{"id":430,"date":"2019-10-11T02:15:23","date_gmt":"2019-10-10T19:15:23","guid":{"rendered":"http:\/\/ainoodle.tech\/?p=430"},"modified":"2019-10-11T02:15:23","modified_gmt":"2019-10-10T19:15:23","slug":"day-be-may-tinh-tap-to-mau-anh-den-trang-bang-mang-auto-encoder","status":"publish","type":"post","link":"https:\/\/miai.vn\/?p=430","title":{"rendered":"D\u1ea1y b\u00e9 &#8220;m\u00e1y t\u00ednh&#8221; t\u1eadp t\u00f4 m\u00e0u cho \u1ea3nh \u0111en tr\u1eafng b\u1eb1ng m\u1ea1ng Auto-Encoder"},"content":{"rendered":"\n<p>M\u1ed9t tu\u1ea7n m\u1edbi vui v\u1ebb t\u1edbi t\u1ea5t c\u1ea3 c\u00e1c member c\u1ee7a M\u00cc Ai nh\u00e9. Tu\u1ea7n tr\u01b0\u1edbc ch\u00fang ta k\u1ebft l\u1ea1i to\u00e0n v\u1edbi b\u00e0i <a rel=\"noreferrer noopener\" aria-label=\"d\u1ef1 \u0111o\u00e1n gi\u00e1 ch\u1ee9ng kho\u00e1n (opens in a new tab)\" href=\"https:\/\/miai.vn\/2019\/10\/03\/di-buon-chung-khoan-cung-mi-ai-xay-model-lstm-du-doan-gia-chung-khoan-vietcombank-cuoi-nam-2019\/\" target=\"_blank\">d\u1ef1 \u0111o\u00e1n gi\u00e1 ch\u1ee9ng kho\u00e1n<\/a> r\u1ed3i, tu\u1ea7n n\u00e0y ch\u00fang ta s\u1ebd c\u00f9ng d\u1ea1y b\u00e9 m\u00e1y t\u00ednh t\u1eadp t\u00f4 m\u00e0u cho \u1ea3nh \u0111en tr\u1eafng b\u1eb1ng m\u1ea1ng Auto-Encoder nh\u00e9.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/i.ytimg.com\/vi\/K9ifJZSQeg0\/maxresdefault.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>B\u00e0i to\u00e1n c\u1ee7a ch\u00fang ta l\u00e0 s\u1ebd \u0111\u01b0a cho m\u00e1y t\u00ednh m\u1ed9t \u1ea3nh \u0111en tr\u1eafng v\u00e0 b\u1ea3o m\u00e1y t\u00ednh s\u00e1ng t\u1ea1o tho\u1ea3i m\u00e1i, mi\u1ec5n sao t\u00f4 m\u00e0u cho h\u1ee3p l\u00fd l\u00e0 \u0111\u01b0\u1ee3c. Th\u1ebf l\u00e0 b\u00e9 m\u00e1y t\u00ednh s\u1ebd d\u1ef1a v\u00e0o c\u00e1c \u1ea3nh ta \u0111\u00e3 train \u0111\u1ec3 th\u1eed t\u00f4 m\u00e0u cho \u1ea3nh. Ch\u00fang ta h\u00e3y c\u00f9ng b\u1eaft tay v\u00e0o l\u00e0m xem khi m\u00e1y t\u00ednh l\u00e0m h\u1ecda s\u0129 s\u1ebd nh\u01b0 n\u00e0o nh\u00e9.<\/p>\n\n\n\n<p>B\u1eaft \u0111\u1ea7u lu\u00f4n!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ph\u1ea7n 1. Chu\u1ea9n b\u1ecb nguy\u00ean v\u1eadt li\u1ec7u<\/h2>\n\n\n\n<p>V\u1edbi b\u00e0i n\u00e0y th\u00ec h\u01a1i nhi\u1ec1u nguy\u00ean li\u1ec7u h\u01a1n c\u00e1c b\u00e0i kh\u00e1c m\u1ed9t ch\u00fat, do \u0111\u00f3 c\u00e1c b\u1ea1n c\u1ea7n t\u1eadp trung v\u00e0o ph\u1ea7n nguy\u00ean v\u1eadt li\u1ec7u \u0111\u1ec3 l\u00e0m cho chu\u1ea9n nh\u00e9.