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<\/p>\n

\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uc0ac\uc6a9\uc790 \ub9de\ucda4\ud615 \ucf58\ud150\uce20 \uc81c\uacf5 \uc2dc\uc2a4\ud15c\uc774 \uc810\ucc28 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uac1c\uc778\uc758 \uc120\ud638\uc640 \ud589\ub3d9\uc5d0 \ub530\ub77c \uc801\ud569\ud55c \ucf58\ud150\uce20\ub97c \ucd94\ucc9c\ud558\ub294 \uae30\ub2a5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ucd94\ucc9c \uc2dc\uc2a4\ud15c \uad6c\ud604\uc758 \uae30\ucd08\ubd80\ud130 \ub370\uc774\ud130\uc14b \ud65c\uc6a9\ubc95 \ubc0f \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790 \ub9de\ucda4 \ucf58\ud150\uce20 \uc81c\uacf5 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc2e4\uc81c \uacf5\uac1c\ub41c \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud574 \uc2e4\uc2b5\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\ub3c4 \uc548\ub0b4\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n
\ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc0c1\ud488, \ubd84\uc57c, \ucf58\ud150\uce20 \ub4f1\uc744 \ucd94\ucc9c\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc77c\uc885\uc785\ub2c8\ub2e4. \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc758 \uae30\ubcf8 \uc6d0\ub9ac\ub294 \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uac1c\uc778\ud654\ub41c \ucd94\ucc9c\uc744 \uc0dd\uc131\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc740 \ud06c\uac8c \ub450 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4: \ud611\uc5c5 \ud544\ud130\ub9c1\uacfc \ucf58\ud150\uce20 \uae30\ubc18 \ud544\ud130\ub9c1\uc785\ub2c8\ub2e4.<\/p>\n

1.1 \ud611\uc5c5 \ud544\ud130\ub9c1<\/h3>\n
\ud611\uc5c5 \ud544\ud130\ub9c1\uc740 \uc0ac\uc6a9\uc790\uc640 \ucf58\ud150\uce20 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \uae30\ubc18\uc73c\ub85c \ucd94\ucc9c\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \uacfc\uac70\uc5d0 \ud3c9\uac00\ud55c \ucf58\ud150\uce20\ub97c \ubd84\uc11d\ud558\uc5ec \uc720\uc0ac\ud55c \ucde8\ud5a5\uc744 \uac00\uc9c4 \ub2e4\ub978 \uc0ac\uc6a9\uc790\uc758 \uc120\ud638\ub3c4\ub97c \ubc18\uc601\ud569\ub2c8\ub2e4. \ud611\uc5c5 \ud544\ud130\ub9c1\uc740 \ud06c\uac8c \ub450 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc0ac\uc6a9\uc790 \uae30\ubc18 \ud611\uc5c5 \ud544\ud130\ub9c1<\/strong>: \uc720\uc0ac\ud55c \ucde8\ud5a5\uc744 \uac00\uc9c4 \uc0ac\uc6a9\uc790\uad70\uc744 \ucc3e\uc544 \uc774\ub4e4\uc774 \uc88b\uc544\ud55c \ucf58\ud150\uce20\ub97c \ucd94\ucc9c\ud569\ub2c8\ub2e4.<\/li>\n
\uc544\uc774\ud15c \uae30\ubc18 \ud611\uc5c5 \ud544\ud130\ub9c1<\/strong>: \ud2b9\uc815 \uc544\uc774\ud15c\uacfc \uc720\uc0ac\ud55c \uc544\uc774\ud15c\ub4e4\uc744 \ucc3e\uc544 \ucd94\ucc9c\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
1.2 \ucf58\ud150\uce20 \uae30\ubc18 \ud544\ud130\ub9c1<\/h3>\n
\ucf58\ud150\uce20 \uae30\ubc18 \ud544\ud130\ub9c1\uc740 \ucf58\ud150\uce20 \uc790\uccb4\uc758 \uc18d\uc131\uc744 \ubd84\uc11d\ud558\uc5ec \ucd94\ucc9c\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \uacfc\uac70\uc5d0 \uc88b\uc544\ud55c \ucf58\ud150\uce20\uc640 \uc720\uc0ac\ud55c \uc0c8\ub85c\uc6b4 \ucf58\ud150\uce20\ub97c \ucd94\ucc9c\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc0ac\uc6a9\uc790\uac00 \ud2b9\uc815 \uce74\ud14c\uace0\ub9ac\uc758 \uc601\ud654\ub97c \uc790\uc8fc \uc2dc\uccad\ud588\ub2e4\uba74, \ud574\ub2f9 \uce74\ud14c\uace0\ub9ac\uc758 \ub2e4\ub978 \uc601\ud654\ub97c \ucd94\ucc9c\ubc1b\uac8c \ub418\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4.<\/p>\n
