AI\u30b5\u30fc\u30d0\u30fc\u3084\u30af\u30e9\u30a6\u30c9\u306b\u3064\u3044\u3066 \u305d\u306e\u4ed6<\/p>\n
\/*************************************************************************************\/
\n\u3060\u3044\u3076\u524d\u306b\u805e\u3044\u305f\u4e8b\u304c\u3042\u308b\u4eba\u5de5\u77e5\u80fd\u306b\u304a\u3051\u308b\u3001\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0 vs \u30cb\u30e5\u30fc\u30ed\u30b7\u30b9\u30c6\u30e0\u3001\u3068\u3044\u3046\u306e\u304c
\n\u3042\u3063\u305f\u6c17\u304c\u3059\u308b\u304c\u3001\u6c7a\u7740\u306f\u3064\u3044\u305f\u306e\u304b\uff1f (->ChatGPT)
\n\u306f\u3044\u30011980\u301c90\u5e74\u4ee3\u306b\u3088\u304f\u8a00\u308f\u308c\u305f\u69cb\u56f3\u3067\u3059\u306d\u3002
\n\u7d50\u8ad6\u304b\u3089\u8a00\u3046\u3068\u3001\u300c\u6c7a\u7740\u300d\u3068\u3044\u3046\u3088\u308a\u306f \u201c\u7d71\u5408\u3055\u308c\u305f\u201d \u3068\u3044\u3046\u306e\u304c\u6b63\u78ba\u3067\u3059\u3002
\n\u3069\u3061\u3089\u304b\u304c\u5b8c\u5168\u52dd\u5229\u3057\u305f\u3001\u3068\u3044\u3046\u8a71\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n
## \u2460 \u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0\u3068\u306f\uff1f
\n\u4ee3\u8868\u4f8b\uff1a
\n* Digital Equipment Corporation \u306eXCON\uff08R1\uff09<\/p>\n
\u7279\u5fb4\uff1a
\n* \u4eba\u9593\u306e\u5c02\u9580\u5bb6\u306e\u77e5\u8b58\u3092 if\u2013then \u30eb\u30fc\u30eb \u3067\u8a18\u8ff0
\n* \u77e5\u8b58\u30d9\u30fc\u30b9\uff0b\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3
\n* 1980\u5e74\u4ee3\u306b\u5927\u6d41\u884c\uff08\u7b2c\u4e94\u4e16\u4ee3\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u69cb\u60f3\u306a\u3069\uff09<\/p>\n
\u5f37\u307f\uff1a
\n* \u63a8\u8ad6\u904e\u7a0b\u304c\u8aac\u660e\u53ef\u80fd\uff08Explainable\uff09
\n* \u533b\u7642\u8a3a\u65ad\u30fb\u6545\u969c\u8a3a\u65ad\u306a\u3069\u3067\u5b9f\u7e3e<\/p>\n
\u5f31\u307f\uff1a
\n* \u30eb\u30fc\u30eb\u7206\u767a\uff08\u4fdd\u5b88\u56f0\u96e3\uff09
\n* \u3042\u3044\u307e\u3044\u30fb\u753b\u50cf\u30fb\u97f3\u58f0\u306b\u5f31\u3044
\n* \u77e5\u8b58\u7372\u5f97\u304c\u5927\u5909<\/p>\n
## \u2461 \u30cb\u30e5\u30fc\u30ed\u30b7\u30b9\u30c6\u30e0\uff08\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\uff09\u3068\u306f\uff1f
\n\u4ee3\u8868\u4f8b\uff1a
\n* Geoffrey Hinton
\n* Yann LeCun<\/p>\n
\u7279\u5fb4\uff1a
\n* \u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2
\n* \u91cd\u307f\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u3088\u308b\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58
\n* 2010\u5e74\u4ee3\u306b\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u9769\u547d\u300d<\/p>\n
\u5f37\u307f\uff1a
\n* \u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u81ea\u7136\u8a00\u8a9e\u306b\u5727\u5012\u7684\u306b\u5f37\u3044