<\/p>\n\n\n\n<p>\u0110\u1ea7u ti\u00ean c\u00e1c b\u1ea1n t\u1ea1o th\u01b0 m\u1ee5c <strong>MiAI_Coloring<\/strong> \u0111\u1ec3 ch\u1ee9a c\u00e1c th\u1ee9 c\u1ee7a b\u00e0i n\u00e0y nh\u00e9. Sau \u0111\u00f3 c\u00e1c b\u1ea1n g\u00f5 l\u1ec7nh git \u0111\u1ec3 l\u1ea5y m\u00e3 ngu\u1ed3n ch\u01b0\u01a1ng tr\u00ecnh v\u1ec1:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">git clone https:\/\/github.com\/thangnch\/MiAI_Coloring .<\/pre>\n\n\n\n<p>Ti\u1ebfp theo c\u00e1c b\u1ea1n t\u1ea1o c\u00e1c th\u01b0 m\u1ee5c sau:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>T\u1ea1o th\u01b0 m\u1ee5c <strong>data_raw<\/strong> trong th\u01b0 m\u1ee5c <strong>MiAI_Coloring<\/strong> \u0111\u1ec3 ch\u1ee9a d\u1eef li\u1ec7u th\u00f4 t\u1ea3i v\u1ec1 t\u1eeb internet.<\/li><li>T\u1ea1o th\u01b0 m\u1ee5c <strong>data_processed<\/strong> trong th\u01b0 m\u1ee5c <strong>MiAI_Coloring<\/strong> \u0111\u1ec3 ch\u1ee9a d\u1eef li\u1ec7u \u1ea3nh \u0111\u00e3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd.<\/li><li>T\u1ea1o th\u01b0 m\u1ee5c <strong>models<\/strong> trong th\u01b0 m\u1ee5c <strong>MiAI_Coloring<\/strong> \u0111\u1ec3 l\u01b0u model sau khi train.<\/li><\/ul>\n\n\n\n<p>R\u1ed3i, b\u00e2y gi\u1edd c\u00e0i \u0111\u1eb7t c\u00e1c th\u01b0 vi\u1ec7n c\u1ea7n thi\u1ebft cho b\u00e0i n\u00e0y b\u1eb1ng l\u1ec7nh<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">pip install -r setup.txt<\/pre>\n\n\n\n<p>Trong b\u00e0i n\u00e0y ch\u00fang ta s\u1ebd train cho m\u00e1y t\u00f4 m\u00e0u cho \u1ea3nh phong c\u1ea3nh, n\u00ean c\u00e1c b\u1ea1n t\u1ea3i d\u1eef li\u1ec7u \u1ea3nh th\u00f4 <a rel=\"noreferrer noopener\" aria-label=\"t\u1ea1i \u0111\u00e2y (opens in a new tab)\" href=\"http:\/\/data.csail.mit.edu\/places\/places365\/test_256.tar\" target=\"_blank\">t\u1ea1i \u0111\u00e2y<\/a> v\u1ec1 v\u00e0 gi\u1ea3i n\u00e9n v\u00e0o th\u01b0 m\u1ee5c <strong>data_raw<\/strong> nh\u00e9. File to kho\u1ea3ng 4GB n\u00ean s\u1ebd h\u01a1i l\u00e2u, c\u00e1c b\u1ea1n \u0111\u1ee3i ch\u00fat nh\u00e9. Ch\u00fa \u00fd ch\u1ec9 copy file \u1ea3nh v\u00e0o th\u01b0 m\u1ee5c data_raw, ko copy th\u01b0 m\u1ee5c n\u00e0o nh\u00e9.<\/p>\n\n\n\n<p>Sau khi l\u00e0m xong c\u00e1c b\u01b0\u01a1c tr\u00ean, ch\u00fang ta s\u1ebd sang ph\u1ea7n ti\u1ebfp theo.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ph\u1ea7n 2. Ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u<\/h2>\n\n\n\n<p>D\u1eef li\u1ec7u ch\u00fang ta t\u1ea3i v\u1ec1 \u0111\u00e3 n\u1eb1m trong th\u01b0 m\u1ee5c data_raw, nh\u01b0ng \u0111\u00e2y l\u00e0 d\u1eef li\u1ec7u th\u00f4 d\u1ea1ng jpg v\u00e0 c\u00f3 k\u00edch th\u01b0\u1edbc 256&#215;256. B\u00e2y gi\u1edd ch\u00fang ta ph\u1ea3i t\u1ea1o ra d\u1eef li\u1ec7u \u0111\u1ec3 train cho model. <\/p>\n\n\n\n<p>Ph\u00e2n t\u00edch m\u1ed9t ch\u00fat c\u00e1c b\u1ea1n s\u1ebd th\u1ea5y nh\u01b0 sau: <\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>D\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o s\u1ebd l\u00e0 m\u1ed9t \u1ea3nh \u0111en tr\u1eafng<\/li><li>D\u1eef li\u1ec7u \u0111\u1ea7u ra s\u1ebd l\u00e0 m\u1ed9t \u1ea3nh m\u00e0u<\/li><\/ul>\n\n\n\n<p>Do v\u1eady, ta s\u1ebd ph\u1ea3i chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u train g\u1ed3m X=\u1ea3nh \u0111en tr\u0103ng v\u00e0 y= \u1ea3nh m\u00e0u \u0111\u1ec3 train cho m\u1ea1ng NN. Nh\u01b0 v\u1eady, ta s\u1ebd ti\u1ebfn h\u00e0nh \u0111\u1ecdc \u1ea3nh \u0111\u1ea7u v\u00e0o, chuy\u1ec3n sang h\u1ec7 m\u00e0u HSV, h\u1ec7 m\u00e0u n\u00e0y g\u1ed3m 3 th\u00e0nh ph\u1ea7n:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>H (Hue): L\u00e0 m\u00e0u s\u1eafc c\u1ee7a \u1ea3nh.<\/li><li>S (Saturaion): \u0110\u1ed9 b\u00e3o h\u00f2a c\u1ee7a \u1ea3nh, hi\u1ec3u l\u00e0 \u0111\u1ed9 \u0111\u1eadm nh\u1ea1t c\u0169ng \u0111\u01b0\u1ee3c.<\/li><li>V (Value): K\u1ebft h\u1ee3p v\u1edbi S \u0111\u1ec3 t\u1ea1o n\u00ean c\u01b0\u1eddng \u0111\u1ed9 c\u1ee7a \u1ea3nh.<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/hanzratech.in\/figures\/hsv_colorspace.jpg\" alt=\"\"\/><figcaption>Ngu\u1ed3n: hanzratech.in<\/figcaption><\/figure>\n\n\n\n<p>Sau \u0111\u00f3, ta t\u00e1ch ri\u00eang th\u00e0nh ph\u1ea7n V s\u1ebd c\u00f3 1 \u1ea3nh x\u00e1m l\u00e0m input, c\u00f2n l\u1ea1i H v\u00e0 S th\u00e0nh output. C\u00e1c b\u1ea1n c\u1ee9 t\u01b0\u1edfng t\u01b0\u1edfng input l\u00e0 \u1ea3nh \u0111en tr\u1eafng, sau \u0111\u00f3 ta \u0111\u01b0a cho m\u00e1y t\u00ednh 2 c\u00f4ng c\u1ee5 H, S v\u00e0 d\u1ea1y m\u00e1y pha m\u00e0u v\u1eady.<\/p>\n\n\n\n<p>V\u00e0 v\u1edbi t\u01b0 t\u01b0\u1edfng \u0111\u00f3, ch\u00fang ta s\u1ebd ch\u1ea1y 1 \u0111o\u1ea1n ch\u01b0\u01a1ng tr\u00ecnh, \u0111\u1ecdc file \u1ea3nh \u0111\u1ea7u v\u00e0o -&gt; chuy\u1ec3n th\u00e0nh HSV -&gt; T\u00e1ch V th\u00e0nh input v\u00e0 t\u00e1ch H,S th\u00e0nh output. C\u00e1c b\u1ea1n ch\u1ea1y l\u1ec7nh:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">python preprocess.py<\/pre>\n\n\n\n<p>\u0110\u1ee3i m\u1ed9t ch\u00fat khi n\u00e0o m\u00e0n h\u00ecnh hi\u1ec7n l\u00ean ch\u1eef Done v\u00e0 c\u00e1c b\u1ea1n s\u1ebd th\u1ea5y th\u01b0 m\u1ee5c <strong>data_processed<\/strong> c\u00f3 c\u00e1c file X.pkl v\u00e0 Y.pkl, \u0111\u00f3 