{"id":18509,"date":"2023-12-07T15:47:29","date_gmt":"2023-12-07T08:47:29","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=18509"},"modified":"2023-12-07T15:49:18","modified_gmt":"2023-12-07T08:49:18","slug":"cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/","title":{"rendered":"C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework AI m\u1edbi nh\u1ea5t: Ph\u00e2n t\u00edch so s\u00e1nh"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, th\u1ebf gi\u1edbi <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> (AI) \u0111\u00e3 ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng, v\u1edbi nh\u1eefng ti\u1ebfn b\u1ed9 v\u1ec1 c\u00f4ng c\u1ee5 v\u00e0 framework ph\u1ee5c v\u1ee5 cho c\u1ea3 c\u00e1c developer d\u00e0y d\u1ea1n kinh nghi\u1ec7m v\u00e0 newbie. \u0110\u1ed1i v\u1edbi nh\u1eefng ng\u01b0\u1eddi m\u1edbi d\u1ea5n th\u00e2n v\u00e0o l\u0129nh v\u1ef1c AI, vi\u1ec7c l\u1ef1a ch\u1ecdn c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p c\u00f3 th\u1ec3 t\u00e1c \u0111\u1ed9ng \u0111\u00e1ng k\u1ec3 \u0111\u1ebfn s\u1ef1 th\u00e0nh c\u00f4ng c\u1ee7a d\u1ef1 \u00e1n. B\u00e0i vi\u1ebft n\u00e0y s\u1ebd \u0111i s\u00e2u v\u00e0o m\u1ed9t s\u1ed1 c\u00f4ng c\u1ee5 v\u00e0 framework m\u1edbi trong l\u0129nh v\u1ef1c AI, so s\u00e1nh \u0111i\u1ec3m m\u1ea1nh, kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng v\u00e0 \u1ee9ng d\u1ee5ng l\u00fd t\u01b0\u1edfng c\u1ee7a ch\u00fang.<\/p>\n<p>1. <strong>C\u00e1c n\u1ec1n t\u1ea3ng \u0111\u00e3 tr\u01b0\u1edfng th\u00e0nh: TensorFlow v\u00e0 PyTorch<\/strong><\/p>\n<ul>\n<li><strong>TensorFlow:<\/strong>\u00a0\u0110\u01b0\u1ee3c t\u1ea1o ra b\u1edfi Google, TensorFlow t\u1eeb l\u00e2u \u0111\u00e3 tr\u1edf th\u00e0nh l\u1ef1a ch\u1ecdn c\u1ee7a nhi\u1ec1u l\u1eadp tr\u00ecnh vi\u00ean AI. T\u00ednh linh ho\u1ea1t v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng c\u1ee7a n\u00f3 khi\u1ebfn n\u00f3 tr\u1edf n\u00ean l\u00fd t\u01b0\u1edfng cho c\u1ea3 giai \u0111o\u1ea1n nghi\u00ean c\u1ee9u v\u00e0 s\u1ea3n xu\u1ea5t. TensorFlow h\u1ed7 tr\u1ee3 nhi\u1ec1u ng\u00f4n ng\u1eef, nh\u01b0ng Python v\u1eabn l\u00e0 giao di\u1ec7n ch\u00ednh. C\u00f4ng c\u1ee5 n\u00e0y c\u0169ng cung c\u1ea5p TensorFlow Lite cho c\u00e1c \u1ee9ng d\u1ee5ng di \u0111\u1ed9ng v\u00e0 \u1ee9ng d\u1ee5ng nh\u00fang c\u0169ng nh\u01b0 TensorFlow.js cho c\u00e1c \u1ee9ng d\u1ee5ng d\u1ef1a tr\u00ean tr\u00ecnh duy\u1ec7t.<img decoding=\"async\" class=\"alignright\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-65718681c1d0c.png\" alt=\"\" \/><\/li>\n<li><strong>PyTorch:<\/strong>\u00a0\u0110\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi ph\u00f2ng lab Nghi\u00ean c\u1ee9u v\u1ec1 AI c\u1ee7a Facebook, PyTorch \u0111\u00e3 tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn nh\u1edd \u0111\u1ed3 th\u1ecb t\u00ednh to\u00e1n \u0111\u1ed9ng, khi\u1ebfn n\u00f3 tr\u1edf n\u00ean tr\u1ef1c quan h\u01a1n \u0111\u1ed1i v\u1edbi nhi\u1ec1u developer. TorchServe c\u1ee7a PyTorch c\u0169ng gi\u00fap vi\u1ec7c tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t tr\u1edf n\u00ean \u0111\u01a1n gi\u1ea3n h\u01a1n.