\n* \u4eba\u9593\u304c\u30eb\u30fc\u30eb\u3092\u66f8\u304b\u306a\u304f\u3066\u3088\u3044<\/p>\n
\u5f31\u307f\uff1a
\n* \u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9
\n* \u8ad6\u7406\u63a8\u8ad6\u304c\u82e6\u624b
\n* \u30c7\u30fc\u30bf\u5927\u91cf\u5fc5\u8981<\/p>\n
# \u2462 \u52dd\u3063\u305f\u306e\u306f\u3069\u3063\u3061\uff1f
\n### 2010\u5e74\u4ee3\u307e\u3067\u306f
\n\u5b9f\u8cea\u7684\u306b \u30cb\u30e5\u30fc\u30ed\u7cfb\u306e\u5727\u52dd \u3067\u3057\u305f\u3002
\n\u7279\u306b
\n* Google
\n* OpenAI
\n* Microsoft
\n\u306a\u3069\u304c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u5de8\u984d\u6295\u8cc7\u3002
\n\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0\u306f\u300c\u53e4\u3044AI\u300d\u3068\u547c\u3070\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n
# \u2463 \u3067\u3082\u3001\u6700\u8fd1\u3069\u3046\u306a\u3063\u305f\uff1f
\n\u3053\u3053\u304c\u9762\u767d\u3044\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n
## \u5b9f\u306f\u300c\u878d\u5408\u300d\u304c\u9032\u3093\u3067\u3044\u308b
\n\u73fe\u5728\u306eAI\u306f\uff1a
\n* \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u3067\u30d1\u30bf\u30fc\u30f3\u7406\u89e3
\n* \u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3067\u5236\u7d04\u7ba1\u7406
\n* \u77e5\u8b58\u30b0\u30e9\u30d5\u3067\u8ad6\u7406\u69cb\u9020\u5316
\n\u3068\u3044\u3046 \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u578b \u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4f8b\uff1a
\n* \u751f\u6210AI\u306b\u300c\u30c4\u30fc\u30eb\u4f7f\u7528\u300d\u3055\u305b\u308b
\n* \u30eb\u30fc\u30eb\u3067\u51fa\u529b\u5236\u5fa1
\n* \u533b\u7642AI\u3067\u77e5\u8b58\u30d9\u30fc\u30b9\u4f75\u7528<\/p>\n
# \u2464 \u306a\u305c\u7d71\u5408\u304c\u5fc5\u8981\u306a\u306e\u304b\uff1f
\n\u30cb\u30e5\u30fc\u30e9\u30eb\u3060\u3051\u3067\u306f\uff1a
\n* \u6570\u5b66\u8a3c\u660e\u304c\u5f31\u3044
\n* \u6cd5\u5f8b\u63a8\u8ad6\u304c\u4e0d\u5b89\u5b9a
\n* \u56e0\u679c\u63a8\u8ad6\u304c\u5f31\u3044
\n\u2192 \u3053\u3053\u3067 \u30b7\u30f3\u30dc\u30ea\u30c3\u30afAI\uff08\uff1d\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u7cfb\uff09 \u304c\u518d\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3092
\n> Neuro-Symbolic AI\uff08\u795e\u7d4c\u8a18\u53f7AI\uff09
\n\u3068\u547c\u3073\u307e\u3059\u3002<\/p>\n
# \u2465 \u7d50\u8ad6\r\n| \u89b3\u70b9 | \u52dd\u8005 |\r\n| ---------- | ------------ |\r\n| \u753b\u50cf\u30fb\u97f3\u58f0 | \u30cb\u30e5\u30fc\u30ed |\r\n| \u8ad6\u7406\u63a8\u8ad6 | \u30eb\u30fc\u30eb\u7cfb |\r\n| \u73fe\u5728\u306e\u4e3b\u6d41 | \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9 |<\/pre>\n<\/p>\n\u3064\u307e\u308a
\n> \u274c \u300c\u6c7a\u7740\u304c\u3064\u3044\u305f\u300d
