{"id":3868,"date":"2021-02-20T13:37:56","date_gmt":"2021-02-20T04:37:56","guid":{"rendered":"https:\/\/analysis-navi.com\/?p=3868"},"modified":"2025-11-15T16:39:11","modified_gmt":"2025-11-15T07:39:11","slug":"youtube%e3%83%81%e3%83%a3%e3%83%b3%e3%83%8d%e3%83%ab%e3%80%8c%e3%83%87%e3%83%bc%e3%82%bf%e3%82%b5%e3%82%a4%e3%82%a8%e3%83%b3%e3%82%b9%e5%a1%be%e3%80%8d%e7%94%a8%e3%83%95%e3%82%a1%e3%82%a4%e3%83%ab","status":"publish","type":"post","link":"https:\/\/analysis-navi.com\/?p=3868","title":{"rendered":"YouTube\u3067\u5b66\u3076Python\u30c7\u30fc\u30bf\u5206\u6790\u30fb\u8b1b\u5ea7\u4e00\u89a7\u3010\u30d5\u30a1\u30a4\u30eb\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3042\u308a\u3011"},"content":{"rendered":"\n

YouTube\u30c1\u30e3\u30f3\u30cd\u30eb\u300c\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u587e!!<\/strong><\/a>\u300d\u306b\u3066\u516c\u958b\u3057\u3066\u3044\u308bPython\u30c7\u30fc\u30bf\u5206\u6790\u8b1b\u5ea7<\/strong>\u306e\u4e00\u89a7\u3067\u3059\u3002
\u5f53\u30da\u30fc\u30b8\u306b\u3066\u3001\u52d5\u753b\u5185\u3067\u4f7f\u7528\u3057\u3066\u3044\u308b\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3084\u30d5\u30a1\u30a4\u30eb\u306e\u5171\u6709<\/span><\/strong>\u3082\u884c\u3063\u3066\u304a\u308a\u307e\u3059\u306e\u3067\u3001\u3054\u81ea\u7531\u306b\u304a\u4f7f\u3044\u304f\u3060\u3055\u3044\u3002
(\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u306e\u90fd\u5408\u4e0a\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u3084\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u304c\u52d5\u753b\u3068\u7570\u306a\u3063\u3066\u3044\u308b\u3082\u306e\u304c\u3054\u3056\u3044\u307e\u3059\u304c\u3054\u4e86\u627f\u304f\u3060\u3055\u3044\u3002)<\/p>\n\n\n\n

YouTube\u30c1\u30e3\u30f3\u30cd\u30eb<\/span>\n
<\/div>\n<\/div>\n\n\n\n

\u9593\u9055\u3044\u7b49\u3054\u3056\u3044\u307e\u3057\u305f\u3089\u30e1\u30fc\u30eb\u30d5\u30a9\u30fc\u30e0<\/a>\u3088\u308a\u3054\u9023\u7d61\u3044\u305f\u3060\u3051\u307e\u3059\u3068\u5927\u5909\u52a9\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u5165\u9580\u7de8<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n

\u300cPython\u3067\u30c7\u30fc\u30bf\u5206\u6790\u3092\u59cb\u3081\u3066\u307f\u305f\u3044\uff01\u300d<\/span><\/strong>\u3068\u3044\u3046\u65b9\u5411\u3051\u306e\u5165\u9580\u8b1b\u5ea7\u4e00\u89a7\u3067\u3059\u3002<\/p>\n\n\n\n

Jupyter notebook\u5165\u9580<\/h3>\n\n\n\n

\u4f55\u306f\u3068\u3082\u3042\u308c\u3001\u307e\u305a\u306f\u624b\u5143\u306e\u30d1\u30bd\u30b3\u30f3\u306bPython\u3067\u30c7\u30fc\u30bf\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u74b0\u5883<\/span><\/strong>\u3092\u624b\u306b\u5165\u308c\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

