{"id":536283,"date":"2024-12-26T03:34:35","date_gmt":"2024-12-26T02:34:35","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=pycharm&#038;p=536283"},"modified":"2024-12-26T03:34:42","modified_gmt":"2024-12-26T02:34:42","slug":"the-state-of-data-science","status":"publish","type":"pycharm","link":"https:\/\/blog.jetbrains.com\/ko\/pycharm\/2024\/12\/the-state-of-data-science\/","title":{"rendered":"2024\ub144 \ub370\uc774\ud130 \uacfc\ud559 \ud604\ud669: 6\uac00\uc9c0 \uc8fc\uc694 \ub370\uc774\ud130 \uacfc\ud559 \ub3d9\ud5a5"},"content":{"rendered":"<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-531661\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/12\/pc-featured_blog_1280x720_kr_the_state-of-data-Science-2024.png\" alt=\"2024\ub144 \ub370\uc774\ud130 \uacfc\ud559 \ud604\ud669\" width=\"2560\" height=\"1440\" \/><\/figure>\n<p>\uc62c\ud574\uc758 \ud654\uc81c\ub294 \uc0dd\uc131\ud615 AI\uc640 LLM\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub807\ub2e4\uba74 \uc774 \ub450 \uac00\uc9c0\uac00 \ub370\uc774\ud130 \uacfc\ud559\uacfc \uba38\uc2e0\ub7ec\ub2dd \ub3d9\ud5a5\uc5d0\ub3c4 \uc601\ud5a5\uc744 \uc8fc\uc5c8\uc744\uae4c\uc694? \ub370\uc774\ud130 \uacfc\ud559\uc758 \uc0c8\ub85c\uc6b4 \ub3d9\ud5a5 \uc911 \ub530\ub97c \ub9cc\ud55c \uac83\uc740 \ubb34\uc5c7\uc77c\uae4c\uc694? \ub9e4\ub144 JetBrains\ub294 <a href=\"https:\/\/www.python.org\/\" target=\"_blank\" rel=\"noopener\">Python Software Foundation<\/a>\uacfc \ud611\uc5c5\ud558\uc5ec \uc774\ub7ec\ud55c \uc9c8\ubb38\uc5d0 \uad00\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 Python \uac1c\ubc1c\uc790 \uc124\ubb38\uc870\uc0ac\ub97c \uc2e4\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/lp.jetbrains.com\/ko-kr\/python-developers-survey-2023\/\" target=\"_blank\" rel=\"noopener\">\ucd5c\uadfc\uc5d0 \uc2e4\uc2dc\ub41c \uc124\ubb38\uc870\uc0ac \uacb0\uacfc<\/a>\ub294 2023\ub144 11\uc6d4\ubd80\ud130 2024\ub144 2\uc6d4 \uc0ac\uc774\uc5d0 \uc218\uc9d1\ub418\uc5c8\uc73c\uba70, <a href=\"https:\/\/lp.jetbrains.com\/ko-kr\/python-developers-survey-2023\/#data-science\" target=\"_blank\" rel=\"noopener\">\ub370\uc774\ud130 \uacfc\ud559<\/a> \uc139\uc158\uc774 \ucd94\uac00\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc9c0\ub09c \ud55c \ud574 \ub3d9\uc548 \ub370\uc774\ud130 \uacfc\ud559\uc758 \uc804\uccb4\uc801 \ub3d9\ud5a5\uc744 \ub354 \uc815\ud655\ud558\uac8c \ud30c\uc545\ud558\uace0 \uc774 \ubd84\uc57c\uc5d0\uc11c Python\uc758 \uc911\uc694\ub3c4\ub97c \uc870\uba85\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-531518\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/11\/1-2x.png\" alt=\"\uc5f0\ub3c4\ubcc4 Python \uc0ac\uc6a9 \ud604\ud669\" width=\"1700\" height=\"1188\" \/><\/figure>\n<p>48%\uc758 Python \uac1c\ubc1c\uc790\uac00 \ub370\uc774\ud130 \ud0d0\uc0c9 \ubc0f \ucc98\ub9ac\uc5d0 \ucc38\uc5ec\ud558\uc600\uc73c\ub098 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 Python\uc744 \uc0ac\uc6a9\ud558\ub294 \uc751\ub2f5\uc790\uc758 \ube44\uc728\uc740 2022\ub144 51%\uc5d0\uc11c 2023\ub144 44%\ub85c \uac10\uc18c\ud558\uc600\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc5d0 Python\uc744 \uc0ac\uc6a9\ud558\ub294 \uc751\ub2f5\uc790\uc758 \ube44\uc728\ub3c4 2022\ub144 36%\uc5d0\uc11c 2023\ub144 34%\ub85c \uac10\uc18c\ud558\uc600\uc2b5\ub2c8\ub2e4. \ud55c\ud3b8 \uc751\ub2f5\uc790\uc758 27%\ub294 Python\uc744 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc5d0 \uc0ac\uc6a9\ud588\uace0, 8%\ub294 MLOps\uc5d0 \uc0ac\uc6a9\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ub450 \uce74\ud14c\uace0\ub9ac\ub294 2023\ub144\uc758 \uc124\ubb38\uc870\uc0ac\uc5d0 \uc0c8\ub85c \ucd94\uac00\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc124\ubb38\uc870\uc0ac \uacb0\uacfc\uc5d0 \ub098\ud0c0\ub09c \ub3d9\ud5a5\uc744 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uace0 \uc774\ub7ec\ud55c \uc218\uce58\ub97c \ub9e5\ub77d\uc5d0 \ub9de\ucdb0\uc11c \ud574\uc11d\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uacc4\uc18d \uc77d\uc73c\uba74\uc11c \ub370\uc774\ud130 \uacfc\ud559 \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ubd84\uc57c\uc758 \ucd5c\uc2e0 \uc18c\uc2dd\uc5d0 \uad00\ud574\uc11c \uc54c\uc544\ubcf4\uace0 2025\ub144\uc744 \ub300\ube44\ud574 \ubcf4\uc138\uc694.<\/p>\n<h2 class=\"wp-block-heading\">\ub370\uc774\ud130 \ucc98\ub9ac: \uc5ec\uc804\ud788 \ucd5c\uace0\uc758 \uc778\uae30\ub97c \ub204\ub9ac\ub294 pandas\uc640 \ubd80\uc0c1\ud558\ub294 Polars<\/h2>\n<p>\ub370\uc774\ud130 \ucc98\ub9ac\ub294 \ub370\uc774\ud130 \uacfc\ud559\uc758 \ud544\uc218\uc801\uc778 \ubd80\ubd84\uc785\ub2c8\ub2e4. 15\ub144 \ub3d9\uc548 \uc9c4\ud589\ub418\uace0 \uc788\ub294 \ud504\ub85c\uc81d\ud2b8\uc778 <a href=\"https:\/\/pandas.pydata.org\/\" target=\"_blank\" rel=\"noopener\">pandas<\/a>\ub294 \uac00\uc7a5 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \ub370\uc774\ud130 \ucc98\ub9ac \ub3c4\uad6c \uc911\uc5d0\uc11c \uc5ec\uc804\ud788 1\uc704\ub97c \ucc28\uc9c0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \ud0d0\uc0c9\uacfc \ucc98\ub9ac\ub97c \uc218\ud589\ud55c\ub2e4\uace0 \ubc1d\ud78c \uc751\ub2f5\uc790\uc758 77%\uac00 \uc774 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud504\ub85c\uc81d\ud2b8\uac00 \uc131\uc219\ud574\uc9d0\uc5d0 \ub530\ub77c API\uac00 \uc548\uc815\ud654\ub418\uc5b4 \uc778\ud130\ub137\uc5d0\uc11c \uc2e4\uc81c\ub85c \ub3d9\uc791\ud558\ub294 \uc608\uc2dc\ub97c \ub2e4\uc591\ud558\uac8c \ucc3e\uc544 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c pandas\uac00 \uc5ec\uc804\ud788 \ub2f9\uc5f0\ud55c \uc120\ud0dd\uc774\ub77c\ub294 \uac83\uc740 \uadf8\ub9ac \ub180\ub78d\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. pandas \ud504\ub85c\uc81d\ud2b8\ub294 <a href=\"https:\/\/numfocus.org\/\" target=\"_blank\" rel=\"noopener\">NumFOCUS<\/a>\uc758 \uc9c0\uc6d0\uc744 \ubc1b\uc73c\uba74\uc11c \uc9c0\uc18d \uac00\ub2a5\uc131\uc744 \ucee4\ubba4\ub2c8\ud2f0\uc5d0 \uc99d\uba85\ud558\uc600\uace0 \uad00\ub9ac \ubaa8\ub378\ub3c4 \uc0ac\uc6a9\uc790\uc758 \uc2e0\ub8b0\ub97c \uc5bb\uc5c8\uc2b5\ub2c8\ub2e4. \ud504\ub85c\uc81d\ud2b8\uac00 \uc548\uc815\uc801\uc774\uace0, \ube60\ub974\uac8c \ubcc0\uacbd\ub418\uc9c0\ub294 \uc54a\uae30 \ub54c\ubb38\uc5d0 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc544\uc9c1 \ubc30\uc6b0\uace0 \uc788\ub294 \ucd08\ubcf4\uc790\uc5d0\uac8c \uc544\uc8fc \uc88b\uc740 \uc120\ud0dd\uc9c0\uc785\ub2c8\ub2e4.