ch\u00ednh l\u00e0 file \u0111\u1ec3 train model nh\u00e9. M\u00ecnh c\u0169ng c\u00f3 t\u1ea1o s\u1eb5n c\u00e1c file pkl cho c\u00e1c b\u1ea1n r\u1ed3i, c\u00e1c b\u1ea1n t\u1ea3i v\u1ec1 <a href=\"https:\/\/www.mediafire.com\/file\/zsux5mkevonhl3p\/MiAIColorPKL.zip\/file\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"t\u1ea1i \u0111\u00e2y (opens in a new tab)\">t\u1ea1i \u0111\u00e2y<\/a> v\u00e0 copy v\u00e0o trong th\u01b0 m\u1ee5c <strong>data_processed<\/strong> nh\u00e9!<\/p>\n\n\n\n<p>D\u1eef li\u1ec7u kh\u00e1 nhi\u1ec1u, h\u01a1n 300,000 file \u1ea3nh n\u00ean kh\u00e1 to. B\u00e0i n\u00e0y <strong>m\u00ecnh l\u00e0m sample n\u00ean ch\u1ecdn 10 file, m\u1ed7i file 10,000 \u1ea3nh \u0111\u1ec3 train th\u00f4i nh\u00e9<\/strong>. C\u00e1c b\u1ea1n c\u00f3 th\u1ec3 train full 300,000 \u1ea3nh cho n\u00f3 ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n\n\n\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js\"><\/script>\n<!-- InPost_Ad -->\n<ins class=\"adsbygoogle\"\n     style=\"display:block\"\n     data-ad-client=\"ca-pub-5095883280136027\"\n     data-ad-slot=\"7735063137\"\n     data-ad-format=\"auto\"\n     data-full-width-responsive=\"true\"><\/ins>\n<script>\n     (adsbygoogle = window.adsbygoogle || []).push({});\n<\/script>\n\n\n\n<h2 class=\"wp-block-heading\">Ph\u1ea7n 3. Train model t\u00f4 m\u00e0u cho \u1ea3nh<\/h2>\n\n\n\n<p>B\u00e2y gi\u1edd \u0111\u1ebfn m\u1ee5c train n\u00e0o, c\u00e1c b\u1ea1n ch\u1ea1y l\u1ec7nh sau:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">python train_model.py<\/pre>\n\n\n\n<p>M\u00ecnh \u0111ang t\u1ea1m \u0111\u1ec3 trong file l\u00e0 train 150 v\u00f2ng l\u1eb7p, m\u1ed7i v\u00f2ng l\u1eb7p ch\u1ecdn ng\u1eabu nhi\u00ean 1 set 10,000 \u1ea3nh  trong d\u1eef li\u1ec7u 100,000 \u1ea3nh v\u00e0 train 5 epochs nh\u00e9, c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 t\u0103ng gi\u1ea3m bi\u1ebfn nb_epochs trong file train_model.py t\u00f9y nhu c\u1ea7u v\u00e0 d\u1eef li\u1ec7u c\u1ee7a c\u00e1c b\u1ea1n nh\u00e9.<\/p>\n\n\n\n<p>Train s\u1ebd h\u01a1i l\u00e2u ch\u00fat v\u00ec \u0111\u00e2y l\u00e0 b\u00e0i to\u00e1n li\u00ean quan \u0111\u1ebfn \u1ea3nh, c\u00e1c b\u1ea1n c\u00f3 th\u1ec3 \u0111\u01b0a l\u00ean colab ho\u1eb7c m\u00e1y t\u00ednh kh\u1ecfe kh\u1ecfe ch\u00fat, c\u00f3 GPU \u0111\u1ec3 t\u0103ng t\u1ed1c \u0111\u1ed9 train nh\u00e9. Sau khi train xong, c\u00e1c b\u1ea1n s\u1ebd th\u1ea5y 2 file json v\u00e0 h5 l\u01b0u trong th\u01b0 m\u1ee5c models, \u0111\u00f3 l\u00e0 file model v\u00e0 file weights \u0111\u00f3 nh\u00e9.