Python\u5165\u9580<\/h3>\n\n\n\n

Python\u3092\u4f7f\u3048\u308b\u74b0\u5883\u3092\u624b\u306b\u5165\u308c\u305f\u3089\u3001Python\u306e\u57fa\u672c\u7684\u306a\u66f8\u304d\u65b9<\/span><\/strong>\u3092\u899a\u3048\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
1-2_Basic_Python.ipynb<\/a><\/p>\n\n\n\n

\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u5165\u9580<\/h3>\n\n\n\n

Python\u3067\u30c7\u30fc\u30bf\u5206\u6790\u3059\u308b\u969b\u306b\u5fc5\u8981\u4e0d\u53ef\u6b20\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u300cpandas\u300d\u306e\u57fa\u672c\u64cd\u4f5c<\/span><\/strong>\u3092\u899a\u3048\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
1-3_Basic_Pandas.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
1-3_enquete.csv<\/a><\/p>\n\n\n\n

\u7d9a\u30fb\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u5165\u9580<\/h3>\n\n\n\n

pandas\u306e\u57fa\u672c\u64cd\u4f5c\u3001\u7d9a\u7de8\u3067\u3059\u3002\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3092\u7d50\u5408\u3059\u308b\u69d8\u3005\u306a\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
1-3B_pandas2.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
1-3B_personNo_1.csv<\/a>
1-3B_personNo_1B.csv<\/a>
1-3B_personNo_2.csv<\/a><\/p>\n\n\n\n

\u30b0\u30e9\u30d5\u4f5c\u6210\u5165\u9580<\/h3>\n\n\n\n

Python\u3067\u30b0\u30e9\u30d5\u3092\u63cf\u304f\u3068\u304d\u306b\u5927\u6d3b\u8e8d\u3057\u3066\u304f\u308c\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u300cmatplotlib\u300d\u3068\u300cseaborn\u300d\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9<\/span><\/strong>\u3092\u5b66\u3073\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
1-4_Basic_Seaborn.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
1-4_weather_sample.csv<\/a>
1-4_score_sample.csv<\/a><\/p>\n\n\n\n

\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30b7\u30ea\u30fc\u30ba<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n

\u6587\u7ae0\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u300c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u300d\u3092Python\u3067\u884c\u3046\u305f\u3081\u306e\u69d8\u3005\u306a\u30ce\u30a6\u30cf\u30a6\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u57fa\u672c<\/h3>\n\n\n\n

\u307e\u305a\u306f\u6587\u5b57\u5217\u306e\u57fa\u672c\u7684\u306a\u64cd\u4f5c<\/strong>\u304b\u3089\u3001MeCab\u3092\u4f7f\u7528\u3057\u305f\u5f62\u614b\u7d20\u89e3\u6790<\/strong>\u3084\u3001\u30ef\u30fc\u30c9\u30af\u30e9\u30a6\u30c9<\/strong>\u306e\u4f5c\u308a\u65b9\u307e\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
2-1_NLP.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
2-1_kokoro.txt<\/a><\/p>\n\n\n\n

\u6587\u7ae0\u306e\u985e\u4f3c\u5ea6\u8a08\u7b97\u301cTF-IDF & Cos\u985e\u4f3c\u5ea6\u301c<\/h3>\n\n\n\n

Google\u691c\u7d22\u306a\u3069\u306b\u3082\u4f7f\u308f\u308c\u308b\u300c\u5165\u529b\u3057\u305f\u6587\u7ae0\u3068\u8fd1\u3044\u6587\u7ae0\u3092\u63a2\u3059\u300d<\/strong>\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3067\u3059\u3002
\u6587\u7ae0\u3068\u6587\u7ae0\u306e\u985e\u4f3c\u5ea6\u3092\u6570\u5024\u3067\u6e2c\u308b\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u3082\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
2-2_NLP_tfidf.ipynb<\/a><\/p>\n\n\n\n

\u6587\u7ae0\u306e\u985e\u4f3c\u5ea6\u8a08\u7b97\u301cDoc2Vec\u301c<\/h3>\n\n\n\n