2. \ucd94\ucc9c \uc2dc\uc2a4\ud15c \uc124\uacc4\uc758 \uc8fc\uc694 \uc694\uc18c<\/h2>\n
\ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \uc124\uacc4\ud560 \ub54c\ub294 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uc694\uc18c\ub97c \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n
\n
\ub370\uc774\ud130 \uc218\uc9d1<\/strong>: \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ub370\uc774\ud130, \ucf58\ud150\uce20 \uc18d\uc131 \ub370\uc774\ud130 \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc218\uc9d1\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n
\ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/strong>: \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \uc815\uc81c\ud558\uace0 \uac00\uacf5\ud574\uc57c \ud569\ub2c8\ub2e4. \uacb0\uce21\uce58 \ucc98\ub9ac, \uc815\uaddc\ud654 \ub4f1\uc758 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \uc120\ud0dd<\/strong>: \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc5d0 \uc801\ud569\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. \ud611\uc5c5 \ud544\ud130\ub9c1, \ucf58\ud150\uce20 \uae30\ubc18 \ud544\ud130\ub9c1 \ub610\ub294 \ud558\uc774\ube0c\ub9ac\ub4dc \ubaa8\ub378\uc744 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ud3c9\uac00 \ubc0f \ud29c\ub2dd<\/strong>: \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uc5ec \ubaa8\ub378\uc744 \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4. RMSE, MAE, Precision, Recall \ub4f1\uc758 \uc9c0\ud45c\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. \ucd94\ucc9c \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc744 \uc704\ud55c \ub370\uc774\ud130\uc14b<\/h2>\n
\ucd94\ucc9c \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc5d0 \uc801\ud569\ud55c \uc5ec\ub7ec \uacf5\uac1c \ub370\uc774\ud130\uc14b\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \ucd94\ucc9c \uc2dc\uc2a4\ud15c \uc124\uacc4\ub97c \uc704\ud55c \uc8fc\uc694 \ub370\uc774\ud130\uc14b\uacfc \ud574\ub2f9 \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc6f9\uc0ac\uc774\ud2b8\uc5d0 \ub300\ud574 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n
3.1 MovieLens \ub370\uc774\ud130\uc14b<\/h3>\n
MovieLens \ub370\uc774\ud130\uc14b\uc740 \uc601\ud654 \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574 \uac00\uc7a5 \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 \ub370\uc774\ud130\uc14b \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uc640 \uc601\ud654 \uac04\uc758 \ud3c9\uc810 \uc815\ubcf4\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \ud06c\uae30\uc758 \ub370\uc774\ud130\uc14b\uc774 \uc81c\uacf5\ub429\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \uc0ac\uc6a9\uc790\uac00 \uc5bc\ub9c8\ub098 \ub9ce\uc740 \uc601\ud654\ub97c \ud3c9\uac00\ud588\ub294\uc9c0, \ud2b9\uc815 \uc601\ud654\uc5d0 \ub300\ud55c \ud3c9\uc810 \ub4f1\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
MovieLens \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8<\/a>\uc5d0\uc11c \ub370\uc774\ud130\uc14b\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3.2 Netflix Prize \ub370\uc774\ud130\uc14b<\/h3>\n