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/Oq2Gx4jgLrsnkiex8lkarmhwfHQTRWXXx3UaMkdCD28kkCmWwK-rPgO04fg-nrAEt316iKDpEvnxtZZfhYzANUghEgySENKmBOrZwEzYo2Lo1_Ky31mOZct3PB0LygbyFpUbKktwyNRFWRZKQxBkTwnuUDiPRfuHDebdFPSJfmvZITDuEAaunHGz7AhL6LAy3QyLAhFBQ8A3HaALo2Lz4SPC-DmXMoQMoXSQranEq_QTi4V7_f7s-NUH__Z8vi8-Oa9qyXGeLgWSORDaDQYwjLpFpyxJpvt5fFkGvhiEOTM1fSpYIyZ8cMBvrc3iHPHrIpoemMYk5obKoRbABnyWbPxziTaoUBFpYBq6cshiUAl0vrQp2Xhk_cVCWDPej_e0vxgQzBb8E13zGkJASSkEPThvEVLCvGoV5YvtMEcHXM_G4X0uwY4JWtyXBAYAgFVQosNzHKpu1jwk3HvxDlokd4wmR6EIuZJJG3e2XEYMmgrCqtMLcNVX_NIaxNYtII5l7i442ltJolm93Lx6awhZ24OV9O9gRSD0gDETjYj0PvZYoqxUedrIqDf6ns7ioDgOxNAziT0i5GBb2V5bxKcAKfhZiy7gK_bsRPlzdAbN2iFJSSDbbhQW1dj39HyxG76xuYE94hx8Iit4uhLwRh61Nv14fVOoecquAefED1TfCVgUVC3J-IFKFv_4FrQ-IRgA7ePssSpFy_ghzXDqAv3Q1qU1GmHKyHN5n1Y94tdbcecOnNNtBA=w1358-h580-no\" alt=\"t\u00f4 m\u00e0u cho \u1ea3nh\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Ph\u1ea7n 4. T\u1eadn h\u01b0\u1edfng th\u00e0nh qu\u1ea3 model t\u00f4 m\u00e0u cho \u1ea3nh<\/h2>\n\n\n\n<p>C\u00e1c b\u1ea1n \u0111\u00e3 train xong, ch\u00fang ta \u0111\u00e3 c\u00f3 file model, \u0111\u1ec3 test xem model t\u00f4 m\u00e0u ra sao. Ch\u00fang ta ch\u1ea1y l\u1ec7nh<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">python test_model.py<\/pre>\n\n\n\n<p>N\u1ebfu m\u1ecdi th\u1ee9 okie, tr\u00ean m\u00e0n h\u00ecnh s\u1ebd hi\u1ec7n ra k\u1ebft qu\u1ea3 t\u00f4 m\u00e0u c\u1ee7a b\u00e0i to\u00e1n g\u1ed3m: \u1ea3nh \u0111en tr\u1eafng, \u1ea3nh do m\u00e1y t\u1eadp t\u00f4 v\u00e0 \u1ea3nh g\u1ed1c. C\u00e1c b\u1ea1n xem b\u00e9 &#8220;m\u00e1y t\u00ednh&#8221; nh\u00e0 m\u00ecnh t\u00f4 m\u00e0u c\u00f3 \u0111\u1eb9p kh\u00f4ng n\u00e0o?<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/4pWIFvEQgx2zJEEj7MbDbzXlQvlKsrzg03CHYSjvgwAfvi9hHOFEiwQEkBtxGWg9NPJyLenEKopjDFYXvhLtm3W1AMDY5vlLnscWkIhQbRxZRBUdZ_Vhis4TQUXL-gBNm4hCS2RBcSk0twKqS9kipxgYtWGAT6r1-vY5vOK2Yv0neUmHe4XxliSyPij0NaJciSlWsHdPTpm_HV4mliaiZNB0-Fq7ASgHIq4H0_J6QahS4vzaVFF5lyXH2cYS2-fzZ0k1jd4mRXwUrvVnqxlOolQzz4RkqcqSyoZvi62oGa_KnGIhdhEg5ITo1eGp5YZ9dLSihk4tXrqwn8FYsi3X9LFUw4RcSyCLNfHFi6mph0PwyAVV082Xsv5snzugXDkEG3EzoZEtlHAFC02WVsG0uiJ5J-FBGlI6bnNY9lXcELrx9H-nx7r1BRmanMcxe_KfhtMubPkB5_tC8I3J6aaeEkWYAf_q7WIXZkJ-bfvV4sVy56jGl8R784mtcecFqA9W8yJQnau-oSi8bU3I9HUeOpGaow0biV3c-6wGBLcpWaBvx05bIgW-xceHvjABCrN1H-9MjVglfyU_LUkxmgR2xVOqOL38bE1Ntrs7waPWqKbfTN6UWiUk6wb_aadma12yhd6btGlwaXIDiLPf8NIAJrgF5yIxRN3DMwEVfRaXp2Gf5Dx9CetL6KzCPb03zvagyhbvRbwWiAv-cp3t5h5MFfCXW2-E5UUCr9OLT8GdQlXsKMDcmQ=w1910-h1432-no\" alt=\"t\u00f4 m\u00e0u cho \u1ea3nh\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\"><li>C\u00e1c \u1ea3nh Gray l\u00e0 \u1ea3nh \u0111en tr\u1eafng<\/li><li>C\u00e1c \u1ea3nh c\u00f3 ti\u00eau \u0111\u1ec1 l\u00e0 Painted l\u00e0 c\u1ee7a m\u00e1y t\u1ef1 t\u00f4<\/li><li>C\u00f2n c\u00e1c \u1ea3nh c\u00f3 ti\u00eau \u0111\u1ec1 Fact l\u00e0 \u1ea3nh th\u1ef1c t\u1ebf.