<strong>NOAA\u3001\u3072\u307e\u308f\u308a\u3001MODIS<\/strong>\u306a\u3069\u591a\u304f\u306e\u885b\u661f\u753b\u50cf\u304c\u8ab0\u3067\u3082\u5165\u624b\u53ef\u80fd<\/li>\n <li>\u5730\u4e0a\u5c40\uff08SDR\u7b49\uff09\u6280\u8853\u306e\u9032\u5316\uff1a\u5b89\u4fa1\u306a\u6a5f\u6750\u3067\u306e\u53d7\u4fe1\u304c\u5bb9\u6613<\/li>\n <li>AI\u30fb\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u666e\u53ca\uff1a\u753b\u50cf\u8a8d\u8b58\u30fb\u89e3\u6790\u306e\u6577\u5c45\u304c\u5927\u5e45\u306b\u4e0b\u304c\u3063\u305f<\/li>\n <\/ul>\n <p>\n \u4e16\u754c\u306e\u7814\u7a76\u8005\u30fb\u5e02\u6c11\u79d1\u5b66\u8005\u30fb\u30a2\u30de\u30c1\u30e5\u30a2\u304c\u3001\u5730\u4e0a\u5c40\uff0bAI\u3067\u885b\u661f\u30c7\u30fc\u30bf\u89e3\u6790\u306b\u6311\u6226\u3057\u3066\u3044\u307e\u3059\u3002Twitter\u3084Reddit\u3001Qiita\u3067\u3082\u53d7\u4fe1\uff5e\u89e3\u6790\u4f53\u9a13\u8ac7\u304c\u591a\u6570\u30b7\u30a7\u30a2\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n <\/p>\n <\/div>\n\n <div class=\"section\">\n <h2>3. \u6280\u8853\u89e3\u8aac\uff1a\u885b\u661f\u753b\u50cf\u53d7\u4fe1\u304b\u3089AI\u89e3\u6790\u307e\u3067<\/h2>\n <h3>\u2460 \u885b\u661f\u753b\u50cf\u306e\u53d7\u4fe1<\/h3>\n <ul>\n <li>SDR\uff08Software Defined Radio\uff09\u3068\u30a2\u30f3\u30c6\u30ca\u3001\u30e9\u30ba\u30d1\u30a4\u7b49\u3067NOAA\u885b\u661f\u306eAHRPT\u30fbAPT\u4fe1\u53f7\u3092\u53d7\u4fe1<\/li>\n <li>\u5c02\u7528\u30bd\u30d5\u30c8\uff08NOAA APT Decoder\u3001WXtoImg\u7b49\uff09\u3067\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u5316<\/li>\n <li>\u307e\u305f\u306f\u30cd\u30c3\u30c8\u4e0a\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u753b\u50cf\uff08MODIS\u3001Himawari\u7b49\uff09\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/li>\n <\/ul>\n <h3>\u2461 AI\u306b\u3088\u308b\u753b\u50cf\u89e3\u6790<\/h3>\n <ul>\n <li>Python\uff0bAI\uff08TensorFlow, PyTorch\uff09\u3067\u96f2\u30fb\u7a4d\u4e71\u96f2\u691c\u51fa\u3001\u7570\u5e38\u30d1\u30bf\u30fc\u30f3\u62bd\u51fa\u3001\u5929\u5019\u5909\u5316\u306e\u6642\u7cfb\u5217\u89e3\u6790<\/li>\n <li>\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u304c\u4e3b\u306a\u624b\u6cd5<\/li>\n <\/ul>\n <h3>\u2462 \u30ed\u30fc\u30ab\u30eb\u89b3\u6e2c\u30c7\u30fc\u30bf\u3068\u306e\u7d44\u5408\u305b<\/h3>\n <ul>\n <li>\u81ea\u5b85\u306e\u6e29\u6e7f\u5ea6\u30fb\u6c17\u5727\u8a08\u3084\u624b\u52d5\u89b3\u6e2c\u30c7\u30fc\u30bf\u3068\u3001\u885b\u661fAI\u89e3\u6790\u7d50\u679c\u3092\u7a81\u304d\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u5730\u57df\u6027\u3084\u7279\u6b8a\u306a\u73fe\u8c61\u3092\u3088\u308a\u8a73\u3057\u304f\u691c\u8a3c\u53ef\u80fd<\/li>\n <\/ul>\n <\/div>\n\n <div class=\"section\">\n <h2>4. Python\u3067\u5b9f\u8df5\uff01AI\u885b\u661f\u753b\u50cf\u89e3\u6790\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/h2>\n <p>\n \u3053\u3053\u3067\u306fNOAA\u306a\u3069\u306e\u885b\u661f\u753b\u50cf\uff08\u4f8b\uff1aRGB PNG\u3084TIFF\uff09\u3092AI\u3067\u300c\u96f2\u300d\u3068\u300c\u305d\u308c\u4ee5\u5916\u300d\u306b\u5206\u985e\u3059\u308b\u57fa\u672c\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<br>\n <span style=\"font-size:90%;\">\u203b\u5b9f\u969b\u306b\u306f\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\uff08\u4f8b\uff1aU-Net, SegNet\u7b49\uff09\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u53ef\u80fd\u3067\u3059\u3002<\/span>\n <\/p>\n<pre><code class=\"language-python\">\nimport numpy as np\nfrom PIL import Image\nimport tensorflow as tf\n\n# \u885b\u661f\u753b\u50cf\u306e\u8aad\u307f\u8fbc\u307f\uff08\u4f8b\uff1aRGB\u753b\u50cf\uff09\nimg = Image.open(\"noaa_sample.png\").resize((256,256))\nimg_np = np.asarray(img) \/ 255.0\n\n# \u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\uff08\u4f8b:\u96f2\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\uff09\u306e\u30ed\u30fc\u30c9\nmodel = tf.keras.models.load_model('cloud_segment_model.h5')\n\n# \u524d\u51e6\u7406\uff06\u63a8\u8ad6\ninput_img = np.expand_dims(img_np, 0) # \u30d0\u30c3\u30c1\u6b21\u5143\u8ffd\u52a0\nseg_map = model.predict(input_img)[0]\n\n# \u95be\u5024\u51e6\u7406\u30672\u5024\u5316\u3057\u300c\u96f2\u300d\u9818\u57df\u3092\u62bd\u51fa\ncloud_mask = (seg_map[:,:,0] > 0.5).astype(np.uint8) * 255\n\n# \u7d50\u679c\u753b\u50cf\u306e\u4fdd\u5b58\nImage.fromarray(cloud_mask).save(\"cloud_mask.png\")\nprint(\"\u96f2\u9818\u57df\u3092\u62bd\u51fa\u30fb\u4fdd\u5b58\u3057\u307e\u3057\u305f\")\n<\/code><\/pre>\n <div class=\"tip\">\n <strong>\u30ef\u30f3\u30dd\u30a4\u30f3\u30c8\uff1a<\/strong> <br>\n <ul>\n <li>\u30b5\u30f3\u30d7\u30eb\u30e2\u30c7\u30eb\u306f\u300c\u96f2\u691c\u51fa\u300d\u3067\u3059\u304c\u3001MODIS\u7b49\u306e\u690d\u751f\u30fb\u7a4d\u4e71\u96f2\u8b58\u5225\u3084\u3001\u96ea\u30fb\u6d77\u6c37\u306e\u691c\u51fa\u306b\u3082\u5fdc\u7528\u53ef\u80fd<\/li>\n <li>\u30e2\u30c7\u30eb\u304c\u306a\u3044\u5834\u5408\u3001<a href=\"https:\/\/huggingface.co\/\" target=\"_blank\">HuggingFace<\/a>\u3084Kaggle\u7b49\u3067\u516c\u958b\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u63a2\u3059\u306e\u3082\u4e00\u6848<\/li>\n <li>\u753b\u50cf\u524d\u51e6\u7406\u30fb\u5f8c\u51e6\u7406\u3082Python\u3067\u81ea\u52d5\u5316\u3067\u304d\u307e\u3059<\/li>\n <\/ul>\n <\/div>\n <\/div>\n\n <div class=\"section\">\n <h2>5. \u793e\u4f1a\u6539\u5584\u3068\u8da3\u5473\u6d3b\u7528\u306e\u63d0\u6848<\/h2>\n <div class=\"blog-ideas\">\n <h3>\u25c6 \u793e\u4f1a\u6539\u5584\u3078\u306e\u8ca2\u732e<\/h3>\n <ul>\n <li><b>\u5730\u57df\u306e\u9632\u707d\u4f53\u5236\u5f37\u5316\uff1a<\/b>\u30a2\u30de\u30c1\u30e5\u30a2\u89b3\u6e2c\u3068AI\u89e3\u6790\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u7bc9\u3057\u3001\u7570\u5e38\u6c17\u8c61\u30fb\u8c6a\u96e8\u30fb\u53f0\u98a8\u306e\u4e88\u5146\u3092\u65e9\u671f\u306b\u5171\u6709<\/li>\n <li><b>\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u5316\uff1a<\/b>\u5168\u56fd\u306e\u89b3\u6e2c\u8005\u306b\u3088\u308bAI\u89e3\u6790\u30c7\u30fc\u30bf\u3092\u96c6\u7d04\u3057\u3001\u884c\u653f\u3084\u7814\u7a76\u6a5f\u95a2\u3001\u6559\u80b2\u73fe\u5834\u306b\u63d0\u4f9b<\/li>\n <li><b>\u74b0\u5883\u6559\u80b2\uff1a<\/b>\u5b66\u6821\u3084\u5e02\u6c11\u8b1b\u5ea7\u3067\u300c\u81ea\u5206\u3067\u30c7\u30fc\u30bf\u53d6\u5f97\u3057\u3001AI\u3067\u5206\u6790\u300d\u3059\u308b\u4f53\u9a13\u578b\u5b66\u7fd2<\/li>\n <\/ul>\n <h3>\u25c6 \u8da3\u5473\u6d3b\u7528\u30fb\u500b\u4eba\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u6848<\/h3>\n <ul>\n <li><b>\u81ea\u4f5cAI\u885b\u661f\u753b\u50cf\u30ae\u30e3\u30e9\u30ea\u30fc\uff1a<\/b>\u65e5\u3005\u306e\u53d7\u4fe1\u30c7\u30fc\u30bf\u3068AI\u89e3\u6790\u7d50\u679c\u3092Web\u3067\u516c\u958b<\/li>\n <li><b>\u5929\u6c17\u5b9f\u6cc1\u52d5\u753b\u306e\u81ea\u52d5\u751f\u6210\uff1a<\/b>AI\u89e3\u6790\uff0b\u6c17\u8c61\u89e3\u8aac\u6587\u81ea\u52d5\u751f\u6210\uff0b\u97f3\u58f0\u5408\u6210\u3067YouTube\u914d\u4fe1<\/li>\n <li><b>\u4e16\u754c\u306e\u30a2\u30de\u30c1\u30e5\u30a2\u89b3\u6e2c\u8005\u3068\u306e\u4ea4\u6d41\uff1a<\/b>Twitter\u3084Reddit\u3067\u89e3\u6790\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u89b3\u6e2c\u6210\u679c\u3092\u5171\u6709<\/li>\n <\/ul>\n <\/div>\n <\/div>\n\n <div class=\"section\">\n <h2>6. \u4eca\u5f8c\u306e\u5c55\u671b \u2015 \u500b\u4eba\u89b3\u6e2c\u00d7AI\u306e\u672a\u6765<\/h2>\n <p>\n \u4eca\u5f8c\u3001\u885b\u661f\u753b\u50cf\u30fb\u6c17\u8c61\u89b3\u6e2c\u3068AI\u89e3\u6790\u306e\u878d\u5408\u306f\u3001\u500b\u4eba\u304b\u3089\u81ea\u6cbb\u4f53\u30fb\u56fd\u969b\u7d44\u7e54\u307e\u3067\u5e83\u304c\u308a\u3092\u898b\u305b\u308b\u3067\u3057\u3087\u3046\u3002<span class=\"highlight\">\u30a8\u30c3\u30b8AI<\/span>\u3084\u30af\u30e9\u30a6\u30c9\u9023\u643a\u306b\u3088\u308a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u7570\u5e38\u6c17\u8c61\u3084\u707d\u5bb3\u5146\u5019\u306e\u4e88\u5146\u3092\u30b7\u30a7\u30a2\u3059\u308b\u4ed5\u7d44\u307f\u3082\u73fe\u5b9f\u5473\u3092\u5e2f\u3073\u3066\u304d\u3066\u3044\u307e\u3059\u3002\n <\/p>\n <ul>\n <li>\u30b9\u30de\u30fc\u30c8\u6c17\u8c61\u30b9\u30c6\u30fc\u30b7\u30e7\u30f3\uff1a\u81ea\u5b85\u3084\u5b66\u6821\u3067\u81ea\u52d5\u53d7\u4fe1\u30fb\u81ea\u52d5\u89e3\u6790\u30fb\u81ea\u52d5\u30a2\u30e9\u30fc\u30c8<\/li>\n <li>\u30de\u30a4\u30af\u30ed\u6c17\u8c61\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff1a\u753a\u5185\u30fb\u5e02\u5185\u5358\u4f4d\u3067\u89b3\u6e2c\u7db2\u69cb\u7bc9\u3001\u5730\u57df\u7279\u6027\u306e\u7814\u7a76\u3084\u707d\u5bb3\u5bfe\u7b56\u306b\u76f4\u7d50<\/li>\n <li>AI\u89e3\u6790\u30e2\u30c7\u30eb\u306e\u30ab\u30b9\u30bf\u30e0\u5b66\u7fd2\uff1a\u81ea\u5206\u306e\u5730\u57df\u7279\u6709\u306e\u6c17\u8c61\u73fe\u8c61\u306b\u7279\u5316\u3057\u305f\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u53ef\u80fd<\/li>\n <\/ul>\n <p>\n <b>\u30d3\u30ae\u30ca\u30fc\u304b\u3089\u3067\u3082\u3001\u6570\u5e74\u5f8c\u306b\u306f\u300c\u81ea\u5206\u3060\u3051\u306eAI\u6c17\u8c61\u5206\u6790\u300d\u3092\u624b\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u2015\u2015\u305d\u3093\u306a\u6642\u4ee3\u304c\u3082\u3046\u6765\u3066\u3044\u307e\u3059\u3002<\/b>\n <\/p>\n <\/div>\n\n <div class=\"section\">\n <h2>7. \u30b9\u30c6\u30c3\u30d7\u30a2\u30c3\u30d7\u5b66\u7fd2\u30ac\u30a4\u30c9<\/h2>\n <ol>\n <li><b>\u7b2c1\u30b9\u30c6\u30c3\u30d7\uff1a<\/b>\u30cd\u30c3\u30c8\u4e0a\u306e\u885b\u661f\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff08MODIS, Himawari, NOAA\uff09\u3092\u5165\u624b\u3057\u3001Python\u3067\u53ef\u8996\u5316<\/li>\n <li><b>\u7b2c2\u30b9\u30c6\u30c3\u30d7\uff1a<\/b>\u7c21\u5358\u306a\u753b\u50cf\u51e6\u7406\uff08\u95be\u5024\u3001\u8272\u7a7a\u9593\u5909\u63db\u306a\u3069\uff09\u304b\u3089\u59cb\u3081\u308b<\/li>\n <li><b>\u7b2c3\u30b9\u30c6\u30c3\u30d7\uff1a<\/b>\u65e2\u5b58\u306eAI\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u3001\u96f2\u3084\u7a4d\u4e71\u96f2\u306e\u691c\u51fa\u306b\u6311\u6226\uff08HuggingFace\u306a\u3069\u6d3b\u7528\uff09<\/li>\n <li><b>\u7b2c4\u30b9\u30c6\u30c3\u30d7\uff1a<\/b>\u81ea\u5206\u306e\u89b3\u6e2c\u30c7\u30fc\u30bf\uff08\u6e29\u5ea6\u30fb\u6e7f\u5ea6\u30fb\u5929\u6c17\u65e5\u8a18\u7b49\uff09\u3068\u885b\u661fAI\u89e3\u6790\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u76f8\u95a2\u5206\u6790<\/li>\n <li><b>\u7b2c5\u30b9\u30c6\u30c3\u30d7\uff1a<\/b>\u30e2\u30c7\u30eb\u306e\u30ab\u30b9\u30bf\u30e0\u5b66\u7fd2\u3084Web\u3067\u306e\u767a\u4fe1\u3001\u4ed6\u306e\u89b3\u6e2c\u8005\u3068\u306e\u30b3\u30e9\u30dc\u3078<\/li>\n <\/ol>\n <\/div>\n\n <div class=\"section\">\n <h2>8. \u307e\u3068\u3081<\/h2>\n <p>\n \u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3\u6e2c\u3068AI\u885b\u661f\u753b\u50cf\u89e3\u6790\u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u3001<strong>\u793e\u4f1a\u8ca2\u732e\u6027\u30fb\u8da3\u5473\u6027\u30fb\u6280\u8853\u306e\u6700\u5148\u7aef<\/strong>\u304c\u5171\u5b58\u3059\u308b\u5206\u91ce\u3067\u3059\u3002Python\u3084\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u3001AI\u30e2\u30c7\u30eb\u306f\u4eca\u3084\u8ab0\u3067\u3082\u624b\u306b\u5c4a\u304f\u6642\u4ee3\u3002<br>\n \u3061\u3087\u3063\u3068\u3057\u305f\u597d\u5947\u5fc3\u3084\u65e5\u3005\u306e\u89b3\u6e2c\u304b\u3089\u3001\u4e16\u754c\u306e\u7570\u5e38\u6c17\u8c61\u30fb\u707d\u5bb3\u4e88\u9632\u30fb\u74b0\u5883\u4fdd\u5168\u3078\u3068\u3064\u306a\u304c\u308b\u3053\u306e\u300c\u65b0\u3057\u3044\u5e02\u6c11\u79d1\u5b66\u300d\u306b\u3001\u3042\u306a\u305f\u3082\u6311\u6226\u3057\u3066\u307f\u307e\u305b\u3093\u304b\uff1f\n <\/p>\n <div style=\"margin:1.5em 0;\">\n <b>\u25bc \u53c2\u8003\u30ea\u30f3\u30af\uff1a<\/b>\n <ul>\n <li><a href=\"https:\/\/www.noaa.gov\/\" target=\"_blank\">NOAA\uff08\u7c73\u56fd\u6d77\u6d0b\u5927\u6c17\u5e81\uff09<\/a><\/li>\n <li><a href=\"https:\/\/himawari.asia\/\" target=\"_blank\">\u3072\u307e\u308f\u308a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0Web<\/a><\/li>\n <li><a href=\"https:\/\/huggingface.co\/models\" target=\"_blank\">HuggingFace AI\u30e2\u30c7\u30eb\u691c\u7d22<\/a><\/li>\n <li><a href=\"https:\/\/github.com\/ccrisan\/motioneyeos\" target=\"_blank\">motionEyeOS\uff08Raspberry Pi\u7528\u76e3\u8996\u30ab\u30e1\u30e9OS\uff09<\/a><\/li>\n <\/ul>\n <\/div>\n <div>\n <span style=\"color:#bbb;\">Copyright \u00a9 2025 \u682a\u5f0f\u4f1a\u793e\u30d3\u30fc\u30fb\u30ca\u30ec\u30c3\u30b8\u30fb\u30c7\u30b6\u30a4\u30f3<\/span>\n <\/div>\n <\/div>\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>\u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3\u6e2c \u00d7 \u5730\u4e0a\u5c40AI\u885b\u661f\u753b\u50cf\u89e3\u6790\u3000\u5b9f\u8df5\uff06\u89e3\u8aac\u30ac\u30a4\u30c9 1. \u306f\u3058\u3081\u306b\u3000\u2015\u4eca\u306a\u305c\u300c\u500b\u4eba\u00d7AI\u6c17\u8c61\u89e3\u6790\u300d\u306a\u306e\u304b \u4e16\u754c\u4e2d\u3067\u7570\u5e38\u6c17\u8c61\u304c\u5831\u3058\u3089\u308c\u308b\u6628\u4eca\u3001\u6c17\u8c61\u30fb\u74b0\u5883\u30c7\u30fc\u30bf\u306e\u91cd\u8981\u6027\u304c\u307e\u3059\u307e\u3059\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u30a2\u30de\u30c1\u30e5\u30a2\u6c17\u8c61\u89b3 […]<\/p>\n","protected":false},"author":1,"featured_media":1389,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"vkexunit_cta_each_option":"","footnotes":""},"categories":[5,6,54],"tags":[],"class_list":["post-1387","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-programing","category-54"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/beeknowledge.co.jp\/wp-content\/uploads\/2025\/06\/5sslad.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1387","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1387"}],"version-history":[{"count":1,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1387\/revisions"}],"predecessor-version":[{"id":1388,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1387\/revisions\/1388"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/media\/1389"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1387"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1387"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1387"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}