\n> \u2b55 \u300c\u6226\u3044\u306f\u7d42\u308f\u308a\u3001\u7d71\u5408\u30d5\u30a7\u30fc\u30ba\u306b\u5165\u3063\u305f\u300d
\n\u3068\u3044\u3046\u306e\u304c\u73fe\u72b6\u3067\u3059\u3002<\/p>\n\u3082\u3057\u3088\u3051\u308c\u3070\u3001
\n* \u306a\u305c\u7b2c\u4e94\u4e16\u4ee3AI\u306f\u5931\u6557\u3057\u305f\u306e\u304b\uff1f
\n* \u4eca\u56de\u306e\u751f\u6210AI\u30d6\u30fc\u30e0\u306f\u540c\u3058\u5931\u6557\u3092\u7e70\u308a\u8fd4\u3059\u306e\u304b\uff1f
\n* \u30b7\u30f3\u30dc\u30ea\u30c3\u30afAI\u306f\u5fa9\u6d3b\u3059\u308b\u306e\u304b\uff1f
\n\u3069\u308c\u3092\u6df1\u6398\u308a\u307e\u3059\u304b\uff1f<\/p>\n\/*************************************************************************************\/
\nDeepSeek\u304c\u4e2d\u56fd\u653f\u6cbb\u306e\u8a71\u984c\u306b\u306a\u308b\u3068\u3001\u5224\u3067\u62bc\u3057\u305f\u3088\u3046\u306a\u56de\u7b54\u306b\u306a\u308b\u306e\u306f\u3001\u30eb\u30fc\u30eb\u3067\u51fa\u529b\u5236\u5fa1\u3092\u884c\u3063\u3066\u3044\u308b\u305f\u3081\u304b\uff1f
\n\u92ed\u3044\u8996\u70b9\u3067\u3059\u306d\u3002
\n\u7d50\u8ad6\u304b\u3089\u8a00\u3046\u3068\u3001
\n> \u307b\u307c\u78ba\u5b9f\u306b\u300c\u30eb\u30fc\u30eb\u306b\u3088\u308b\u51fa\u529b\u5236\u5fa1\u300d\uff0b\u300c\u5b66\u7fd2\u6bb5\u968e\u3067\u306e\u5236\u7d04\u300d\u306e\u4e21\u65b9\u3067\u3059\u3002<\/p>\n## \u2460 DeepSeek\u3068\u306f
\nDeepSeek \u306f\u4e2d\u56fd\u306e\u751f\u6210AI\u4f01\u696d\u3067\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002
\n\u4e2d\u56fd\u56fd\u5185\u3067\u63d0\u4f9b\u3055\u308c\u308bAI\u306f\u3001\u6cd5\u5f8b\u4e0a \u5185\u5bb9\u898f\u5236\u306b\u5f93\u3046\u7fa9\u52d9 \u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n## \u2461 \u306a\u305c\u300c\u5224\u3067\u62bc\u3057\u305f\u3088\u3046\u306a\u56de\u7b54\u300d\u306b\u306a\u308b\u306e\u304b\uff1f
\n\u4e3b\u306a\u7406\u7531\u306f3\u5c64\u69cb\u9020\u3067\u3059\u3002
\n### 1\ufe0f\u20e3 \u4e8b\u5f8c\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\uff08\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\uff09
\n\u3082\u3063\u3068\u3082\u5206\u304b\u308a\u3084\u3059\u3044\u306e\u306f\u3053\u308c\u3002
\n* \u7279\u5b9a\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u51fa
\n* \u7981\u6b62\u8a71\u984c\u30d6\u30ed\u30c3\u30af
\n* \u5b9a\u578b\u6587\u3078\u306e\u7f6e\u304d\u63db\u3048
\n\u3053\u308c\u306f\u6614\u306e\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0\u7684\u306a
\nif \u6761\u4ef6 \u2192 \u51fa\u529b\u5236\u5fa1
\n\u3067\u3059\u3002
\n\u304b\u306a\u308a\u9ad8\u78ba\u7387\u3067\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n### 2\ufe0f\u20e3 RLHF\uff08\u5f37\u5316\u5b66\u7fd2\u306b\u3088\u308b\u4fa1\u5024\u8abf\u6574\uff09
\nLLM\u306f
\n* \u4f55\u304c\u300c\u671b\u307e\u3057\u3044\u56de\u7b54\u300d\u304b