Netflix Prize \ub370\uc774\ud130\uc14b\uc740 Netflix\uc5d0\uc11c \uc81c\uacf5\ud55c \ucd94\ucc9c \uc2dc\uc2a4\ud15c \ub300\ud68c\uc5d0\uc11c \uc0ac\uc6a9\ub41c \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc5d0\ub294 \uc0ac\uc6a9\uc790\uc640 \uc601\ud654 \uac04\uc758 \ud3c9\uc810\uacfc \uc601\ud654 \uc815\ubcf4\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc5b4 \ucd94\ucc9c \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294\ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
Netflix Prize \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8<\/a>\uc5d0\uc11c \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud55c \uc815\ubcf4\uc640 \ub2e4\uc6b4\ub85c\ub4dc \ub9c1\ud06c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n
3.3 GoodBooks \ub370\uc774\ud130\uc14b<\/h3>\n
GoodBooks \ub370\uc774\ud130\uc14b\uc740 \ucc45 \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud55c \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc5d0\ub294 \uc0ac\uc6a9\uc790\uc640 \ucc45 \uac04\uc758 \ud3c9\uc810 \uc815\ubcf4\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \ucc45\uc5d0 \ub300\ud55c \uba54\ud0c0\ub370\uc774\ud130\ub3c4 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n
GoodBooks \ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc \ud398\uc774\uc9c0<\/a>\uc5d0\uc11c \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4. \ucd94\ucc9c \uc2dc\uc2a4\ud15c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c<\/h2>\n
\uc774\uc81c \uc774\ub860\uc801\uc778 \ub0b4\uc6a9\uc744 \ubc14\ud0d5\uc73c\ub85c \uac04\ub2e8\ud55c \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud574\ubcf4\ub294 \uc2dc\uac04\uc744 \uac00\uc838\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c\ub294 MovieLens \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc601\ud654 \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4e4\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
4.1 \ud504\ub85c\uc81d\ud2b8 \uc900\ube44<\/h3>\n
\ud504\ub85c\uc81d\ud2b8\ub97c \uc9c4\ud589\ud558\uae30\uc5d0 \uc55e\uc11c \ud544\uc694\ud55c \ud328\ud0a4\uc9c0\ub97c \uc124\uce58\ud569\ub2c8\ub2e4. Python\uacfc Jupyter Notebook\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud504\ub85c\uc81d\ud2b8 \ud658\uacbd\uc744 \uc124\uc815\ud569\ub2c8\ub2e4.<\/p>\n
`\n!pip install pandas numpy sklearn\n<\/code><\/pre>\n`
4.2 \ub370\uc774\ud130 \ub85c\ub4dc \ubc0f \ud655\uc778<\/h3>\n
MovieLens \ub370\uc774\ud130\ub97c \ub85c\ub4dc\ud558\uace0, \ub370\uc774\ud130\uc758 \uad6c\uc870\ub97c \uc774\ud574\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc544\ub798 \ucf54\ub4dc\ub294 CSV \ud30c\uc77c\ub85c \uc800\uc7a5\ub41c \ub370\uc774\ud130\ub97c \ub85c\ub4dc\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n
`\nimport pandas as pd\n\n# \ub370\uc774\ud130 \ub85c\ub4dc\nratings = pd.read_csv('ratings.csv')\nmovies = pd.read_csv('movies.csv')\n\n# \ub370\uc774\ud130 \uad6c\uc870 \ud655\uc778\nprint(ratings.head())\nprint(movies.head())\n<\/code><\/pre>\n`
4.3 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\ub2e4\uc74c \ub2e8\uacc4\ub85c, \uacb0\uce21\uce58\ub97c \ucc98\ub9ac\ud558\uace0 \ud544\uc694\ud55c \ud615\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \ubcc0\ud658\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc0ac\uc6a9\uc790\uc640 \uc601\ud654\uac04\uc758 \ud3c9\uc810\uc744 \ud53c\ubc97 \ud14c\uc774\ube14\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