<\/li><\/ul>\n\n\n\n<p>N\u1ebfu c\u00e1c b\u1ea1n mu\u1ed1n n\u00f3 t\u00f4 \u0111\u1eb9p h\u01a1n th\u00ec c\u00f3 th\u1ec3 train nhi\u1ec1u epochs h\u01a1n, t\u1ed1i \u01b0u c\u00e1c tham s\u1ed1 m\u1ea1ng h\u01a1n nh\u00e9. Ch\u00fac c\u00e1c b\u1ea1n th\u00e0nh c\u00f4ng. N\u1ebfu c\u00f3 v\u01b0\u1edbng m\u1eafc g\u00ec khi tri\u1ec3n khai, c\u00e1c b\u1ea1n c\u1ee9 post tr\u00ean Group M\u00ec AI \u0111\u1ec3 c\u00f9ng trao \u0111\u1ed5i nh\u00e9 Group trao \u0111\u1ed5i, chia s\u1ebb: <a rel=\"noreferrer noopener\" aria-label=\"https:\/\/www.facebook.com\/groups\/miaigroup (opens in a new tab)\" href=\"https:\/\/www.facebook.com\/groups\/miaigroup\" target=\"_blank\">https:\/\/www.facebook.com\/groups\/miaigroup<\/a>&nbsp;.<\/p>\n\n\n\n<p><strong>C\u00f9ng join c\u1ed9ng \u0111\u1ed3ng M\u00ec AI nh\u00e9!<\/strong><\/p>\n\n\n\n<p>Fanpage: <a rel=\"noreferrer noopener\" aria-label=\"http:\/\/facebook.com\/miaiblog (opens in a new tab)\" href=\"http:\/\/facebook.com\/miaiblog\" target=\"_blank\">http:\/\/facebook.com\/miaiblog<\/a><br>Group trao \u0111\u1ed5i, chia s\u1ebb: <a rel=\"noreferrer noopener\" aria-label=\"https:\/\/www.facebook.com\/groups\/miaigroup (opens in a new tab)\" href=\"https:\/\/www.facebook.com\/groups\/miaigroup\" target=\"_blank\">https:\/\/www.facebook.com\/groups\/miaigroup<\/a><br>Website: <a rel=\"noreferrer noopener\" aria-label=\"https:\/\/miai.vn (opens in a new tab)\" href=\"https:\/\/miai.vn\/\" target=\"_blank\">https:\/\/miai.vn\/<\/a><br>Youtube: <a rel=\"noreferrer noopener\" aria-label=\"http:\/\/bit.ly\/miaiyoutube (opens in a new tab)\" href=\"http:\/\/bit.ly\/miaiyoutube\" target=\"_blank\">http:\/\/bit.ly\/miaiyoutube<\/a><\/p>\n\n\n\n<p>Ngu\u1ed3n tham kh\u1ea3o: <a href=\"https:\/\/viblo.asia\/p\/thu-lam-ung-dung-to-mau-anh-voi-mang-deep-learning-1Je5EJQjKnL\">https:\/\/viblo.asia\/p\/thu-lam-ung-dung-to-mau-anh-voi-mang-deep-learning-1Je5EJQjKnL<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>M\u1ed9t tu\u1ea7n m\u1edbi vui v\u1ebb t\u1edbi t\u1ea5t c\u1ea3 c\u00e1c member c\u1ee7a M\u00cc Ai nh\u00e9. Tu\u1ea7n tr\u01b0\u1edbc ch\u00fang ta k\u1ebft l\u1ea1i to\u00e0n v\u1edbi b\u00e0i d\u1ef1 \u0111o\u00e1n gi\u00e1 ch\u1ee9ng