{"id":41616,"date":"2024-11-07T16:56:18","date_gmt":"2024-11-07T16:56:18","guid":{"rendered":"https:\/\/atmokpo.com\/w\/?p=41616"},"modified":"2024-11-26T06:36:11","modified_gmt":"2024-11-26T06:36:11","slug":"18-%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5-%ed%9b%88%eb%a0%a8%ec%9a%a9-%ec%84%9c%eb%b2%84-%ea%b5%ac%ec%b6%95%ed%95%98%ea%b8%b0-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ed%94%84%eb%a0%88%ec%9e%84%ec%9b%8c%ed%81%ac","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/41616\/","title":{"rendered":"18.\uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84 \uad6c\ucd95\ud558\uae30, \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c \uc124\uce58  TensorFlow, PyTorch\uc640 \uac19\uc740 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c \uc124\uce58 \uac00\uc774\ub4dc"},"content":{"rendered":"<p><body><\/p>\n<p>\uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd(ML)\uc758 \ubc1c\uc804\uc5d0 \ub530\ub77c, \ub9ce\uc740 \uac1c\ubc1c\uc790\uc640 \uc5f0\uad6c\uc790\ub4e4\uc774 \uac15\ub825\ud55c \ud558\ub4dc\uc6e8\uc5b4 \ud658\uacbd\uc5d0\uc11c \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \uc2e4\ud589\ud574\uc57c \ud560 \ud544\uc694\uac00 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \ubb38\uc11c\uc5d0\uc11c\ub294 \uc6b0\ubd84\ud22c \uc11c\ubc84\ub97c \ud1b5\ud574 \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uacfc TensorFlow \ubc0f PyTorch\uc640 \uac19\uc740 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc124\uce58\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e8\uacc4\ubcc4\ub85c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc11c\ubc84 \uc900\ube44\ud558\uae30<\/h2>\n<p>\uba3c\uc800 \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84\ub97c \uad6c\ucd95\ud558\uae30 \uc704\ud574 \ud558\ub4dc\uc6e8\uc5b4 \ubc0f \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ud658\uacbd\uc744 \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h3>1.1. \ud558\ub4dc\uc6e8\uc5b4 \uc694\uad6c \uc0ac\ud56d<\/h3>\n<p>AI \ubaa8\ub378\uc758 \ud6c8\ub828\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub9ce\uc740 \uacc4\uc0b0 \uc131\ub2a5\uc744 \uc694\uad6c\ud558\ubbc0\ub85c, \uc544\ub798\uc640 \uac19\uc740 \ud558\ub4dc\uc6e8\uc5b4\ub97c \uace0\ub824\ud574 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>CPU: \uba40\ud2f0\ucf54\uc5b4 \ud504\ub85c\uc138\uc11c (\uc608: Intel i7 \uc774\uc0c1 \ub610\ub294 AMD Ryzen 7 \uc774\uc0c1)<\/li>\n<li>GPU: NVIDIA GTX 1060 \uc774\uc0c1 \ub610\ub294 RTX \uc2dc\ub9ac\uc988 (CUDA \uc9c0\uc6d0)<\/li>\n<li>RAM: \ucd5c\uc18c 16GB, \uad8c\uc7a5 32GB<\/li>\n<li>\uc800\uc7a5\uacf5\uac04: SSD \uc0ac\uc6a9\uc744 \uad8c\uc7a5 (\ucd5c\uc18c 512GB)<\/li>\n<\/ul>\n<h3>1.2. \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc694\uad6c \uc0ac\ud56d<\/h3>\n<p>\uc6b0\ubd84\ud22c \uc11c\ubc84\ub97c \uc124\uce58\ud558\uace0 \ucd5c\uc2e0 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ud328\ud0a4\uc9c0\ub97c \uc5c5\ub370\uc774\ud2b8\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<pre><code>sudo apt update\nsudo apt upgrade -y<\/code><\/pre>\n<h2>2. \ud30c\uc774\uc36c \ubc0f pip \uc124\uce58<\/h2>\n<p>TensorFlow\uc640 PyTorch\ub294 \ud30c\uc774\uc36c \uae30\ubc18\uc758 \ud504\ub808\uc784\uc6cc\ud06c\uc774\ubbc0\ub85c, \uba3c\uc800 \ud30c\uc774\uc36c\uacfc \ud328\ud0a4\uc9c0 \uad00\ub9ac\uc790 pip\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h3>2.1. \ud30c\uc774\uc36c \uc124\uce58<\/h3>\n<pre><code>sudo apt install python3 python3-dev python3-pip -y<\/code><\/pre>\n<h3>2.2. pip \ucd5c\uc2e0 \ubc84\uc804\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8<\/h3>\n<pre><code>python3 -m pip