\u524d\u306e\u52d5\u753b\u3067\u7d39\u4ecb\u3057\u305f\u300c\u5165\u529b\u3057\u305f\u6587\u7ae0\u3068\u8fd1\u3044\u6587\u7ae0\u3092\u63a2\u3059\u300d<\/strong>\u65b9\u6cd5\u3092\u3001\u3082\u3063\u3068\u6b63\u78ba\u306b\u884c\u3046\u65b9\u6cd5\u3067\u3059\u3002
\u300cDoc2Vec\u300d<\/strong>\u3068\u3044\u3046\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u4ed5\u7d44\u307f\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
2-3_NLP_doc2vec.ipynb<\/a><\/p>\n\n\n\n

\u6587\u7ae0\u306e\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\u301c\u81ea\u7136\u8a00\u8a9e\u3068K-means\u6cd5\u301c<\/h3>\n\n\n\n

K-means<\/strong>\u3068\u3044\u3046\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u624b\u6cd5\u3092\u7528\u3044\u3066\u3001\u8fd1\u3044\u6587\u7ae0\u540c\u58eb\u3092\u304b\u305f\u307e\u308a\u306b\u3057\u3066\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u3051\u308b\u65b9\u6cd5\u3067\u3059\u3002
K-means\u306b\u3064\u3044\u3066\u306f\u6a5f\u68b0\u5b66\u7fd2\u7de8\u3067\u8a73\u7d30\u306b\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
2-4_NLP_kmeans.ipynb<\/a><\/p>\n\n\n\n

\u3010\u756a\u5916\u7de8\u3011\u30d5\u30ea\u30fc\u30b3\u30e1\u30f3\u30c8\u96c6\u8a08<\/h3>\n\n\n\n

\u5f62\u614b\u7d20\u89e3\u6790\u306e\u6280\u8853\u3092\u7528\u3044\u3066\u30a2\u30f3\u30b1\u30fc\u30c8\u306e\u81ea\u7531\u56de\u7b54\u306a\u3069\u304b\u3089\u5358\u8a9e\u3092\u62bd\u51fa\u3057\u3066\u7d20\u65e9\u304f\u96c6\u8a08\u3059\u308b\u65b9\u6cd5<\/span><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
2-S1_NLP_freecomment.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
2-S1_enquete.csv<\/a><\/p>\n\n\n\n

\u6642\u7cfb\u5217\u5206\u6790\u30b7\u30ea\u30fc\u30ba<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n

\u5e74\u3001\u6708\u3001\u65e5\u3001\u6642\u3001\u5206\u3001\u79d2\u3068\u3044\u3063\u305f\u3001\u6642\u9593\u306e\u7d4c\u904e\u306b\u4f34\u3063\u3066\u5909\u5316\u3059\u308b\u30c7\u30fc\u30bf<\/strong>\u3092\u5206\u6790\u3059\u308b\u624b\u6cd5\u300c\u6642\u7cfb\u5217\u5206\u6790\u300d<\/strong>\u306e\u57fa\u672c\u7684\u306a\u64cd\u4f5c\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u6642\u7cfb\u5217\u5206\u6790\u306e\u57fa\u672c<\/h3>\n\n\n\n

\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u5c02\u7528\u306e\u30c7\u30fc\u30bf\u96c6\u8a08\u65b9\u6cd5\u3084\u3001\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u306e\u63cf\u753b\u306e\u65b9\u6cd5\u306a\u3069\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
3-1_TS.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
3-1_TS_sample.csv<\/a><\/p>\n\n\n\n

\u81ea\u5df1\u76f8\u95a2\u3001\u30b3\u30ec\u30ed\u30b0\u30e9\u30e0\u3001\u6ce2\u5f62\u5206\u89e3<\/h3>\n\n\n\n

\u6642\u7cfb\u5217\u7279\u6709\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u64cd\u4f5c\u3001\u81ea\u5df1\u76f8\u95a2\u4fc2\u6570\u3001\u30b3\u30ec\u30ed\u30b0\u30e9\u30e0\u306e\u63cf\u753b\u3001\u6ce2\u5f62\u5206\u89e3\u3068\u3044\u3063\u305f\u3001\u4e00\u6b69\u5148\u306e\u6642\u7cfb\u5217\u5206\u6790\u306e\u624b\u6cd5\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
3-2_TS_correlogram.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
3-2_TS_sample2.csv<\/a><\/p>\n\n\n\n