kho\u00e1n r\u1ed3i, tu\u1ea7n n\u00e0y ch\u00fang ta s\u1ebd c\u00f9ng d\u1ea1y b\u00e9 m\u00e1y t\u00ednh t\u1eadp t\u00f4 m\u00e0u cho \u1ea3nh \u0111en tr\u1eafng b\u1eb1ng m\u1ea1ng Auto-Encoder nh\u00e9. B\u00e0i to\u00e1n c\u1ee7a ch\u00fang ta [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27],"tags":[100,101,40,102,103],"class_list":["post-430","post","type-post","status-publish","format-standard","hentry","category-computer-vision","tag-auto-encoder","tag-black-and-white-to-color","tag-cnn","tag-paint-picture","tag-to-mau-anh"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>D\u1ea1y m\u00e1y t\u00ednh t\u00f4 m\u00e0u cho \u1ea3nh \u0111en tr\u1eafng b\u1eb1ng m\u1ea1ng Auto-Encoder - M\u00ec AI<\/title>\n<meta name=\"description\" content=\"Tu\u1ea7n tr\u01b0\u1edbc ch\u00fang ta \u0111\u00e3 l\u00e0m b\u00e0i d\u1ef1 \u0111o\u00e1n gi\u00e1 ch\u1ee9ng kho\u00e1n r\u1ed3i, tu\u1ea7n n\u00e0y ch\u00fang ta s\u1ebd c\u00f9ng d\u1ea1y b\u00e9 m\u00e1y t\u00ednh t\u1eadp t\u00f4 m\u00e0u cho \u1ea3nh \u0111en tr\u1eafng b\u1eb1ng m\u1ea1ng Auto-Encoder\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/miai.vn\/?p=430\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"D\u1ea1y m\u00e1y t\u00ednh t\u00f4 m\u00e0u cho \u1ea3nh \u0111en tr\u1eafng b\u1eb1ng m\u1ea1ng Auto-Encoder - M\u00ec AI\" \/>\n<meta property=\"og:description\" content=\"Tu\u1ea7n tr\u01b0\u1edbc ch\u00fang ta \u0111\u00e3 l\u00e0m b\u00e0i d\u1ef1 \u0111o\u00e1n gi\u00e1 ch\u1ee9ng kho\u00e1n r\u1ed3i, tu\u1ea7n n\u00e0y ch\u00fang ta s\u1ebd c\u00f9ng d\u1ea1y b\u00e9 m\u00e1y t\u00ednh t\u1eadp t\u00f4 m\u00e0u cho \u1ea3nh \u0111en tr\u1eafng b\u1eb1ng m\u1ea1ng Auto-Encoder\" \/>\n<meta property=\"og:url\" content=\"https:\/\/miai.vn\/?p=430\" \/>\n<meta property=\"og:site_name\" content=\"M\u00ec AI\" \/>\n<meta property=\"article:published_time\" content=\"2019-10-10T19:15:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/i.ytimg.com\/vi\/K9ifJZSQeg0\/maxresdefault.jpg\" \/>\n<meta name=\"author\" content=\"Ch\u1ee7 ti\u1ec7m M\u00ec\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ch\u1ee7 ti\u1ec7m M\u00ec\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/miai.vn\\\/?p=430#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/miai.vn\\\/?p=430\"},\"author\":{\"name\":\"Ch\u1ee7 ti\u1ec7m M\u00ec\",\"@id\":\"https:\\\/\\\/miai.vn\\\/#\\\/schema\\\/person\\\/cc8bc24bb90bd3f596add82f3a59948c\"},\"headline\":\"D\u1ea1y b\u00e9 &#8220;m\u00e1y t\u00ednh&#8221; 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