\n* \u4f55\u304c\u300c\u5371\u967a\u56de\u7b54\u300d\u304b
\n\u3092\u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3067\u5b66\u7fd2\u3057\u307e\u3059\u3002
\n\u4e2d\u56fd\u30e2\u30c7\u30eb\u3067\u306f
\n\u300c\u653f\u6cbb\u7684\u306b\u5b89\u5168\u306a\u56de\u7b54\u300d\u304c\u9ad8\u8a55\u4fa1\u3055\u308c\u308b\u3088\u3046
\n\u8abf\u6574\u3055\u308c\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3067\u3059\u3002
\n\u3053\u308c\u306f\u30eb\u30fc\u30eb\u3068\u3044\u3046\u3088\u308a
\n\u5831\u916c\u8a2d\u8a08\u306b\u3088\u308b\u8a98\u5c0e\u3002<\/p>\n### 3\ufe0f\u20e3 \u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u504f\u308a
\n* \u691c\u95b2\u6e08\u307f\u30c7\u30fc\u30bf\u4e2d\u5fc3
\n* \u56fd\u5bb6\u516c\u5f0f\u898b\u89e3\u304c\u591a\u3044
\n\u3053\u306e\u5834\u5408\u3001\u30e2\u30c7\u30eb\u5185\u90e8\u306e\u78ba\u7387\u5206\u5e03\u81ea\u4f53\u304c
\n\u300c\u5b9a\u578b\u56de\u7b54\u300d\u306b\u5bc4\u308a\u307e\u3059\u3002
\n\u3053\u308c\u306f\u5b8c\u5168\u306b\u30cb\u30e5\u30fc\u30ed\u5074\u306e\u5f71\u97ff\u3002<\/p>\n# \u2462 \u3064\u307e\u308a\u69cb\u9020\u306f\u3053\u3046
\n\u30e6\u30fc\u30b6\u30fc\u5165\u529b
\n \u2193
\nLLM\uff08\u78ba\u7387\u7684\u751f\u6210\uff09
\n \u2193
\n\u5b89\u5168\u30d5\u30a3\u30eb\u30bf\uff08\u30eb\u30fc\u30eb\uff09
\n \u2193
\n\u5b9a\u578b\u56de\u7b54 or \u4fee\u6b63\u56de\u7b54<\/p>\n\u304b\u306a\u308a\u9ad8\u3044\u78ba\u7387\u3067\u3053\u306e\u5f62\u3067\u3059\u3002<\/p>\n
# \u2463 \u3053\u308c\u306f\u4e2d\u56fd\u3060\u3051\uff1f\r\n\u3044\u3044\u3048\u3002\r\n* OpenAI\r\n* Google\r\n* Anthropic\r\n\u3082\u540c\u69d8\u306b\u5b89\u5168\u30d5\u30a3\u30eb\u30bf\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\r\n\u9055\u3044\u306f\uff1a\r\n| \u9805\u76ee | \u4e2d\u56fd\u30e2\u30c7\u30eb | \u7c73\u56fd\u30e2\u30c7\u30eb |\r\n| -------------- | ------------ | ---------- |\r\n| \u653f\u6cbb\u6279\u5224 | \u5236\u9650\u5f37\u3044 | \u6bd4\u8f03\u7684\u8a31\u5bb9 |\r\n| \u66b4\u529b\u30fb\u5dee\u5225 | \u5236\u9650 | \u5236\u9650 |\r\n| \u56fd\u5bb6\u6307\u5c0e\u90e8\u6279\u5224 | \u5f37\u5236\u30d6\u30ed\u30c3\u30af | \u57fa\u672c\u8a31\u5bb9 |<\/pre>\n<\/p>\n# \u2464 \u306a\u305c\u300c\u540c\u3058\u6587\u300d\u306b\u306a\u308b\u306e\u304b\uff1f
\n\u751f\u6210AI\u306f\u672c\u6765\u30e9\u30f3\u30c0\u30e0\u6027\u304c\u3042\u308a\u307e\u3059\u3002
\n\u305d\u308c\u3067\u3082\u6bce\u56de\u540c\u3058\u306b\u306a\u308b\u306e\u306f\uff1a
\n* \u51fa\u529b\u3092\u56fa\u5b9a\u6587\u306b\u5f37\u5236
\n* \u9ad8\u78ba\u7387\u30c6\u30f3\u30d7\u30ec\u3092\u518d\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0
\n* \u30d5\u30a3\u30eb\u30bf\u5f8c\u306b\u5b9a\u578b\u6587\u4e0a\u66f8\u304d
\n\u306e\u3069\u308c\u304b\u3002