\u672a\u6765\u4e88\u6e2c\u301c\u6642\u7cfb\u5217\u30e2\u30c7\u30ea\u30f3\u30b0\u301c<\/h3>\n\n\n\n

\u6ce2\u5f62\u306e\u50be\u5411\u3092\u898b\u3066\u3001\u5c06\u6765\u3069\u306e\u3088\u3046\u306a\u6642\u7cfb\u5217\u306b\u306a\u308b\u306e\u304b\u4e88\u6e2c\u3092\u3057\u3066\u307f\u307e\u3059\u3002
\u3053\u306e\u52d5\u753b\u3067\u306fAR<\/strong>\uff08\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\uff09\u3001MA<\/strong>\uff08\u79fb\u52d5\u5e73\u5747\u30e2\u30c7\u30eb\uff09\u3000\u3001ARMA<\/strong>\uff08\u81ea\u5df1\u56de\u5e30 \u79fb\u52d5\u5e73\u5747\u30e2\u30c7\u30eb\uff09\u3001ARIMA<\/strong>\uff08\u81ea\u5df1\u56de\u5e30 \u548c\u5206 \u79fb\u52d5\u5e73\u5747\u30e2\u30c7\u30eb\uff09\u3001SARIMA<\/strong>\uff08\u5b63\u7bc0 \u81ea\u5df1\u56de\u5e30 \u548c\u5206 \u79fb\u52d5\u5e73\u5747\u30e2\u30c7\u30eb\uff09\u3001SARIMAX<\/strong>\u3068\u3044\u3063\u305f\u30e2\u30c7\u30eb\u3067\u306e\u4e88\u6e2c\u65b9\u6cd5\u3084AIC\u306b\u3088\u308b\u5f53\u3066\u306f\u307e\u308a\u306e\u826f\u3055<\/span><\/strong>\u306e\u30c1\u30a7\u30c3\u30af\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
3-3_TS_modeling.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
3-3_TS_sample2.csv<\/a><\/p>\n\n\n\n

\u672a\u6765\u4e88\u6e2c\u301c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u301c<\/h3>\n\n\n\n

\u6a5f\u68b0\u5b66\u7fd2\u306e1\u3064\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u300d\u3092\u7528\u3044\u305f\u6642\u7cfb\u5217\u4e88\u6e2c<\/span><\/strong>\u3092\u884c\u3044\u307e\u3059\u3002\u305d\u306e\u4e2d\u3067\u3082\u3001\u7cbe\u5ea6\u306e\u826f\u3044\u63a8\u6e2c\u304c\u51fa\u6765\u308b\u4e8b\u304c\u591a\u3044\u3068\u3055\u308c\u308bLSTM<\/strong>\u3092\u7528\u3044\u3066\u3044\u307e\u3059\u3002
\u524d\u4f5c\u300c\u30e2\u30c7\u30ea\u30f3\u30b0\u300d\u3068\u306e\u9055\u3044\u306b\u3064\u3044\u3066\u3082\u3054\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
3-4_TS_LSTM.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
3-4_TS_sample2.csv<\/a><\/p>\n\n\n\n

\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30ea\u30fc\u30ba<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n\n\n\n\n

\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3092\u59cb\u3081AI\u958b\u767a\u3068\u5207\u3063\u3066\u3082\u5207\u308c\u306a\u3044\u6280\u8853\u3001\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d<\/span><\/strong>\u306e\u69d8\u3005\u306a\u624b\u6cd5\u3068\u5b9f\u88c5\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u6b21\u5143\u524a\u6e1b\uff08\u6b21\u5143\u5727\u7e2e\uff09<\/h3>\n\n\n\n