`\n# \ud53c\ubc97 \ud14c\uc774\ube14 \uc0dd\uc131\nratings_pivot = ratings.pivot(index='userId', columns='movieId', values='rating').fillna(0)\n<\/code><\/pre>\n`4.4 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n\uc5ec\uae30\uc11c\ub294 \ud611\uc5c5 \ud544\ud130\ub9c1\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \ud6c8\ub828\ud569\ub2c8\ub2e4. \uc720\uc0ac\ub3c4 \uc218\uce58\ub97c \uacc4\uc0b0\ud558\uae30 \uc704\ud574 \ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\nfrom sklearn.metrics.pairwise import cosine_similarity\n\n# \ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4 \uacc4\uc0b0\nuser_similarity = cosine_similarity(ratings_pivot)\n<\/code><\/pre>\n4.5 \ucd94\ucc9c \uc0dd\uc131<\/h3>\n\ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \uc0ac\uc6a9\uc790\uc5d0\uac8c \ucd94\ucc9c\ud560 \uc601\ud654\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \ud2b9\uc815 \uc0ac\uc6a9\uc790\uc5d0 \ub300\ud55c \ucd94\ucc9c \ubaa9\ub85d\uc744 \ucd9c\ub825\ud558\ub294 \uac04\ub2e8\ud55c \ud568\uc218\ub97c \uc791\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \ndef get_recommendations(user_id, ratings_pivot, user_similarity, top_n=5):\n user_idx = ratings_pivot.index.get_loc(user_id)\n similar_users = user_similarity[user_idx]\n similar_users_indices = similar_users.argsort()[-top_n-1:-1][::-1]\n \n recommendations = []\n for similar_user_idx in similar_users_indices:\n recommendations.extend(ratings_pivot.columns[ratings_pivot.iloc[similar_user_idx] > 0].to_list())\n \n recommendations = list(set(recommendations)) # \uc911\ubcf5 \uc81c\uac70\n return recommendations[:top_n]\n\n# \uc0ac\uc6a9\uc790 1\uc5d0 \ub300\ud55c \ucd94\ucc9c \uc601\ud654 \ucd9c\ub825\nprint(get_recommendations(1, ratings_pivot, user_similarity))\n<\/code><\/pre>\n5. \uacb0\ub860<\/h2>\n\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc758 \uae30\ubcf8 \uac1c\ub150, \uc124\uacc4 \uc694\uc18c, \uacf5\uac1c \ub370\uc774\ud130\uc14b \ubc0f \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790 \ub9de\ucda4 \ucf58\ud150\uce20 \uc81c\uacf5 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc774\ud574\uc640 \ucc98\ub9ac, \ubaa8\ub378 \ud6c8\ub828 \ubc0f \ucd94\ucc9c \uc54c\uace0\ub9ac\uc998 \uc801\uc6a9\uc5d0 \ub300\ud55c \uc9c0\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c \uc0ac\uc6a9\uc790\uc758 \uc120\ud638\uc5d0 \ub9de\ucd98 \ubcf4\ub2e4 \ub098\uc740 \ucf58\ud150\uce20 \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \ub0b4\uc6a9\uc744 \ubc14\ud0d5\uc73c\ub85c \ub354 \ub098\uc544\uac00 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud558\uc5ec \ud6e8\uc52c \ub354 \uc815\uad50\ud55c \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4e4\uc5b4 \ub098\uac00\ub294 \uacfc\uc815\uc744 \uacc4\uc18d\ud574\ubcf4\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n 6. \ucc38\uace0 \uc790\ub8cc<\/h2>\n\nMovieLens \ub370\uc774\ud130\uc14b<\/a><\/li>\n Netflix Prize \ub370\uc774\ud130\uc14b<\/a><\/li>\n GoodBooks \ub370\uc774\ud130\uc14b<\/a><\/li>\n Coursera Machine Learning Course<\/a><\/li>\n Towards Data Science: Building a Recommender System with Python<\/a><\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uc0ac\uc6a9\uc790 \ub9de\ucda4\ud615 \ucf58\ud150\uce20 \uc81c\uacf5 \uc2dc\uc2a4\ud15c\uc774 \uc810\ucc28 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uac1c\uc778\uc758 \uc120\ud638\uc640 \ud589\ub3d9\uc5d0 \ub530\ub77c \uc801\ud569\ud55c \ucf58\ud150\uce20\ub97c \ucd94\ucc9c\ud558\ub294 \uae30\ub2a5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ucd94\ucc9c \uc2dc\uc2a4\ud15c \uad6c\ud604\uc758 \uae30\ucd08\ubd80\ud130 \ub370\uc774\ud130\uc14b \ud65c\uc6a9\ubc95 \ubc0f \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790 \ub9de\ucda4 \ucf58\ud150\uce20 \uc81c\uacf5 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc2e4\uc81c \uacf5\uac1c\ub41c \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud574 \uc2e4\uc2b5\ud560 … \ub354 \ubcf4\uae30 “\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \ud65c\uc6a9\ud55c \uc0ac\uc6a9\uc790 \ub9de\ucda4 \ucf58\ud150\uce20 \uc81c\uacf5”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[199],"tags":[],"class_list":["post-39671","post","type-post","status-publish","format-standard","hentry","category-199"],"yoast_head":"\n\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \ud65c\uc6a9\ud55c \uc0ac\uc6a9\uc790 \ub9de\ucda4 \ucf58\ud150\uce20 \uc81c\uacf5 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/39671\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \ud65c\uc6a9\ud55c \uc0ac\uc6a9\uc790 \ub9de\ucda4 \ucf58\ud150\uce20 \uc81c\uacf5 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uc0ac\uc6a9\uc790 \ub9de\ucda4\ud615 \ucf58\ud150\uce20 \uc81c\uacf5 \uc2dc\uc2a4\ud15c\uc774 \uc810\ucc28 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uac1c\uc778\uc758 \uc120\ud638\uc640 \ud589\ub3d9\uc5d0 \ub530\ub77c \uc801\ud569\ud55c \ucf58\ud150\uce20\ub97c \ucd94\ucc9c\ud558\ub294 \uae30\ub2a5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ucd94\ucc9c \uc2dc\uc2a4\ud15c \uad6c\ud604\uc758 \uae30\ucd08\ubd80\ud130 \ub370\uc774\ud130\uc14b \ud65c\uc6a9\ubc95 \ubc0f \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790 \ub9de\ucda4 \ucf58\ud150\uce20 \uc81c\uacf5 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc2e4\uc81c \uacf5\uac1c\ub41c \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud574 \uc2e4\uc2b5\ud560 … \ub354 \ubcf4\uae30 "\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \ud65c\uc6a9\ud55c \uc0ac\uc6a9\uc790 \ub9de\ucda4 \ucf58\ud150\uce20 \uc81c\uacf5"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/39671\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-02T06:50:54+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:41:06+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/39671\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/39671\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, 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\ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \ud65c\uc6a9\ud55c \uc0ac\uc6a9\uc790 \ub9de\ucda4 \ucf58\ud150\uce20 \uc81c\uacf5 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atmokpo.com\/w\/39671\/","og_locale":"ko_KR","og_type":"article","og_title":"\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \ud65c\uc6a9\ud55c \uc0ac\uc6a9\uc790 \ub9de\ucda4 \ucf58\ud150\uce20 \uc81c\uacf5 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uc0ac\uc6a9\uc790 \ub9de\ucda4\ud615 \ucf58\ud150\uce20 \uc81c\uacf5 \uc2dc\uc2a4\ud15c\uc774 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