<\/p>\n<p>\ubc18\uba74\uc5d0 \uc0c8\ub85c\uc6b4 \uc2dc\ub300\uc758 DataFrames\ub77c \ud64d\ubcf4\ud558\ub294 <a href=\"https:\/\/pola.rs\/\" target=\"_blank\" rel=\"noopener\">Polars<\/a>\ub294 \uc18d\ub3c4\uc640 \ubcd1\ub82c \ucc98\ub9ac\uc5d0 \uc7a5\uc810\uc774 \uc788\uc5b4 \uc791\ub144\uacfc \uc62c\ud574 \uc8fc\ubaa9\uc744 \ubc1b\uc558\uc2b5\ub2c8\ub2e4. 2023\ub144\uc5d0\ub294 Polars\uc758 \uc81c\uc791\uc790\uc778 Ritchie Vink\uac00 \uc774\ub044\ub294 \ud68c\uc0ac\uac00 <a href=\"https:\/\/pola.rs\/posts\/company-announcement\/\" target=\"_blank\" rel=\"noopener\">\uc124\ub9bd\ub418\uc5b4<\/a> \ud504\ub85c\uc81d\ud2b8 \uac1c\ubc1c\uc5d0 \ud798\uc774 \uc2e4\ub838\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 Polars\uac00 \uacc4\uc18d \ube60\ub974\uac8c \uac1c\ubc1c\ub420 \uc218 \uc788\uc5c8\uace0 2024\ub144 7\uc6d4\uc5d0\ub294 Polars\uc758 \ubc84\uc804 1.0\uc774 <a href=\"https:\/\/pola.rs\/posts\/announcing-polars-1\/\" target=\"_blank\" rel=\"noopener\">\ub9b4\ub9ac\uc2a4\ub418\uc5c8\uc2b5\ub2c8\ub2e4<\/a>. \uc774\ud6c4 Polars\ub294 <a href=\"https:\/\/pola.rs\/posts\/polars-hugging-face\/\" target=\"_blank\" rel=\"noopener\">Hugging Face<\/a>\uc640 <a href=\"https:\/\/pola.rs\/posts\/gpu-engine-release\/\" target=\"_blank\" rel=\"noopener\">NVIDIA RAPIDS<\/a>\uc640 \uac19\uc740 \ub2e4\ub978 \uc720\uba85 \ub370\uc774\ud130 \uacfc\ud559 \ub3c4\uad6c\uc640\uc758 \ud638\ud658\uc131\uc744 \ud655\ub300\ud588\uc2b5\ub2c8\ub2e4. pandas\uc640 \uac19\uc774 \uac00\ubcbc\uc6b4 \ucc28\ud2b8 \uc0dd\uc131 \ubc31\uc5d4\ub4dc\ub3c4 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub530\ub77c\uc11c \ub370\uc774\ud130 \uacfc\ud559 \ubd84\uc57c\uc5d0 \uc885\uc0ac\ud558\ub294 \uc804\ubb38\uac00\ub4e4\uc774 <a href=\"https:\/\/blog.jetbrains.com\/pycharm\/2024\/06\/how-to-move-from-pandas-to-polars\/\">Polars\ub85c \uc804\ud658<\/a>\ud558\uba74 \uc774\uc810\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud504\ub85c\uc81d\ud2b8\uac00 \uc131\uc219\ud574\uc9c0\uba74 \ub370\uc774\ud130 \uacfc\ud559 \uc6cc\ud06c\ud50c\ub85c\uc5d0\uc11c \ub354 \ub9ce\uc740 \uc5c5\ubb34\ub97c \ucc98\ub9ac\ud558\ub294 \ub3c4\uad6c\uac00 \ub420 \uc218\ub3c4 \uc788\uace0, \ub370\uc774\ud130\ub97c \ub354 \ube60\ub974\uac8c \ucc98\ub9ac\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\ub420 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. 2023\ub144 \uc124\ubb38\uc870\uc0ac\uc5d0\uc11c\ub294 10%\uc758 \uc751\ub2f5\uc790\uac00 \ub370\uc774\ud130 \ucc98\ub9ac \ub3c4\uad6c\ub85c Polars\ub97c \uc0ac\uc6a9\ud55c\ub2e4\uace0 \ub300\ub2f5\ud588\uc2b5\ub2c8\ub2e4. \uc62c\ud574\uc758 \uc124\ubb38\uc870\uc0ac\uc5d0\uc11c\ub294 \uc774 \ube44\uc728\uc774 \ub354 \ub192\uc744 \uac83\uc774\ub77c\uace0 \uc27d\uac8c \uc9d0\uc791\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-531530\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/11\/2-2x.png\" alt=\"\ub370\uc774\ud130 \ud0d0\uc0c9 \ubc0f \ucc98\ub9ac\uc5d0 \uc0ac\uc6a9\ud558\ub294 \ub3c4\uad6c\" width=\"1700\" height=\"1292\" \/><\/figure>\n<p>\ud604\uc9c1 \uc804\ubb38\uac00\ub4e0 \ub370\uc774\ud130\uc138\ud2b8\ub97c \ucc98\uc74c \ucc98\ub9ac\ud558\ub294 \ucd08\ubcf4\uc790\ub4e0, \uc5c5\ubb34\ub97c \ub354 \uc990\uac81\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ud3b8\ub9ac\ud558\uace0 \ud6a8\uc728\uc801\uc778 \ub3c4\uad6c\ub97c \uac16\ucd94\uc5b4\uc57c \ud569\ub2c8\ub2e4. <a href=\"https:\/\/www.jetbrains.com\/ko-kr\/pycharm\/data-science\/\" target=\"_blank\" rel=\"noopener\">PyCharm<\/a>\uc5d0\uc11c\ub294 \ub300\ud654\ud615 \ud14c\uc774\ube14\ub85c \ub370\uc774\ud130\ub97c \uac80\uc0ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ud14c\uc774\ube14\uc740 \uc2a4\ud06c\ub864, \uc815\ub82c, \ud544\ud130\ub9c1\ud558\uac70\ub098 \ucc28\ud2b8\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\uace0, \ud788\ud2b8\ub9f5 \uc0dd\uc131\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uac01 \uc5f4\uc758 \ubd84\uc11d \uacb0\uacfc\ub97c \uc5bb\uace0 AI\uc758 \uc9c0\uc6d0\uc744 \ubc1b\uc544 DataFrames\uc5d0 \uad00\ud55c \uc124\uba85\uc744 \ub4e3\uac70\ub098 \uc2dc\uac01\ud654\ub97c \uc0dd\uc131\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. PyCharm\uc758 \uc774\ub7ec\ud55c \uae30\ub2a5\uc740 pandas\uc640 Polars \uc678\uc5d0\ub3c4 Hugging Face datasets, NumPy, PyTorch \ubc0f TensorFlow\uc5d0\uc11c\ub3c4 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<div class=\"buttons\">\n<div class=\"buttons__row\"><a class=\"btn\" href=\"https:\/\/www.jetbrains.com\/ko-kr\/pycharm\/data-science\/\" target=\"\" rel=\"noopener\">PyCharm \ubb34\ub8cc\ub85c \uc0ac\uc6a9\ud574 \ubcf4\uae30<\/a><\/div>\n<\/div>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-532499\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/12\/Screen-Recording-2024-09-29-at-12.05.11-1.gif\" alt=\"PyCharm 2024.2.2\uc758 \ub300\ud654\ud615 \ud14c\uc774\ube14\uc740 pandas \ubc0f Polars DataFrames\ub97c \uac80\uc0ac\ud560 \ub54c \ud544\uc694\ud55c \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4\" width=\"2036\" height=\"880\" \/>\n<figcaption