\u306a\u308b\u3079\u304f\u30c7\u30fc\u30bf\u306e\u60c5\u5831\u3092\u5931\u308f\u306a\u3044\u3088\u3046\u306b\u30c7\u30fc\u30bf\u306e\u6b21\u5143\u6570\u3092\u6e1b\u3089\u3059\u3068\u3044\u3046\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/strong>\u306e\u624b\u6cd5\u3067\u3059\u3002
\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30922\u6b21\u5143\u5e73\u9762\u306b\u308f\u304b\u308a\u3084\u3059\u304f\u56f3\u793a\u3059\u308b\u6642\u306b\u3088\u304f\u7528\u3044\u3089\u308c\u307e\u3059\u3002
\u4e3b\u6210\u5206\u5206\u6790\u306b\u4ee3\u8868\u3055\u308c\u308b\u3088\u3046\u306b\u6b21\u5143\u524a\u6e1b\u306e\u624b\u6cd5\u306b\u3082\u69d8\u3005\u3054\u3056\u3044\u307e\u3059\u304c\u3001\u4eca\u56de\u306f\u300c\u7279\u7570\u5024\u5206\u89e3(SVD)\u300d<\/strong>\u3068\u300cUMAP\u300d<\/strong>\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
4-1_DimReduction.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
4-1_skill_level.csv<\/a><\/p>\n\n\n\n

\u975e\u968e\u5c64\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/h3>\n\n\n\n

\u30c7\u30fc\u30bf\u3092\u8fd1\u3044\u8005\u540c\u58eb\u3067\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\u3059\u308b\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/strong>\u306e\u624b\u6cd5\u3067\u3059\u3002\u52d5\u753b\u3067\u306f\u975e\u968e\u5c64\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u4ee3\u8868\u624b\u6cd5\u300cK-means\u6cd5<\/strong>\u300d\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
4-2_Kmeans.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
4-2_skill_level.csv<\/a><\/p>\n\n\n\n

\u968e\u5c64\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/h3>\n\n\n\n

\u540c\u3058\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3067\u3082\u3001\u5168\u3066\u306e\u30c7\u30fc\u30bf\u3092\u30c8\u30fc\u30ca\u30e1\u30f3\u30c8\u8868\u306e\u3088\u3046\u306a\u6a39\u5f62\u3067\u8868\u73fe\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002
\u65b9\u6cd5\u306f\u5e7e\u3064\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u7279\u306b\u300c\u30a6\u30a9\u30fc\u30c9\u6cd5<\/strong>\u300d\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u3054\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
4-3_HCA.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
4-3_skill_level<\/a><\/p>\n\n\n\n

\u91cd\u56de\u5e30\u5206\u6790<\/h3>\n\n\n\n

\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/strong>\u306e\u57fa\u672c\u3068\u306a\u308b\u624b\u6cd5\u3067\u3042\u308a\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u3067\u3082\u5927\u6d3b\u8e8d\u3059\u308b\u30c7\u30fc\u30bf\u5206\u6790\u624b\u6cd5\u306e\u82b1\u5f62\u3067\u3059\u3002
\u5b9f\u884c\u65b9\u6cd5\u306b\u52a0\u3048\u3001\u7d50\u679c\u306e\u898b\u65b9\u304c\u8003\u3048\u65b9\u306b\u3064\u3044\u3066\u3082\u3054\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
4-4_Regression.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
4-4_sales.csv<\/a>
4-4_sales_future.csv<\/a><\/p>\n\n\n\n

\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790<\/h3>\n\n\n\n

\u540c\u3058\u56de\u5e30\u5206\u6790\u3067\u3082\u3001\u76ee\u7684\u5909\u6570\u304c2\u5024\u3001\u3082\u3057\u304f\u306f\u78ba\u7387<\/strong>\u3068\u306a\u308b\u5834\u5408\u306e\u56de\u5e30\u5206\u6790\u3067\u3059\u3002\u91cd\u56de\u5e30\u5206\u6790\u3068\u5b9f\u884c\u65b9\u6cd5\u306f\u307b\u307c\u4e00\u7dd2\u3067\u3059\u304c\u3001\u7d50\u679c\u306e\u8003\u3048\u65b9\u306a\u3069\u306f\u7570\u306a\u308a\u307e\u3059\u306e\u3067\u62bc\u3055\u3048\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
4-5_Logistic.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
4-5_user_data.csv<\/a>
4-5_user_data_future.csv<\/a><\/p>\n\n\n\n

