\n
\ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud55c \uc5ed\uc804\ud30c \uad6c\ud604<\/h2>\n
\uc774\uc81c \ud30c\uc774\uc36c\uc73c\ub85c \uac04\ub2e8\ud55c \uc2e0\uacbd\ub9dd\uc744 \uad6c\ud604\ud558\uace0 \uc5ed\uc804\ud30c \uc54c\uace0\ub9ac\uc998\uc744 \uc9c1\uc811 \ucf54\ub529\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uae30\ubcf8\uc801\uc778 \uc2e0\uacbd\ub9dd \uad6c\uc870\uc640 \uc21c\uc804\ud30c \ubc0f \uc5ed\uc804\ud30c \uacfc\uc815\uc744 \uad6c\ud604\ud55c \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\n
\nimport numpy as np\n\nclass SimpleNeuralNetwork:\n def __init__(self, learning_rate=0.01):\n self.learning_rate = learning_rate\n self.weights = np.random.rand(2, 1) # 2\uac1c\uc758 \uc785\ub825\uc5d0 \ub300\ud55c 1\uac1c\uc758 \ucd9c\ub825\n self.bias = np.random.rand(1)\n\n def forward(self, X):\n return np.dot(X, self.weights) + self.bias\n\n def loss(self, y_hat, y):\n return np.mean((y_hat - y) ** 2)\n\n def backward(self, X, y, y_hat):\n # Gradient calculation\n d_loss = 2 * (y_hat - y) \/ y.size\n d_weights = np.dot(X.T, d_loss) # dL\/dW\n d_bias = np.sum(d_loss) # dL\/db\n \n # Update weights and bias\n self.weights -= self.learning_rate * d_weights\n self.bias -= self.learning_rate * d_bias\n\n def train(self, X, y, epochs=1000):\n for epoch in range(epochs):\n y_hat = self.forward(X)\n loss = self.loss(y_hat, y)\n self.backward(X, y, y_hat)\n if epoch % 100 == 0:\n print(f'Epoch {epoch}, Loss: {loss}')\n\n# Example data\nX = np.array([[0, 0], [0, 1], [1, 0], [1, 1]])\ny = np.array([[0], [1], [1], [0]]) # XOR problem\n\n# Initialize and train the neural network\nnn = SimpleNeuralNetwork(learning_rate=0.1)\nnn.train(X, y)\n <\/code><\/pre>\n\uc704 \ucf54\ub4dc\ub294 \uac04\ub2e8\ud55c XOR \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \uc2e0\uacbd\ub9dd\uc744 \uad6c\ud604\ud569\ub2c8\ub2e4. \ud559\uc2b5\ub960(learning rate)\uc740 \ubaa8\ub378\uc758 \uac00\uc911\uce58\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \uc815\ub3c4\ub97c \uc870\uc808\ud569\ub2c8\ub2e4. \uc774 \uac04\ub2e8\ud55c \uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \uc6b0\ub9ac\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ucd08\uc801\uc778 \uc791\ub3d9 \uc6d0\ub9ac\ub97c \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n
\n
\ubaa8\ub378 \ud3c9\uac00 \ubc0f \uac1c\uc120<\/h2>\n
\ubaa8\ub378\uc744 \ud559\uc2b5\ud55c \ud6c4\uc5d0\ub294 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0 \ud544\uc694\uc5d0 \ub530\ub77c \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378 \ud3c9\uac00 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n- \ud6c8\ub828 \uc138\ud2b8\uc640 \uac80\uc99d \uc138\ud2b8 \ub098\ub204\uae30<\/strong>: \ubaa8\ub378\uc758 \uc77c\ubc18\ud654\ub97c \ud3c9\uac00\ud558\uae30 \uc704\ud574 \ub370\uc774\ud130\ub97c \ub098\ub215\ub2c8\ub2e4.<\/li>\n
- \uad50\ucc28 \uac80\uc99d<\/strong>: \uc5ec\ub7ec \ubc88\uc758 \ud6c8\ub828\uacfc \ud3c9\uac00\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uc548\uc815\uc801\uc73c\ub85c \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n
- \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815<\/strong>: \ud559\uc2b5\ub960, \ub808\uc774\uc5b4 \uac1c\uc218, \ub178\ub4dc \uac1c\uc218 \ub4f1\uc744 \uc870\uc815\ud558\uc5ec \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/div>\n
\n
\uacb0\ub860<\/h2>\n
\uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc758 \uae30\ucd08\ub97c \ub2e4\ub904\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ud30c\uc774\uc36c\uc744 \ud1b5\ud574 \uac04\ub2e8\ud55c \uc2e0\uacbd\ub9dd\uc744 \uad6c\ud604\ud558\uace0 \uc5ed\uc804\ud30c \uc54c\uace0\ub9ac\uc998\uc758 \uae30\ucd08 \uc6d0\ub9ac\ub97c \uc124\uba85\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ubd84\uc57c\ub294 \uacc4\uc18d\ud574\uc11c \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd\uc758 \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\ub4e4\uc744 \ud65c\uc6a9\ud558\uc5ec \ub354 \ubcf5\uc7a1\ud558\uace0 \uc815\uad50\ud55c \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\ud5a5\ud6c4\uc5d0\ub294 \ub354 \uae4a\uc774 \uc788\ub294 \uc8fc\uc81c\ub4e4, \uc608\ub97c \ub4e4\uc5b4 RNN, CNN\uacfc \uac19\uc740 \uc2ec\ud654\ub41c \ub525\ub7ec\ub2dd \uae30\ubc95\uc774\ub098 \uac15\ud654\ud559\uc2b5\uc744 \ud1b5\ud55c \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998 \uac1c\ubc1c\uc5d0 \ub300\ud574\uc11c\ub3c4 \ub2e4\ub8e8\uc5b4\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \ub0b4\uc6a9\ub4e4\uc774 \ud000\ud2b8 \ud2b8\ub808\uc774\ub529\uc744 \uafc8\uafb8\ub294 \uc774\ub4e4\uc5d0\uac8c \ub3c4\uc6c0\uc774 \ub418\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<\/div>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uc810\uc810 \ub354 \ubcf4\ud3b8\ud654\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \ub2a5\ub825\uc774 \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574 Python\uc744 \uc0ac\uc6a9\ud558\uace0, \uc5ed\uc804\ud30c(Backpropagation) \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc744 \ub2e4\ub904\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubcf8 \uac1c\ub150 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uace0 \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc9d1\ud569\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd(Deep Learning)\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc5d0\uc11c \ub354 \uae4a\uc774 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud574 \uc5ed\uc804\ud30c\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95”<\/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":[29],"tags":[],"class_list":["post-29421","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud574 \uc5ed\uc804\ud30c\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95 - \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\/29421\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud574 \uc5ed\uc804\ud30c\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uc810\uc810 \ub354 \ubcf4\ud3b8\ud654\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \ub2a5\ub825\uc774 \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574 Python\uc744 \uc0ac\uc6a9\ud558\uace0, \uc5ed\uc804\ud30c(Backpropagation) \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc744 \ub2e4\ub904\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\ubcf8 \uac1c\ub150 \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uace0 \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc9d1\ud569\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd(Deep Learning)\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc5d0\uc11c \ub354 \uae4a\uc774 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud574 \uc5ed\uc804\ud30c\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29421\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:18:22+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:52:41+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\/29421\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29421\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud574 \uc5ed\uc804\ud30c\ub97c \uad6c\ud604\ud558\ub294 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