class=\"wp-element-caption\"><em>PyCharm 2024.2.2\uc758 \ub300\ud654\ud615 \ud14c\uc774\ube14\uc740 pandas \ubc0f Polars DataFrames\ub97c \uac80\uc0ac\ud560 \ub54c \ud544\uc694\ud55c \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4<\/em><\/figcaption>\n<\/figure>\n<p>Polars\uc758 \uc778\uae30\uc5d0 \ud798\uc785\uc5b4 \uc0c8\ub85c\uc6b4 \ud504\ub85c\uc81d\ud2b8\uc778 <a href=\"https:\/\/github.com\/narwhals-dev\/narwhals\" target=\"_blank\" rel=\"noopener\">Narwhals<\/a>\uac00 \uc2dc\uc791\ub418\uc5c8\uc2b5\ub2c8\ub2e4. Narwhals\ub294 pandas \ubc0f Polars\uc640 \ub2e4\ub974\uba70, \ub450 \ub3c4\uad6c\uc758(\ub2e4\ub978 \ub2e4\uc218\uc758 \ub3c4\uad6c\ub3c4 \ud3ec\ud568) API\ub97c \ud1b5\ud569\ud558\ub294 \uac83\uc774 \ubaa9\ud45c\uc785\ub2c8\ub2e4. \uac13 \uc2dc\uc791\ub41c \ud504\ub85c\uc81d\ud2b8\uc774\uae30 \ub54c\ubb38\uc5d0(2024\ub144 2\uc6d4 \uc2dc\uc791) \uc778\uae30 \uc788\ub294 \ub370\uc774\ud130 \ucc98\ub9ac \ub3c4\uad6c \ubaa9\ub85d\uc5d0\ub294 \uc544\uc9c1 \uc62c\ub77c\uc624\uc9c0 \ubabb\ud588\uc9c0\ub9cc, \ucd94\ud6c4 \uba87 \ub144 \uc774\ub0b4\uc5d0 \uc21c\uc704\uc5d0 \uc624\ub97c \uac83\uc73c\ub85c \uc0dd\uac01\ub429\ub2c8\ub2e4.<\/p>\n<p>\ubcd1\ub82c \ud504\ub85c\uc138\uc2a4 \ub355\ubd84\uc5d0 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \ub54c \uc720\uc6a9\ud55c <a href=\"https:\/\/spark.apache.org\/docs\/latest\/api\/python\/index.html\" target=\"_blank\" rel=\"noopener\">Spark<\/a>(16%)\uc640 <a href=\"https:\/\/www.dask.org\/\" target=\"_blank\" rel=\"noopener\">Dask<\/a>(7%)\ub3c4 \uc5b8\uae09\ud560 \ub9cc\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub294 \uc124\uc815\ud560 \ub54c \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc5ed\ub7c9\uc774 \uc870\uae08 \ub354 \ud544\uc694\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uae30\uc874\uc758 Python \ud504\ub85c\uadf8\ub7a8\uc73c\ub85c\ub294 \ucc98\ub9ac\ud560 \uc218 \uc5c6\uc744 \ub9cc\ud07c \ud504\ub85c\uc81d\ud2b8\uc758 \ub370\uc774\ud130 \uc591\uc774 \uc99d\uac00\ud558\uba74, \uc774\ub7ec\ud55c \ub3c4\uad6c\uc758 \uc911\uc694\ub3c4\ub3c4 \uc62c\ub77c\uac08 \uac83\uc774\uae30 \ub54c\ubb38\uc5d0 \uc751\ub2f5\ub960\uc774 \uc62c\ub77c\uac08 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2 class=\"wp-block-heading\">\ub370\uc774\ud130 \uc2dc\uac01\ud654: HoloViz Panel\uc774 \ub0b4\ub144\uc5d0\ub294 Plotly Dash\uc640 Streamlit\ub97c \ub118\uc5b4\uc124 \uc218 \uc788\uc744\uae4c\uc694?<\/h2>\n<p>\ub370\uc774\ud130 \uacfc\ud559\uc790\ub77c\uba74 \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud558\uace0 \ube44\uc988\ub2c8\uc2a4 \ud300\uc5d0 \ubc1c\uacac\ub41c \uc0ac\uc2e4\uc744 \uc124\uba85\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\uc5d0 Python \uc791\uc5c5\uc744 \uc704\ud55c \ub2e4\uc591\ud55c \ub300\ud654\ud615 \uc2dc\uac01\ud654 \ub300\uc2dc\ubcf4\ub4dc \ub3c4\uad6c\uac00 \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc124\ubb38\uc870\uc0ac \uacb0\uacfc\uc5d0 \ub530\ub974\uba74 \uac00\uc7a5 \uc778\uae30 \uc788\ub294 \ub3c4\uad6c\ub294 Plotly Dash\uc785\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-531541\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/11\/3-2x.png\" alt=\"\ub300\uc2dc\ubcf4\ub4dc \uc0dd\uc131\uc6a9 \ub77c\uc774\ube0c\ub7ec\ub9ac\" width=\"1700\" height=\"1222\" \/><\/figure>\n<p><a href=\"https:\/\/plotly.com\/\" target=\"_blank\" rel=\"noopener\">Plotly<\/a>\ub294 R \uc5b8\uc5b4 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ub9e4\uc6b0 \uc778\uae30\uac00 \ub9ce\uc740 \uc2dc\uac01\ud654 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc778 <a href=\"https:\/\/plotly.com\/ggplot2\/\" target=\"_blank\" rel=\"noopener\">ggplot2<\/a>\ub85c \ub370\uc774\ud130 \uacfc\ud559 \ucee4\ubba4\ub2c8\ud2f0\uc5d0\uc11c \uc798 \uc54c\ub824\uc838 \uc788\uc2b5\ub2c8\ub2e4. Python\uc774 \ub370\uc774\ud130 \uacfc\ud559 \ubd84\uc57c\uc5d0\uc11c \uc778\uae30\ub97c \uc5bb\uc740 \uc774\ud6c4 Plotly\ub294 Python\uc5d0\uc11c\ub3c4 ggplot2\uc640 \uc720\uc0ac\ud55c \uacbd\ud5d8\uc744 \uc81c\uacf5\ud558\ub294 Python \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc81c\uacf5\ud588\uc2b5\ub2c8\ub2e4. Plotly\ub85c \uac1c\ubc1c\ub41c \ubc18\uc751\ud615 \uc6f9 \uc571\uc744 \ube4c\ub4dc\ud560 \ub54c \uc0ac\uc6a9\ud558\ub294 Python \ud504\ub808\uc784\uc6cc\ud06c\uc778 <a href=\"https:\/\/dash.plotly.com\/\" target=\"_blank\" rel=\"noopener\">Dash<\/a>\ub294 \ucd5c\uadfc \uc218\ub144 \ub3d9\uc548 Plotly\uc5d0 \ub2a5\uc219\ud558\uace0 \ub300\ud654\ud615 \ub300\uc2dc\ubcf4\ub4dc\ub97c \ub9cc\ub4e4\uace0\uc790 \ud558\ub294 \ubd84\ub4e4\uc5d0\uac8c\ub294 \ub2f9\uc5f0\ud55c \uc120\ud0dd\uc9c0\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 Dash\uc758 API\ub97c \uc0ac\uc6a9\ud558\ub824\uba74 \uc571\uc758 \ub808\uc774\uc544\uc6c3\uc744 \ub514\uc790\uc778\ud560 \ub54c HTML\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uc694\uc18c\ub97c \uae30\ubcf8\uc801\uc73c\ub85c\ub294 \uc774\ud574\ud558\uace0 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ud504\ub7f0\ud2b8\uc5d4\ub4dc \uacbd\ud5d8\uc774 \uac70\uc758 \uc5c6\ub294 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc774\ub294 Dash\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ud65c\uc6a9\ud558\ub824\uba74 \ub118\uc5b4\uc57c \ud558\ub294 \uc7a5\ubcbd\uc73c\ub85c \uc791\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>&#8216;&#8221;\ucd5c\uace0\uc758 \uc2dc\uac01\ud654 \ub300\uc2dc\ubcf4\ub4dc&#8217; 2\uc704\ub294 <a href=\"https:\/\/www.snowflake.com\/en\/blog\/snowflake-to-acquire-streamlit\/\" target=\"_blank\" rel=\"noopener\">Snowflake\uc640 \ud568\uaed8\ud558\uac8c \ub41c<\/a> Streamlit\uc774 \ucc28\uc9c0\ud588\uc2b5\ub2c8\ub2e4. Plotly\ub9cc\ud07c \uc5ed\uc0ac\uac00 \uae38\uc9c0\ub294 \uc54a\uc9c0\ub9cc \uc0ac\uc6a9\ud558\uae30 \uc27d\uace0 \uba85\ub839\uc904 \ub3c4\uad6c\uac00 \ud328\ud0a4\uc9c0\uc5d0 \ud3ec\ud568\ub418\uc5b4 \uc788\ub2e4\ub294 \uc774\uc810 \ub54c\ubb38\uc5d0 \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uc778\uae30\ub97c \ub04c\uace0 \uc788\uc2b5\ub2c8\ub2e4. Streamlit\uc740 Plotly\ub9cc\ud07c \uc0ac\uc6a9\uc790\ud654\ud560 \uc218\ub294 \uc5c6\uc9c0\ub9cc, \ub300\uc2dc\ubcf4\ub4dc\uc758 \ub808\uc774\uc544\uc6c3\uc744 \uc9c1\uad00\uc801\uc73c\ub85c \uc81c\uc791\ud560 \uc218 \uc788\uace0, \ub2e4\uc218\uc758 \ud398\uc774\uc9c0\ub85c \uad6c\uc131\ub41c \uc571\uc744 \uc9c0\uc6d0\ud558\uae30 \ub54c\ubb38\uc5d0 \ubcf5\uc7a1\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\ub3c4 \uc81c\uc791\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uadf8\ub7ec\ub098 2024\ub144 \uacb0\uacfc\uc5d0\uc11c\ub294 \uc218\uce58\uac00 \uc870\uae08 \ubcc0\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc571\ub4e4\uc758 \uc720\uba85\uc138\ub97c \ub530\ub77c\uc7a1\uac70\ub098 \uc2ec\uc9c0\uc5b4\ub294 \ub118\uc5b4\uc124 \uc218\ub3c4 \uc788\ub294 \uc720\ub9dd\ud55c \ub3c4\uad6c\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/panel.holoviz.org\/index.html\" target=\"_blank\" rel=\"noopener\">HoloViz Panel<\/a>\uc774 \uadf8 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. HoloViz \uc5d0\ucf54\uc2dc\uc2a4\ud15c\uc5d0 \ud3ec\ud568\ub41c \ud558\ub098\uc758 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c\uc11c NumFOCUS\uac00 \uc9c0\uc6d0\ud558\uace0 \uc788\uc73c\uba70 PyData \ucee4\ubba4\ub2c8\ud2f0 \ub0b4\uc5d0\uc11c \uc720\uba85\uc138\ub97c \ud0c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. Panel\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790\uac00 HTML \uc11c\uc2dd\uc73c\ub85c \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud560 \uc218\ub3c4 \uc788\uace0, <a href=\"https:\/\/jupyter.org\/\" target=\"_blank\" rel=\"noopener\">Jupyter Notebook<\/a>\uacfc\ub3c4 \uc798 \ud638\ud658\ub429\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \uc0ac\uc6a9\uc790\uac00 \uc2dc\uc791\ud560 \uc218 \uc788\ub3c4\ub85d \ud15c\ud50c\ub9bf\uc774 \uc81c\uacf5\ub418\uba70 \uc804\ubb38\uac00\uac00 \ub300\uc2dc\ubcf4\ub4dc\ub97c \uc138\ubc00\ud558\uac8c \ubcc0\uacbd\ud560 \uc218 \uc788\ub3c4\ub85d \uc0ac\uc6a9\uc790 \uc9c0\uc815 \uc635\uc158\ub3c4 \ub9ce\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2 class=\"wp-block-heading\">ML \ubaa8\ub378: \ub525 \ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c\ub294 PyTorch\uac00 \uac00\uc7a5 \uc778\uae30\ub97c \ub04c\uace0 \uc788\ub294 \uac00\uc6b4\ub370 \uc5ec\uc804\ud788 \uc8fc\ubaa9 \ubc1b\uace0 \uc788\ub294 scikit-learn<\/h2>\n<p>\ucd5c\uadfc \uc218\ub144 \uac04 \uc0dd\uc131\ud615 AI\uc640 LLM\uc774 \ub728\uac70\uc6b4 \uad00\uc2ec\uc744 \ubc1b\uc558\uae30 \ub54c\ubb38\uc5d0 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub098 \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \uc644\uc804\ud788 \uc7a5\uc545\ud588\uc744 \uac70\ub77c\uace0 \uc0dd\uac01\ud558\uc2e4 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uaf2d \uadf8\ub7f0 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. scikit-learn\uc740 \uc8fc\ub85c \uc5f0\uad6c\uc790\ub4e4\uc774 \uc720\uc9c0 \uad00\ub9ac\ud558\ub294 \uac83\uc73c\ub85c \uc798 \uc54c\ub824\uc9c4 \uba38\uc2e0\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uc774 \ub3c4\uad6c\uc758 \uc804\ud1b5\uc801\uc778 \ud1b5\uacc4 \uae30\ubc18\uc758 \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud558\uba74 \ub370\uc774\ud130\uc5d0\uc11c \uc5ec\uc804\ud788 \ub9ce\uc740 \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. 2020\ub144\ubd80\ud130 NumFOCUS\uac00 \uc9c0\uc6d0\ud558\uace0 \uc788\ub294 \uc774 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \uc9c0\uae08\ub3c4 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub370\uc774\ud130 \uacfc\ud559 \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc911\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c \ub0a8\uc544 \uc788\uc2b5\ub2c8\ub2e4. \uacfc\ud559\uc801\uc778 \uacc4\uc0b0\uc744 \uc9c0\uc6d0\ud558\ub294 Python \ub77c\uc774\ube0c\ub7ec\ub9ac\uc778 SciPy\ub3c4 \ub370\uc774\ud130 \uacfc\ud559\uc5d0\uc11c \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-531563\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/11\/4-2x.png\" alt=\"ML \ubaa8\ub378 \ud2b8\ub808\uc774\ub2dd \ubc0f \uc608\uce21\uc5d0 \uc0ac\uc6a9\ud558\ub294 \ud504\ub808\uc784\uc6cc\ud06c\" width=\"1700\" height=\"1376\" \/><\/figure>\n<p>\uadf8\ub807\uae30 \ub54c\ubb38\uc5d0 \ub525\ub7ec\ub2dd\uc758 \uc601\ud5a5\ub825\uacfc \ub098\ub0a0\uc774 \uc778\uae30\ub97c \uc5bb\uace0 \uc788\ub294 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ubb34\uc2dc\ud560 \uc218\ub294 \uc5c6\uc2b5\ub2c8\ub2e4. Meta\uc5d0\uc11c \ub9cc\ub4e0 \uba38\uc2e0\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\uc778 PyTorch\ub294 \ud604\uc7ac Linux Foundation\uc5d0\uc11c \uad00\ub9ac\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcc0\ud654\uc5d0 \ube44\ucd94\uc5b4 \ubcfc \ub54c \uc624\ud508\uc18c\uc2a4 \uc5d0\ucf54\uc2dc\uc2a4\ud15c\uc5d0\uc11c PyTorch\ub294 \uacc4\uc18d\ud574\uc11c \uc911\ucd94\uc801\uc778 \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \ub420 \uac83\uc774\uace0 \ucee4\ubba4\ub2c8\ud2f0\uc5d0\uc11c\ub3c4 \uc9c0\uc18d\uc801\uc73c\ub85c \ud65c\ubc1c\ud788 \ucc38\uc5ec\ud560 \uac83\uc73c\ub85c \ubcf4\uc785\ub2c8\ub2e4. PyTorch\ub294 \uac00\uc7a5 \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub85c\uc11c Python \uc0ac\uc6a9\uc790\ub4e4\uc758 \uc0ac\ub791\uc744 \ubc1b\uace0 \uc788\uc73c\uba70, PyTorch\uc758 \uae30\ubcf8\uc801\uc778 \ub370\uc774\ud130 \uad6c\uc870\uc778 &#8216;\ud150\uc11c&#8217;\uac00 NumPy \ubc30\uc5f4\uacfc \ub9e4\uc6b0 \uc720\uc0ac\ud558\uae30 \ub54c\ubb38\uc5d0 NumPy\uac00 \uc775\uc219\ud55c \uc0ac\ub78c\ub4e4\uc5d0\uac8c \ud2b9\ud788 \ub9ce\uc740 \uc0ac\ub791\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-532510\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/12\/Screen-Recording-2024-09-29-at-11.57.04.gif\" alt=\"Numpy \ubc30\uc5f4\uc744 \uac80\uc0ac\ud558\ub4ef\uc774 PyCharm 2024.2.2 Pro\uc5d0\uc11c PyTorch \ud150\uc11c\ub97c \uac80\uc0ac\ud574 \ubcf4\uc138\uc694\" width=\"2360\" height=\"610\" \/>\n<figcaption class=\"wp-element-caption\"><em>NumPy \ubc30\uc5f4\uc744 \uac80\uc0ac\ud558\ub4ef\uc774 PyCharm 2024.2.2 Pro\uc5d0\uc11c PyTorch \ud150\uc11c\ub97c \uac80\uc0ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4<\/em><\/figcaption>\n<\/figure>\n<p>\uc815\uc801\uc778 \uc5f0\uc0b0 \uadf8\ub798\ud504\ub97c \uc0ac\uc6a9\ud558\ub294 TensorFlow\uc640 \ub2ec\ub9ac PyTorch\ub294 \ub3d9\uc801\uc778 \uadf8\ub798\ud504\ub97c \uc0ac\uc6a9\ud558\uae30 \ub54c\ubb38\uc5d0 Python\uc5d0\uc11c \ud504\ub85c\ud30c\uc77c\ub9c1\ud558\uae30\uac00 \ub9e4\uc6b0 \uc27d\uc2b5\ub2c8\ub2e4. \uadf8\ubfd0\ub9cc\uc774 \uc544\ub2c8\ub77c PyTorch\ub294 \ud504\ub85c\ud30c\uc77c\ub9c1 API\ub97c \uc81c\uacf5\ud558\uae30 \ub54c\ubb38\uc5d0 \uc5f0\uad6c \ubc0f \uc2e4\ud5d8\uc5d0 \uc54c\ub9de\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub525\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\uac00 \ubc30\ud3ec \uc2dc \ud655\uc7a5\ub420 \uc218 \uc788\uc5b4\uc57c \ud558\uace0 \uc5ec\ub7ec \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\ub97c \uc9c0\uc6d0\ud574\uc57c \ud55c\ub2e4\uba74 C++, JavaScript, Python, C#, Ruby \ubc0f Swift\ub97c \ud3ec\ud568\ud55c \ub2e4\uc218\uc758 \uc5b8\uc5b4\ub97c \uc9c0\uc6d0\ud558\ub294 TensorFlow\uac00 \ub354 \ub098\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Keras\ub294 TensorFlow\ub97c \ub354\uc6b1 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \ub3c4\uc640\uc8fc\ub294 \ub3c4\uad6c\uc774\uba70 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\uc5d0\ub3c4 \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<p>\ub525\ub7ec\ub2dd\uc5d0\uc11c \ube7c\ub193\uc744 \uc218 \uc5c6\ub294 \ub610 \ub2e4\ub978 \ud504\ub808\uc784\uc6cc\ud06c\ub294 <a href=\"https:\/\/huggingface.co\/docs\/transformers\/en\/index\" target=\"_blank\" rel=\"noopener\">Hugging Face Transformers<\/a>\uc785\ub2c8\ub2e4. Hugging Face\ub294 \uc0ac\uc804\uc5d0 \ud559\uc2b5\ub41c \ucd5c\uc2e0 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\ub294 \ud5c8\ube0c\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uacfc\ud559 \ubc0f \uba38\uc2e0 \ub7ec\ub2dd \ucee4\ubba4\ub2c8\ud2f0\uc5d0\uc11c \uc778\uae30\uac00 \uc788\ub294 \ubaa8\ub378\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec \ucd94\uac00\uc801\uc73c\ub85c \ud2b8\ub808\uc774\ub2dd\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. Transformers\ub294 PyTorch, TensorFlow \ubc0f JAX\uc640 \ud568\uaed8 \ucd5c\ucca8\ub2e8 \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc704\ud574 Hugging Face\uc640 \ucee4\ubba4\ub2c8\ud2f0\uac00 \uc720\uc9c0 \uad00\ub9ac\ud558\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. LLM\uc758 \uc778\uae30\uc5d0 \ub530\ub77c 2024\ub144\uc5d0\ub294 Hugging Face Transformers\uac00 \ub354 \ub9ce\uc740 \uc0ac\uc6a9\uc790\ub97c \ud655\ubcf4\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4.<\/p>\n<p>PyCharm\uc744 \ud65c\uc6a9\ud558\uba74 \uc804\uc6a9 \ub3c4\uad6c \ucc3d\uc5d0\uc11c <a href=\"https:\/\/blog.jetbrains.com\/pycharm\/2024\/11\/hugging-face-integration\/\" data-type=\"link\" data-id=\"https:\/\/blog.jetbrains.com\/pycharm\/2024\/11\/hugging-face-integration\/\">Hugging Face \ubaa8\ub378\uc744 \uc2dd\ubcc4\ud558\uace0 \uad00\ub9ac<\/a>\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, PyCharm\uc740 \ub2e4\uc591\ud55c Hugging Face \ubaa8\ub378 \uc911\uc5d0\uc11c \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \ub9de\ub294 \ubaa8\ub378\uc744 IDE\uc5d0\uc11c \ubc14\ub85c \uc120\ud0dd\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/p>\n<p>2024\ub144\uc5d0 \uc8fc\ubaa9\ud560 \ub9cc\ud55c \uc2e0\uaddc \ub77c\uc774\ube0c\ub7ec\ub9ac \uc911 \ud558\ub098\ub294 <a href=\"https:\/\/github.com\/iryna-kondr\/scikit-llm\" target=\"_blank\" rel=\"noopener\">Scikit-LLM<\/a>\uc785\ub2c8\ub2e4. \uc774 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud1b5\ud574 ChatGPT\uc640 \uac19\uc740 Open AI \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uace0 scikit-learn\uacfc \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8 \ubd84\uc11d\uc774 \ud544\uc694\ud560 \ub54c \ub9e4\uc6b0 \uc720\uc6a9\ud558\uba70, \uac15\ub825\ud55c \ucd5c\uc2e0 LLM \ubaa8\ub378\uacfc scikit-learn\uc758 \ubaa8\ub378\uc744 \ud568\uaed8 \ud65c\uc6a9\ud558\uc5ec \ubd84\uc11d\uc744 \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2 class=\"wp-block-heading\">MLOps: \ub370\uc774\ud130 \uacfc\ud559 \ud504\ub85c\uc81d\ud2b8\uc758 \ubbf8\ub798<\/h2>\n<p>\ub370\uc774\ud130 \uacfc\ud559 \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \uc911\uc694\ud558\uc9c0\ub9cc, \uc790\uc8fc \uac04\uacfc\ub418\ub294 \uce21\uba74\uc740 MLOps(\uba38\uc2e0\ub7ec\ub2dd \uc6b4\uc601)\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uacfc\ud559 \ud504\ub85c\uc81d\ud2b8\uc758 \uc6cc\ud06c\ud50c\ub85c\uc5d0\uc11c \ub370\uc774\ud130 \uacfc\ud559\uc790\ub294 \ub370\uc774\ud130\ub97c \uad00\ub9ac\ud558\uace0, \ubaa8\ub378\uc744 \uc7ac\ud559\uc2b5\uc2dc\ud0a4\uace0, \ubaa8\ub4e0 \ub370\uc774\ud130\uc640 \ubaa8\ub378\uc758 \ubc84\uc804\uc744 \uad00\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \ud504\ub85c\ub355\uc158\uc5d0 \ubc30\ud3ec\ub420 \ub54c, \uc131\ub2a5\uacfc \uc0ac\uc6a9\ub7c9\ub3c4 \uad00\ucc30 \ubc0f \ubaa8\ub2c8\ud130\ub9c1\ud574\uc57c \ud560 \ub54c\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc5d0 \ucd5c\uadfc \uba87 \ub144\uac04 \ub370\uc774\ud130 \uacfc\ud559 \ud504\ub85c\uc81d\ud2b8\ub97c \uc704\ud574 \uc124\uacc4\ub41c MLOps \ub3c4\uad6c\uac00 \ub4f1\uc7a5\ud588\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \ubc84\uc804 \uad00\ub9ac\ub294 \ub370\uc774\ud130 \uacfc\ud559\uc790\uc640 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub97c \uad34\ub86d\ud788\ub294 \ubb38\uc81c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc774 \uc5c5\ubb34\ub294 \ub370\uc774\ud130\uac00 \uc9c0\uc18d\uc801\uc73c\ub85c \ud30c\uc774\ud504\ub77c\uc778\uc5d0 \uc720\uc785\ub418\ub294 \uacbd\uc6b0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-531574\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/11\/5-2x-1.png\" alt=\"\ub370\uc774\ud130 \ubc84\uc804 \uad00\ub9ac\uc6a9 \ub3c4\uad6c\" width=\"1700\" height=\"1196\" \/><\/figure>\n<p>\ub370\uc774\ud130 \uacfc\ud559\uc790\uc640 \uc5d4\uc9c0\ub2c8\uc5b4\ub294 \uc2e4\ud5d8\ub3c4 \ucd94\uc801\ud574\uc57c \ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc774 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub85c \uc7ac\ud559\uc2b5\ub418\uace0 \ucd08\ub9e4\uac1c\ubcc0\uc218\uac00 \uc138\ubc00\ud558\uac8c \uc870\uc815\ub418\uae30 \ub54c\ubb38\uc5d0 \ubaa8\ub378 \ud6c8\ub828 \ubc0f \uc2e4\ud5d8 \uacb0\uacfc\ub97c \ucd94\uc801\ud558\ub294 \uac83\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ud604\uc7ac \uac00\uc7a5 \uc720\uba85\ud55c \ub3c4\uad6c\ub294 <a href=\"https:\/\/github.com\/tensorflow\/tensorboard\" target=\"_blank\" rel=\"noopener\">TensorBoard<\/a>\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774 \uc21c\uc704\ub294 \uace7 \ubc14\ub014 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/tensorboard.dev\/\" target=\"_blank\" rel=\"noopener\">TensorBoard.dev<\/a>\uc758 \uc9c0\uc6d0\uc774 \uc911\ub2e8\ub418\uc5c8\uae30 \ub54c\ubb38\uc5d0 \uc0ac\uc6a9\uc790\ub4e4\uc740 \uc774\uc81c \uc790\uccb4\uc801\uc778 TensorBoard \uc124\uce58\ubcf8\uc744 \ub85c\uceec\uc5d0 \ubc30\ud3ec\ud558\uac70\ub098 <a href=\"https:\/\/www.tensorflow.org\/tensorboard\/tensorboard_in_notebooks\" target=\"_blank\" rel=\"noopener\">Google Colab\uc758 TensorBoard \ud1b5\ud569<\/a>\uc744 \uc0ac\uc6a9\ud558\uc5ec \uacb0\uacfc\ub97c \uacf5\uc720\ud574\uc57c \ud558\ub294 \uc0c1\ud669\uc785\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, TensorBoard\uc758 \uc0ac\uc6a9\ub7c9\uc740 \ub5a8\uc5b4\uc9c0\uace0 <a href=\"https:\/\/mlflow.org\/\" target=\"_blank\" rel=\"noopener\">MLflow<\/a>\ub098 PyTorch\uc640 \uac19\uc740 \ub2e4\ub978 \ub3c4\uad6c\uc758 \uc0ac\uc6a9\ub7c9\uc774 \uc624\ub97c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-531588\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/11\/6-2x.png\" alt=\"\uc2e4\ud5d8\uc801 \ucd94\uc801 \ub3c4\uad6c\" width=\"1700\" height=\"1388\" \/><\/figure>\n<p>\ud504\ub85c\ub355\uc158\uc758 \ubc30\ud3ec \ud658\uacbd\uc744 \uc804\ub2ec\ud558\ub294 \uc77c\uc740 \ub370\uc774\ud130 \ud504\ub85c\uc81d\ud2b8\uc758 \uc6d0\ud65c\ud55c \uc9c4\ud589\uc5d0 \ud544\uc694\ud55c \ub610 \ub2e4\ub978 MLOps \uc808\ucc28\uc785\ub2c8\ub2e4. \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ud558\ub294 \uac1c\ubc1c \ubc29\uc2dd\uc778 Docker \ucee8\ud14c\uc774\ub108\uac00 \ub370\uc774\ud130 \uacfc\ud559 \ucee4\ubba4\ub2c8\ud2f0\uc5d0\uc11c\ub3c4 \ucc44\ud0dd\ub41c \uac83\uc73c\ub85c \ubcf4\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud558\uba74 \uac1c\ubc1c \ud658\uacbd\uacfc \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc744 \uc77c\uad00\uc801\uc73c\ub85c \uc720\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc774 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ud615\ud0dc\ub85c \ubc30\ud3ec\ub418\uc5b4\uc57c \ud558\ub294 \ub370\uc774\ud130 \uacfc\ud559 \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c\ub294 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc11c\ube44\uc2a4\ub97c \ud074\ub77c\uc6b0\ub4dc\ub85c \ubc30\ud3ec\ud574\uc57c \ud558\ub294 Python \uc0ac\uc6a9\uc790\ub4e4 \uc0ac\uc774\uc5d0\uc11c Docker\uac00 \uc778\uae30\ub97c \ub04c\uace0 \uc788\ub294 \uac83\uc774 \ud655\uc778\ub429\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-531599\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/11\/7-2x.png\" alt=\"\ud074\ub77c\uc6b0\ub4dc\uc6a9\uc73c\ub85c \uc5b4\ub5bb\uac8c \uac1c\ubc1c\ud558\uc2dc\ub098\uc694?\" width=\"1700\" height=\"1388\" \/><\/figure>\n<p>\uc62c\ud574\ub294 &#8216;Python \uc124\uce58 \ubc0f \uc5c5\uadf8\ub808\uc774\ub4dc&#8217; \uce74\ud14c\uace0\ub9ac\uc5d0\uc11c Docker \ucee8\ud14c\uc774\ub108\uac00 Anaconda \uc0b4\uc9dd \uc55e\uc11c\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-531611\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/11\/8-2x.png\" alt=\"2023\ub144 Python \uc124\uce58 \ubc0f \uc5c5\uadf8\ub808\uc774\ub4dc\" width=\"1700\" height=\"1292\" \/>\n<figcaption class=\"wp-element-caption\"><em>2023\ub144 \uc124\ubb38\uc870\uc0ac \uacb0\uacfc<\/em><\/figcaption>\n<\/figure>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-531705\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/11\/9-2x-2.png\" alt=\"2022\ub144 Python \uc124\uce58 \ubc0f \uc5c5\uadf8\ub808\uc774\ub4dc\" width=\"1700\" height=\"1964\" \/>\n<figcaption class=\"wp-element-caption\"><em>2022\ub144 \uc124\ubb38\uc870\uc0ac \uacb0\uacfc<\/em><\/figcaption>\n<\/figure>\n<h2 class=\"wp-block-heading\">\ube45\ub370\uc774\ud130: \ub370\uc774\ud130\uac00 \uc5b4\ub290 \uc815\ub3c4 \uc788\uc5b4\uc57c \ucda9\ubd84\ud560\uae4c\uc694?