\u6c7a\u5b9a\u6728\u5206\u6790<\/h3>\n\n\n\n

\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3092\u300c\u6728\u300d\u306e\u3088\u3046\u306a\u5f62\u3067\u8868\u73fe\u3059\u308b\u3001\u975e\u5e38\u306b\u5206\u304b\u308a\u3084\u3059\u304f\u6709\u7528\u306a\u30c7\u30fc\u30bf\u5206\u6790\u624b\u6cd5\u3067\u3059\u3002\u56de\u5e30\u554f\u984c\u3001\u5206\u985e\u554f\u984c\u3001\u3069\u3061\u3089\u306b\u3082\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002
\u672c\u52d5\u753b\u3067\u306fdtreeviz<\/strong>\u3092\u7528\u3044\u305f\u7d50\u679c\u306e\u53ef\u8996\u5316\u306b\u3064\u3044\u3066\u3082\u3054\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
4-6_DecisionTree.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
4-6_sales.csv<\/a>
4-6_sales_future.csv<\/a><\/p>\n\n\n\n

\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3(SVM)<\/h3>\n\n\n\n

\u3053\u3053\u304b\u3089\u306f\u540c\u3058\u6a5f\u68b0\u5b66\u7fd2\u3067\u3082\u3001\u3088\u308a\u300cAI\u300d\u306b\u8fd1\u3044\u624b\u6cd5<\/strong>\u3068\u306a\u3063\u3066\u3044\u304d\u307e\u3059\u3002
\u305d\u306e\u305f\u3081\u3001\u52d5\u753b\u5185\u3067\u30c7\u30fc\u30bf\u306e\u5206\u5272\u624b\u6cd5\u3084\u6027\u80fd\u6307\u6a19<\/span><\/strong>\u306b\u3064\u3044\u3066\u3082\u7c21\u5358\u306b\u304a\u8a71\u3057\u3055\u305b\u3066\u9802\u3044\u3066\u304a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
4-7_SVM.ipynb<\/a><\/p>\n\n\n\n

\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8<\/h3>\n\n\n\n

\u300c\u6c7a\u5b9a\u6728\u5206\u6790\u300d\u3092\u30d1\u30ef\u30fc\u30a2\u30c3\u30d7\uff1f\u3055\u305b\u305f\u3088\u3046\u306a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
4-8_RandomForest.ipynb<\/a><\/p>\n\n\n\n

\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0<\/h3>\n\n\n\n

\u3053\u3061\u3089\u3082\u300c\u6c7a\u5b9a\u6728\u5206\u6790\u300d\u3092\u5fdc\u7528\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u306e\u624b\u6cd5\u3067\u3059\u3002\u3000\u500b\u4eba\u7684\u306b\u306fBest of \u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/strong>\u3001\u3068\u547c\u3093\u3067\u3082\u826f\u3044\u3088\u3046\u306a\u624b\u6cd5\u3067\u3001\u7c21\u5358\u3067\u9ad8\u6027\u80fd\u306aAI\u30e2\u30c7\u30eb\u304c\u4f5c\u308c\u308b\u5834\u5408\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
\u30af\u30ea\u30c3\u30af\u3057\u3066\u8b1b\u5ea7\u3092\u898b\u308b<\/strong><\/a><\/p>\n\n\n\n

\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
4-9_GBDT.ipynb<\/a><\/p>\n\n\n\n

\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/h3>\n\n\n\n

\u753b\u50cf\u3001\u97f3\u58f0\u3001\u3068\u3044\u3063\u305f\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u305fAI\u3092\u4f5c\u308b\u5834\u5408\u306f\u3001\u307e\u305a\u9593\u9055\u3044\u306a\u304f\u3053\u306e\u6df1\u5c64\u5b66\u7fd2\uff08\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff09\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u4e16\u306e\u4e2d\u306e\u300cAI\u300d\u306e9\u5272\u306b\u306f\u3053\u306e\u6280\u8853\u304c\u4f7f\u308f\u308c\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u306e\u3067\u3057\u3087\u3046\u304b\u3002
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\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
4-10_DeepLearning.ipynb<\/a><\/p>\n\n\n\n