install --upgrade pip<\/code><\/pre>\n<h2>3. \uac00\uc0c1 \ud658\uacbd \uc124\uc815<\/h2>\n<p>\uac00\uc0c1 \ud658\uacbd\uc744 \uc0ac\uc6a9\ud558\uba74, \ud504\ub85c\uc81d\ud2b8\ub9c8\ub2e4 \ub3c5\ub9bd\ub41c \ud328\ud0a4\uc9c0\ub97c \uc720\uc9c0 \uad00\ub9ac\ud560 \uc218 \uc788\uc5b4 \ud3b8\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n<h3>3.1. \uac00\uc0c1 \ud658\uacbd \uc124\uce58<\/h3>\n<pre><code>sudo apt install python3-venv -y<\/code><\/pre>\n<h3>3.2. \uac00\uc0c1 \ud658\uacbd \uc0dd\uc131<\/h3>\n<p>\uc544\ub798 \ucee4\ub9e8\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac00\uc0c1 \ud658\uacbd\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>python3 -m venv myenv<\/code><\/pre>\n<h3>3.3. \uac00\uc0c1 \ud658\uacbd \ud65c\uc131\ud654<\/h3>\n<pre><code>source myenv\/bin\/activate<\/code><\/pre>\n<h2>4. TensorFlow \uc124\uce58<\/h2>\n<p>\uc774\uc81c TensorFlow\ub97c \uc124\uce58\ud560 \ucc28\ub840\uc785\ub2c8\ub2e4. \ucd5c\uc2e0 \ubc84\uc804\uc744 \uc124\uce58\ud558\uae30 \uc704\ud574 \uc544\ub798\uc640 \uac19\uc774 \ucee4\ub9e8\ub4dc\ub97c \uc785\ub825\ud558\uc138\uc694.<\/p>\n<h3>4.1. GPU \ubc84\uc804 \uc124\uce58<\/h3>\n<p>GPU\ub97c \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0 \ub2e4\uc74c \uba85\ub839\uc5b4\ub85c GPU \uc9c0\uc6d0 TensorFlow\ub97c \uc124\uce58\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>pip install tensorflow<\/code><\/pre>\n<h3>4.2. CPU \ubc84\uc804 \uc124\uce58<\/h3>\n<p>CPU\ub9cc \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0\uc5d0\ub3c4 \ub3d9\uc77c\ud55c \uba85\ub839\uc5b4\ub85c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>pip install tensorflow-cpu<\/code><\/pre>\n<h3>4.3. \uc124\uce58 \ud655\uc778<\/h3>\n<p>\uc124\uce58\uac00 \uc644\ub8cc\ub418\uba74 \uc544\ub798 \ucf54\ub4dc\ub97c \ud1b5\ud574 TensorFlow\uac00 \uc815\uc0c1\uc801\uc73c\ub85c \uc124\uce58\ub418\uc5c8\ub294\uc9c0 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>python -c \"import tensorflow as tf; print(tf.__version__)\"<\/code><\/pre>\n<h2>5. PyTorch \uc124\uce58<\/h2>\n<p>\ub2e4\uc74c\uc73c\ub85c PyTorch\ub97c \uc124\uce58\ud569\ub2c8\ub2e4. \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \ud544\uc694\ud55c \ubc84\uc804\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.1. \uc124\uce58 \uba85\ub839\uc5b4 \uc0dd\uc131<\/h3>\n<p><a href=\"https:\/\/pytorch.org\/get-started\/locally\/\">PyTorch \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8<\/a>\uc5d0 \ubc29\ubb38\ud558\uc5ec \uc2dc\uc2a4\ud15c\uc5d0 \ub9de\ub294 \uc124\uce58 \uba85\ub839\uc5b4\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c\ub294 \ub2e4\uc74c \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.2. GPU \ubc84\uc804 \uc124\uce58<\/h3>\n<pre><code>pip install torch torchvision torchaudio --extra-index-url https:\/\/download.pytorch.org\/whl\/cu113<\/code><\/pre>\n<h3>5.3. CPU \ubc84\uc804 \uc124\uce58<\/h3>\n<pre><code>pip install torch torchvision torchaudio --extra-index-url https:\/\/download.pytorch.org\/whl\/cpu<\/code><\/pre>\n<h3>5.4. \uc124\uce58 \ud655\uc778<\/h3>\n<p>\uc124\uce58\uac00 \uc644\ub8cc\ub418\uba74, \uc544\ub798 \ucf54\ub4dc\ub97c \uc785\ub825\ud558\uc5ec PyTorch\uac00 \uc815\uc0c1\uc801\uc73c\ub85c \uc124\uce58\ub418\uc5c8\ub294\uc9c0 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>python -c \"import torch; print(torch.