<\/h2>\n<p>\ud559\uc2b5\uc744 \uac1c\uc120\ud558\ub824\uba74 \ub354 \ub9ce\uc740 \ub370\uc774\ud130\uac00 \ud544\uc694\ud558\uace0 \uc608\uce21\uc744 \uac1c\uc120\ud558\ub824\uba74 \ubaa8\ub378\uc774 \ub354 \ubcf5\uc7a1\ud574\uc838\uc57c \ud55c\ub2e4\ub294 \uc798\ubabb\ub41c \uc778\uc2dd\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub294 \uc0ac\uc2e4\uc774 \uc544\ub2d9\ub2c8\ub2e4. <a href=\"https:\/\/scikit-learn.org\/stable\/auto_examples\/model_selection\/plot_underfitting_overfitting.html\" target=\"_blank\" rel=\"noopener\">\ubaa8\ub378\uc774 \ub108\ubb34 \uacfc\ud560 \uc218\ub3c4 \uc788\uae30 \ub54c\ubb38\uc5d0<\/a> \uba38\uc2e0\ub7ec\ub2dd\uc5d0 \ub370\uc774\ud130\uac00 \ub9ce\ub2e4\uace0 \ud56d\uc0c1 \uc88b\uc740 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. \uc0ac\uc6a9 \uc0ac\ub840, \ubaa8\ub378 \ubc0f \ub3d9\uc2dc\uc5d0 \ucc98\ub9ac\ub418\ub294 \ub370\uc774\ud130\uc758 \uc591\uc5d0 \ub530\ub77c \ub2e4\ub978 \ub3c4\uad6c\ub098 \ubc29\ubc95\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-531633\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/11\/10-2x.png\" alt=\"\ube45\ub370\uc774\ud130 \uc791\uc5c5\uc5d0 \uc0ac\uc6a9\ud558\ub294 \uc194\ub8e8\uc158\" width=\"1700\" height=\"1222\" \/><\/figure>\n<p>Python\uc73c\ub85c \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uae30\uac00 \ud798\ub4e0 \uc774\uc720\ub294 \ub300\ubd80\ubd84\uc758 Python \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \ub370\uc774\ud130\ub97c \uba54\ubaa8\ub9ac\uc5d0 \uc800\uc7a5\ud574\uc57c \ud558\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \ub300\ub7c9\uc758 \uba54\ubaa8\ub9ac\ub97c \uac16\ucd98 \ud074\ub77c\uc6b0\ub4dc \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\ub97c \ubc30\ud3ec\ud560 \uc218\ub3c4 \uc788\uaca0\uc9c0\ub9cc, \uc774\ub7f0 \ubc29\ubc95\uc744 \uc4f0\ub354\ub77c\ub3c4 \ud55c\uacc4\uac00 \uc788\uace0 \ub54c\ub85c\ub294 \ub290\ub9ac\uace0 \ube44\uc300 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uba54\ubaa8\ub9ac\uc5d0 \uc800\uc7a5\ud558\uae30 \uc5b4\ub824\uc6b4 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \ub54c \uc77c\ubc18\uc801\uc778 \uc194\ub8e8\uc158\uc740 \ubd84\uc0b0\ud615 \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\ub97c \ud65c\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc5f0\uc0b0 \uc791\uc5c5\uacfc \ub370\uc774\ud130\uac00 \ud074\ub7ec\uc2a4\ud130\uc5d0 \ubd84\uc0b0\ub418\uace0 \ubcd1\ub82c\ub85c \uc2e4\ud589 \ubc0f \ucc98\ub9ac\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc73c\ub85c \ub370\uc774\ud130 \uacfc\ud559 \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uc5f0\uc0b0\uc744 \ud655\uc7a5\ud560 \uc218 \uc788\uc73c\uba70, \uc774 \ubc29\uc2dd\uc73c\ub85c \uac00\uc7a5 \uc720\uba85\ud55c \uc5d4\uc9c4\uc740 <a href=\"https:\/\/spark.apache.org\/\" target=\"_blank\" rel=\"noopener\">Apache Spark<\/a>\uc785\ub2c8\ub2e4. Spark\ub294 \uc774\ub7ec\ud55c \ubc29\uc2dd\uc744 \uc704\ud55c Python API \ub77c\uc774\ube0c\ub7ec\ub9ac\uc778 <a href=\"https:\/\/spark.apache.org\/docs\/latest\/api\/python\/index.html\" target=\"_blank\" rel=\"noopener\">PySpark<\/a>\uc640 \ud568\uaed8 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-531644\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/11\/11-2x.png\" alt=\"2023\ub144 \ube45\ub370\uc774\ud130 \ub3c4\uad6c\" width=\"1700\" height=\"1196\" \/><\/figure>\n<p>Spark 2.0\ubd80\ud130 <a href=\"https:\/\/spark.apache.org\/docs\/latest\/rdd-programming-guide.html\" target=\"_blank\" rel=\"noopener\">Spark RDD API<\/a>\uc758 \uc0ac\uc6a9\uc790\ub77c\uba74 \uc131\ub2a5\uc774 \ub354 \uc88b\uc740 <a href=\"https:\/\/spark.apache.org\/docs\/latest\/sql-programming-guide.html\" target=\"_blank\" rel=\"noopener\">Spark SQL<\/a>\ub85c \uc804\ud658\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. Spark SQL\uc740 SQL \ucffc\ub9ac \uc2e4\ud589\uc744 \uc9c0\uc6d0\ud558\uae30 \ub54c\ubb38\uc5d0 \ub370\uc774\ud130 \uacfc\ud559\uc790\uac00 \ub370\uc774\ud130\ub97c \ub354\uc6b1 \uc27d\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. 2024\ub144\uc5d0\ub3c4 PySpark\uac00 \uc778\uae30 \uc788\uc744 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/www.databricks.com\/\" target=\"_blank\" rel=\"noopener\">Databricks<\/a>\ub3c4 \ud074\ub7ec\uc2a4\ud130\uc758 \ub370\uc774\ud130\ub97c \uad00\ub9ac\ud560 \ub54c \uc0ac\uc6a9\ub418\ub294 \uc778\uae30 \uc788\ub294 \ub3c4\uad6c \uc785\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \ub54c Databricks\ub97c \uc0ac\uc6a9 \uc911\uc774\ub77c\uba74 <a href=\"https:\/\/blog.jetbrains.com\/pycharm\/2024\/08\/introducing-the-pycharm-databricks-integration\/\">Databricks\uc640 PyCharm\uc758 \uac15\ub825\ud55c \ud1b5\ud569 \uae30\ub2a5<\/a>\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. PyCharm\uc5d0\uc11c \ud30c\uc774\ud504\ub77c\uc778\uacfc \uc7a1\uc5d0 \uc0ac\uc6a9\ud560 \ucf54\ub4dc\ub97c \uc791\uc131\ud55c \ub2e4\uc74c \ucd94\uac00\uc801\uc778 \uad6c\uc131\uc744 \ud558\uc9c0 \uc54a\uace0\ub3c4 Databricks \ud074\ub7ec\uc2a4\ud130\uc5d0 \ucf54\ub4dc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubc30\ud3ec, \ud14c\uc2a4\ud2b8 \ubc0f \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2 class=\"wp-block-heading\">\ucee4\ubba4\ub2c8\ud2f0: \ud589\uc0ac\uc758 \ud575\uc2ec \uc8fc\uc81c\uac00 \ub370\uc774\ud130 \uacfc\ud559\uc73c\ub85c \ubcc0\ud654<\/h2>\n<p>\uc5ec\ub7ec \uc2e0\uaddc \uc0ac\uc6a9\uc790\ub4e4\uc774 \ub370\uc774\ud130 \uacfc\ud559\uc744 \ubaa9\uc801\uc73c\ub85c Python\uc744 \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub370\uc774\ud130 \uacfc\ud559\uacfc \uad00\ub828\ub41c \uc0ac\uc6a9 \uc0ac\ub840\ub97c \uc9c0\uc6d0\ud558\ub294 