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\"\"<\/figure>\n\n\n\n\n\n\n\n

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\u76f8\u95a2\u5206\u6790<\/h3>\n\n\n\n

Excel\u3067\u3082\u76f8\u95a2\u306f\u7c21\u5358\u306b\u8a08\u7b97\u3067\u304d\u307e\u3059\u304c\u3001Python\u3092\u7528\u3044\u308b\u3068\u8907\u96d1\u306a\u6f14\u7b97\u3092\u3057\u305f\u308a\u3001\u7d50\u679c\u3092\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u306b\u8868\u793a\u3057\u305f\u308a\u3001\u3068\u3044\u3046\u4e8b\u3082\u5bb9\u6613\u304f\u5b9f\u884c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
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9-1_Corr.ipynb<\/a><\/p>\n\n\n\n

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9-1_Sample.csv<\/a><\/p>\n\n\n\n

\u4eee\u8aac\u691c\u5b9a<\/h3>\n\n\n\n

2\u3064\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u7d50\u679c\u306b\u300c\u6709\u610f\u5dee\u304c\u3042\u308b\u306e\u304b\u300d\u3092\u7d71\u8a08\u5b66\u7684\u306b\u8abf\u67fb\u3059\u308b\u4eee\u8aac\u691c\u5b9a\u3067\u3059\u3002
\u30c7\u30fc\u30bf\u306b\u3088\u3063\u3066\u9069\u7528\u3055\u305b\u308b\u624b\u6cd5\u306f\u9055\u3063\u3066\u304f\u308b\u306e\u3067\u3001\u305d\u306e\u3042\u305f\u308a\u3082\u6b63\u3057\u304f\u4f7f\u3044\u5206\u3051\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
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\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
9-2_Testing.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
9-2_Sample.csv<\/a><\/p>\n\n\n\n

DNA\u5206\u6790\u301cBioPython\u5165\u9580\u301c<\/h3>\n\n\n\n

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\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
9-3_BioPython.ipynb<\/a><\/p>\n\n\n\n

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\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
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\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
9-4_modeling_GLM.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
9-4_sales_sample.csv<\/a><\/p>\n\n\n\n

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\u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u63a8\u5b9a\u91cf<\/strong>\u306e\u63cf\u304d\u65b9\u3001\u30bb\u30df\u30d1\u30e9\u30e1\u30c8\u30ea\u30c3\u30af\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308bCox\u6bd4\u4f8b\u30cf\u30b6\u30fc\u30c9\u30e2\u30c7\u30eb<\/strong>\u3001\u30ce\u30f3\u30d1\u30e9\u30e1\u30c8\u30ea\u30c3\u30af\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a<\/strong>\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
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\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
9-5_lifelines.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
9-5_lifelines.csv<\/a>
9-5_lifelines2.csv<\/a><\/p>\n\n\n\n

\u6570\u7406\u6700\u9069\u5316\u301cPuLP\u301c<\/h3>\n\n\n\n

\u30ca\u30c3\u30d7\u30b5\u30c3\u30af\u554f\u984c\u3001\u5de1\u56de\u30bb\u30fc\u30eb\u30b9\u30de\u30f3\u554f\u984c\u306b\u4ee3\u8868\u3055\u308c\u308b\u300c\u6570\u7406\u6700\u9069\u5316\u300d\u3092Python\u3067\u5b9f\u884c\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
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\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
9-6_PuLP.ipynb<\/a><\/p>\n\n\n\n

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DEAP\u3092\u4f7f\u7528\u3057\u305f\u907a\u4f1d\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092Python\u3067\u5b9f\u884c\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u3010\u52d5\u753b\u3092\u898b\u308b\u3011
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\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
9-7_DEAP.ipynb<\/a><\/p>\n\n\n\n

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\u3010\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3011
9-8_basket.ipynb<\/a><\/p>\n\n\n\n

\u3010\u30d5\u30a1\u30a4\u30eb\u3011
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