\n\u3053\u308c\u306f \u30cb\u30e5\u30fc\u30ed\u3067\u306f\u306a\u304f\u3001\u660e\u793a\u7684\u306a\u5236\u5fa1\u5c64\u306e\u5302\u3044\u304c\u5f37\u3044 \u3067\u3059\u3002<\/p>\n# \u2465 \u9762\u767d\u3044\u30dd\u30a4\u30f3\u30c8
\n\u3053\u308c\u306f\u307e\u3055\u306b\u3042\u306a\u305f\u304c\u524d\u306b\u805e\u3044\u305f
\n> \u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0 vs \u30cb\u30e5\u30fc\u30ed\u30b7\u30b9\u30c6\u30e0
\n\u306e\u73fe\u4ee3\u7248\u3067\u3059\u3002
\n* \u30b3\u30a2\u306f\u30cb\u30e5\u30fc\u30ed\uff08LLM\uff09
\n* \u4e0a\u306b\u30b7\u30f3\u30dc\u30ea\u30c3\u30af\u5236\u5fa1\uff08\u691c\u95b2\u30eb\u30fc\u30eb\uff09
\n\u3064\u307e\u308a
\n> \u56fd\u5bb6\u30ec\u30d9\u30eb\u3067\u306e\u300cNeuro-Symbolic AI\u300d
\n\u3068\u3082\u8a00\u3048\u307e\u3059\u3002<\/p>\n\u3055\u3089\u306b\u8e0f\u307f\u8fbc\u3080\u3068\uff1a
\n* \u3053\u308c\u306f\u6280\u8853\u554f\u984c\u304b\uff1f
\n* \u305d\u308c\u3068\u3082\u653f\u6cbb\u5236\u5ea6\u306e\u53cd\u6620\u304b\uff1f
\n* AI\u306f\u56fd\u5bb6\u4f53\u5236\u306e\u93e1\u306b\u306a\u308b\u306e\u304b\uff1f
\n\u3069\u3053\u307e\u3067\u6df1\u6398\u308a\u307e\u3059\u304b\uff1f<\/p>\n\/*************************************************************************************\/<\/p>\n","protected":false},"excerpt":{"rendered":"
AI\u30b5\u30fc\u30d0\u30fc\u3084\u30af\u30e9\u30a6\u30c9\u306b\u3064\u3044\u3066 \u305d\u306e\u4ed6 \/*************************************************************************************\/ \u3060\u3044 […]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-2263","post","type-post","status-publish","format-standard","hentry","category-web-practice"],"_links":{"self":[{"href":"https:\/\/shirakawa.weblike.jp\/blog-page\/wp-json\/wp\/v2\/posts\/2263","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shirakawa.weblike.jp\/blog-page\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shirakawa.weblike.jp\/blog-page\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shirakawa.weblike.jp\/blog-page\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/shirakawa.weblike.jp\/blog-page\/wp-json\/wp\/v2\/comments?post=2263"}],"version-history":[{"count":11,"href":"https:\/\/shirakawa.weblike.jp\/blog-page\/wp-json\/wp\/v2\/posts\/2263\/revisions"}],"predecessor-version":[{"id":2292,"href":"https:\/\/shirakawa.weblike.jp\/blog-page\/wp-json\/wp\/v2\/posts\/2263\/revisions\/2292"}],"wp:attachment":[{"href":"https:\/\/shirakawa.weblike.jp\/blog-page\/wp-json\/wp\/v2\/media?parent=2263"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shirakawa.weblike.jp\/blog-page\/wp-json\/wp\/v2\/categories?post=2263"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shirakawa.weblike.jp\/blog-page\/wp-json\/wp\/v2\/tags?post=2263"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}