Python \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \ub298\uc5b4\ub0ac\uc2b5\ub2c8\ub2e4. \uac19\uc740 \ub9e5\ub77d\uc73c\ub85c <a href=\"https:\/\/us.pycon.org\/\" target=\"_blank\" rel=\"noopener\">PyCon<\/a>\uc774\ub098 <a href=\"https:\/\/www.europython-society.org\/europython\/\" target=\"_blank\" rel=\"noopener\">EuroPython<\/a>\uacfc \uac19\uc740 Python \ud589\uc0ac\uac00 \ub370\uc774\ud130 \uacfc\ud559\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \ud2b8\ub799, \ubc1c\ud45c, \uc6cc\ud06c\uc20d\uc744 \ud655\ub300\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, <a href=\"https:\/\/pydata.org\/\" target=\"_blank\" rel=\"noopener\">PyData<\/a>\uc774\ub098 <a href=\"https:\/\/conference.scipy.org\/\" target=\"_blank\" rel=\"noopener\">SciPy<\/a>\uc640 \uac19\uc740 \ub370\uc774\ud130 \uacfc\ud559 \ud589\uc0ac\ub3c4 \uc778\uae30\ub97c \ub04c\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2 class=\"wp-block-heading\">\ub9fa\uc74c\ub9d0<\/h2>\n<p>\ub370\uc774\ud130 \uacfc\ud559\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc774 \uac08\uc218\ub85d \ud65c\uc131\ud654\ub418\uace0, AI\uc640 LLM\uc758 \uc778\uae30\uc640 \ub354\ubd88\uc5b4 \ub370\uc774\ud130 \uacfc\ud559\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uc0c8\ub85c\uc6b4 \uc624\ud508 \uc18c\uc2a4 \ub3c4\uad6c\ub3c4 \ub098\ub0a0\uc774 \ub298\uc5b4\uac00\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uacfc\ud559\uc758 \uc804\ub9dd\uc740 \ube60\ub974\uac8c \ubcc0\ud654\ud558\uace0 \uc788\uc73c\uba70, 2024\ub144 \uc124\ubb38\uc870\uc0ac \uacb0\uacfc\uc5d0\uc11c\ub294 \ubb34\uc5c7\uc774 \uac00\uc7a5 \uc778\uae30\uac00 \uc788\uc5c8\uc744\uc9c0 \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<h2 class=\"wp-block-heading\">PyCharm\uc73c\ub85c \ub370\uc774\ud130 \uacfc\ud559 \uacbd\ud5d8\uc744 \uac15\ud654\ud558\uc138\uc694<\/h2>\n<p>\ud604\ub300 \ub370\uc774\ud130 \uacfc\ud559\uc5d0\ub294 \ub370\uc774\ud130 \ucc98\ub9ac, \uc2dc\uac01\ud654, \ucf54\ub4dc \uc791\uc131, \ubaa8\ub378 \ubc30\ud3ec \ubc0f \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc138\ud2b8 \uad00\ub9ac\uc640 \uac19\uc774 \ub2e4\uc591\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub294 \uae30\uc220\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. PyCharm\uc640 \uac19\uc740 \ud1b5\ud569 \uac1c\ubc1c \ud658\uacbd(IDE)\uc744 \ud65c\uc6a9\ud558\uba74 \ud6a8\uc728\uc801\uc73c\ub85c \uc774\ub7ec\ud55c \uc5ed\ub7c9\uc744 \ud0a4\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\ub2a5\uc801\uc778 \ucf54\ub529 \uc9c0\uc6d0, \ucd5c\uc0c1\uae09\uc758 \ub514\ubc84\uadf8, \ubc84\uc804 \uad00\ub9ac, \ud1b5\ud569 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad00\ub9ac\uac00 \uc9c0\uc6d0\ub418\uba70 Docker\uc640 \uc644\ubcbd\ud558\uac8c \ud1b5\ud569\ub429\ub2c8\ub2e4. PyCharm\uc740 \ub370\uc774\ud130 \uacfc\ud559\uc744 \uc704\ud574 Jupyter Notebook\uacfc \ub354\ubd88\uc5b4 \uc8fc\uc694 \uacfc\ud559 \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc9c0\uc6d0\ud558\uba70 Hugging Face \ubaa8\ub378 \ub77c\uc774\ube0c\ub7ec\ub9ac, Anaconda, Databricks\uc640 \uac19\uc740 \ub3c4\uad6c\uc640 \ud1b5\ud569\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc624\ub298\ubd80\ud130 <a href=\"https:\/\/www.jetbrains.com\/ko-kr\/pycharm\/data-science\/\" target=\"_blank\" rel=\"noopener\">PyCharm<\/a>\uc744 \ub370\uc774\ud130 \uacfc\ud559 \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc0ac\uc6a9\ud558\uace0 \ub370\uc774\ud130\ub97c \ud0d0\uc0c9\ud558\uac70\ub2c8 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ub9cc\ub4e4 \ub54c \uc720\uc6a9\ud55c \uae30\ub2a5\uc778 pandas \ubc0f Polars DataFrames \uac80\uc0ac, PyTorch \ud150\uc11c\uc758 \ub808\uc774\uc5b4 \ub2e8\uc704 \uac80\uc0ac\uc640 \uac19\uc740 \ucd5c\uc2e0 \uac1c\uc120 \uc0ac\ud56d\ub4e4\uc744 \ud65c\uc6a9\ud574 \ubcf4\uc138\uc694.<\/p>\n<div class=\"buttons\">\n<div class=\"buttons__row\"><a class=\"btn\" href=\"https:\/\/www.jetbrains.com\/ko-kr\/pycharm\/data-science\/\" target=\"\" rel=\"noopener\">PyCharm \ubb34\ub8cc\ub85c \uc0ac\uc6a9\ud574 \ubcf4\uae30<\/a><\/div>\n<div>\u00a0<\/div>\n<\/div>\n<p><em>\uac8c\uc2dc\ubb3c \uc6d0\ubb38 \uc791\uc131\uc790<\/em><\/p>\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/01\/CheukTingHo-Kimono-e1738750639162-200x200.jpg\" width=\"200\" height=\"200\" alt=\"Cheuk Ting Ho\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                            <h4>Cheuk Ting Ho<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n","protected":false},"author":964,"featured_media":536285,"comment_status":"closed","ping_status":"closed","template":"","categories":[952],"tags":[73,6443],"cross-post-tag":[],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/pycharm\/536283"}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/pycharm"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/types\/pycharm"}],"author":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/users\/964"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/comments?post=536283"}],"version-history":[{"count":4,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/pycharm\/536283\/revisions"}],"predecessor-version":[{"id":536309,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/pycharm\/536283\/revisions\/536309"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/media\/536285"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/media?parent=536283"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/categories?post=536283"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/tags?post=536283"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/cross-post-tag?post=536283"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}