__version__)\"<\/code><\/pre>\n<h2>6. \ub9c8\ubb34\ub9ac \ubc0f \ud14c\uc2a4\ud2b8<\/h2>\n<p>\uc774\uc81c TensorFlow\uc640 PyTorch\uac00 \ubaa8\ub450 \uc124\uce58\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uac04\ub2e8\ud55c \uc608\uc81c\ub97c \ud1b5\ud574 \ub450 \ud504\ub808\uc784\uc6cc\ud06c\uc758 \uae30\ubcf8 \ub3d9\uc791\uc744 \ud14c\uc2a4\ud2b8\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>6.1. TensorFlow \uc608\uc81c<\/h3>\n<pre><code>import tensorflow as tf\n\n# \uac04\ub2e8\ud55c \uc0c1\uc218 \ud150\uc11c \ub9cc\ub4e4\uae30\na = tf.constant(2)\nb = tf.constant(3)\nc = tf.add(a, b)\n\nprint(\"TensorFlow\uc5d0\uc11c 2 + 3 =\", c.numpy())<\/code><\/pre>\n<h3>6.2. PyTorch \uc608\uc81c<\/h3>\n<pre><code>import torch\n\n# \uac04\ub2e8\ud55c \ud150\uc11c \uc0dd\uc131\nx = torch.tensor([2])\ny = torch.tensor([3])\nz = torch.add(x, y)\n\nprint(\"PyTorch\uc5d0\uc11c 2 + 3 =\", z.item())<\/code><\/pre>\n<h2>7. \uacb0\ub860<\/h2>\n<p>\uc774\uc0c1\uc73c\ub85c \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84\uc758 \uad6c\ucd95 \ubc0f \uae30\ubcf8\uc801\uc778 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c \uc124\uce58 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. TensorFlow\uc640 PyTorch\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \uae4a\uc774 \uc788\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc73c\uba70, \ud559\uc2b5 \ub370\uc774\ud130\uc640 \uc801\uc808\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc774\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac00\uc774\ub4dc\ub97c \ud1b5\ud574 \uc124\uce58 \ubc0f \ud658\uacbd \uad6c\ucd95\uc774 \uc644\ub8cc\ub418\uc5c8\uae30\ub97c \ubc14\ub77c\uba70, \uc5ec\ub7ec\ubd84\uc758 \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc131\uacf5\uc744 \uae30\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<div class=\"note\">\n<strong>\ucc38\uace0:<\/strong> Buffered values and environment variables \ucee8\ud14d\uc2a4\ud2b8\uc5d0 \ub530\ub77c \ub2e4\ub97c \uc218 \uc788\uc73c\ubbc0\ub85c, \ud544\uc694\uc5d0 \ub530\ub77c PATH \ubc0f \ud658\uacbd \ubcc0\uc218\ub97c \uc870\uc815\ud558\uc2ed\uc2dc\uc624.\n    <\/div>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd(ML)\uc758 \ubc1c\uc804\uc5d0 \ub530\ub77c, \ub9ce\uc740 \uac1c\ubc1c\uc790\uc640 \uc5f0\uad6c\uc790\ub4e4\uc774 \uac15\ub825\ud55c \ud558\ub4dc\uc6e8\uc5b4 \ud658\uacbd\uc5d0\uc11c \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \uc2e4\ud589\ud574\uc57c \ud560 \ud544\uc694\uac00 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \ubb38\uc11c\uc5d0\uc11c\ub294 \uc6b0\ubd84\ud22c \uc11c\ubc84\ub97c \ud1b5\ud574 \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84\ub97c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uacfc TensorFlow \ubc0f PyTorch\uc640 \uac19\uc740 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc124\uce58\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e8\uacc4\ubcc4\ub85c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc11c\ubc84 \uc900\ube44\ud558\uae30 \uba3c\uc800 \uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84\ub97c \uad6c\ucd95\ud558\uae30 \uc704\ud574 \ud558\ub4dc\uc6e8\uc5b4 \ubc0f \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ud658\uacbd\uc744 \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. 1.1. &hellip; <a href=\"https:\/\/atmokpo.com\/w\/41616\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;18.\uc778\uacf5\uc9c0\ub2a5 \ud6c8\ub828\uc6a9 \uc11c\ubc84 \uad6c\ucd95\ud558\uae30, \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c \uc124\uce58  TensorFlow, PyTorch\uc640 \uac19\uc740 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c \uc124\uce58 \uac00\uc774\ub4dc&#8221;<\/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":[179],"tags":[],"class_list":["post-41616","post","type-post","status-publish","format-standard","hentry","category-179"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - 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