<\/li>\n<\/ul>\n<p><em><strong>Ph\u00e2n t\u00edch so s\u00e1nh:<\/strong><\/em><\/p>\r\n\t\t\t\t<div class=\"tgmcad hor\" style=\"text-align:center;margin:30px 0; padding: 10px 0; border-radius:5px; border-top:solid 1px #ccc; border-bottom:solid 1px #ccc; \">\r\n\t\t\t\t<a href=\"https:\/\/thegioimaychu.vn\/giai-phap\/deep-learning\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng Deep Learning, Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o - AI\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-deep-learning.jpg\" \/><\/a>\r\n\t\t\t\t<\/div>\n<p>M\u1eb7c d\u00f9 c\u1ea3 TensorFlow v\u00e0 PyTorch \u0111\u1ec1u cung c\u1ea5p c\u00e1c th\u01b0 vi\u1ec7n to\u00e0n di\u1ec7n cho <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a>, nh\u01b0ng s\u1ef1 l\u1ef1a ch\u1ecdn th\u01b0\u1eddng t\u00f9y thu\u1ed9c v\u00e0o s\u1edf th\u00edch c\u00e1 nh\u00e2n. TensorFlow \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn v\u1edbi kh\u1ea3 n\u0103ng tri\u1ec3n khai, trong khi PyTorch th\u01b0\u1eddng \u0111\u01b0\u1ee3c ch\u1ecdn v\u00ec m\u00f4i tr\u01b0\u1eddng th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong m\u00f4i tr\u01b0\u1eddng nghi\u00ean c\u1ee9u, \u0111\u00e0o t\u1ea1o.<\/p>\n<p><strong>2. D\u00e0nh cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u: N\u1ec1n t\u1ea3ng No-code cho h\u1ecdc m\u00e1y v\u00e0 AI<\/strong><\/p>\n<p>Qu\u00e1 tr\u00ecnh ph\u1ed5 th\u00f4ng h\u00f3a AI \u0111ang \u0111\u01b0\u1ee3c \u0111\u1ea9y nhanh, v\u1edbi nhi\u1ec1u n\u1ec1n t\u1ea3ng cho ph\u00e9p nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng c\u00f3 n\u1ec1n t\u1ea3ng v\u1ec1 l\u1eadp tr\u00ecnh c\u00f3 th\u1ec3 t\u1ea1o, \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y. N\u1ebfu m\u1ed9t ng\u01b0\u1eddi quan t\u00e2m \u0111\u1ebfn vi\u1ec7c th\u00e2m nh\u1eadp v\u00e0o th\u1ebf gi\u1edbi n\u00e0y m\u00e0 kh\u00f4ng b\u1ecb v\u01b0\u1edbng v\u00e0o v\u1ea5n \u0111\u1ec1 vi\u1ebft code, h\u00e3y c\u00e2n nh\u1eafc tham gia m\u1ed9t kh\u00f3a h\u1ecdc tr\u1ef1c tuy\u1ebfn c\u1ee7a Al, kh\u00f3a h\u1ecdc n\u00e0y c\u00f3 t\u00e1c d\u1ee5ng t\u00edch h\u1ee3p c\u00e1c gi\u1ea3i ph\u00e1p kh\u00f4ng c\u1ea7n m\u00e3 v\u00e0o ch\u01b0\u01a1ng tr\u00ecnh gi\u1ea3ng d\u1ea1y c\u1ee7a h\u1ecd.<\/p>\n<p><img decoding=\"async\" class=\"alignright\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-65718683090e7.png\" alt=\"\" \/><\/p>\n<ul>\n<li><strong>Google AutoML:<\/strong>\u00a0C\u00f4ng c\u1ee5 n\u00e0y cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y t\u00f9y bi\u1ebfn d\u1ef1a tr\u00ean d\u1eef li\u1ec7u c\u1ee7a h\u1ecd. V\u1edbi giao di\u1ec7n \u0111\u01a1n gi\u1ea3n, Google AutoML l\u00fd t\u01b0\u1edfng cho nh\u1eefng doanh nghi\u1ec7p mu\u1ed1n t\u00edch h\u1ee3p AI m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ea7u t\u01b0 nhi\u1ec1u v\u00e0o nh\u00e2n t\u00e0i chuy\u00ean m\u00f4n.<\/li>\n<li><strong>IBM Watson Studio:<\/strong>\u00a0Watson Studio cung c\u1ea5p m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng x\u00e2y d\u1ef1ng, \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y m\u1ed9t c\u00e1ch tr\u1ef1c quan. Vi\u1ec7c t\u00edch h\u1ee3p v\u1edbi IBM Cloud Pak for Data cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4 ho\u1ea1t \u0111\u1ed9ng AI c\u1ee7a m\u00ecnh m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng.<\/li>\n<\/ul>\n<p><em><strong>Ph\u00e2n t\u00edch so s\u00e1nh:<\/strong><\/em><\/p>\n<p>Google AutoML th\u01b0\u1eddng \u0111\u01b0\u1ee3c ca ng\u1ee3i v\u00ec t\u00ednh \u0111\u01a1n gi\u1ea3n v\u00e0 kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p v\u1edbi Google Cloud, khi\u1ebfn n\u00f3 ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c c\u00f4ng ty kh\u1edfi nghi\u1ec7p v\u00e0 SMB. M\u1eb7t kh\u00e1c, IBM Watson Studio cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 to\u00e0n di\u1ec7n h\u01a1n, gi\u00fap n\u00f3 tr\u1edf n\u00ean l\u00fd t\u01b0\u1edfng cho c\u00e1c doanh nghi\u1ec7p l\u1edbn h\u01a1n \u0111ang mu\u1ed1n \u00e1p d\u1ee5ng AI tr\u00ean quy m\u00f4 l\u1edbn.<\/p>\n<p><strong>3. Cho x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP): SpaCy v\u00e0 NLTK<\/strong><\/p>\n<p><img decoding=\"async\" class=\"alignright\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-657186841e165.png\" alt=\"\" \/><\/p>\n<p>V\u1edbi s\u1ef1 quan t\u00e2m ng\u00e0y c\u00e0ng t\u0103ng \u0111\u1ed1i v\u1edbi chatbot v\u00e0 tr\u1ee3 l\u00fd gi\u1ecdng n\u00f3i, c\u00e1c c\u00f4ng c\u1ee5 t\u1eadp trung v\u00e0o X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) \u0111\u00e3 c\u00f3 nh\u1eefng ti\u1ebfn b\u1ed9 \u0111\u00e1ng k\u1ec3.<\/p>\n<ul>\n<li><strong>SpaCy:<\/strong>\u00a0M\u1ed9t th\u01b0 vi\u1ec7n \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t \u0111\u1ec3 s\u1eed d\u1ee5ng trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t, SpaCy cung c\u1ea5p c\u00e1c vect\u01a1 ng\u00f4n ng\u1eef, tokenization v\u00e0 nh\u1eadn d\u1ea1ng th\u1ef1c th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc. API \u0111\u01b0\u1ee3c s\u1eafp x\u1ebfp h\u1ee3p l\u00fd v\u00e0 t\u00e0i li\u1ec7u phong ph\u00fa gi\u00fap n\u00f3 tr\u1edf th\u00e0nh m\u1ed9t l\u1ef1a ch\u1ecdn \u0111\u01b0\u1ee3c c\u00e1c developer NLP y\u00eau th\u00edch.<\/li>\n<li><strong>NLTK (Natural Language Toolkit):<\/strong>\u00a0L\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n thi\u00ean v\u1ec1 h\u1ecdc thu\u1eadt h\u01a1n, NLTK cung c\u1ea5p r\u1ea5t nhi\u1ec1u c\u00f4ng c\u1ee5 \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u ng\u00f4n ng\u1eef. N\u00f3 h\u1ed7 tr\u1ee3 ph\u00e2n lo\u1ea1i, token h\u00f3a, stemming v\u00e0 h\u01a1n th\u1ebf n\u1eefa.<\/li>\n<\/ul>\n<p><img decoding=\"async\" class=\"alignright\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-657186852721e.png\" alt=\"\" \/><\/p>\n<p><strong>Ph\u00e2n t\u00edch so s\u00e1nh:<\/strong><\/p>\n<p>SpaCy n\u1ed5i b\u1eadt v\u1ec1 t\u00ednh hi\u1ec7u qu\u1ea3 v\u00e0 ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c d\u1ef1 \u00e1n c\u1ea7n tri\u1ec3n khai nhanh ch\u00f3ng. NLTK, v\u1edbi nhi\u1ec1u ti\u1ec7n \u00edch \u0111a d\u1ea1ng, th\u00edch h\u1ee3p h\u01a1n cho c\u00e1c m\u1ee5c \u0111\u00edch nghi\u00ean c\u1ee9u ho\u1eb7c d\u1ef1 \u00e1n y\u00eau c\u1ea7u ph\u00e2n t\u00edch ng\u00f4n ng\u1eef s\u00e2u s\u1eafc.<\/p>\n<p><strong>4. M\u00f4i tr\u01b0\u1eddng h\u1ecdc t\u1eadp t\u0103ng c\u01b0\u1eddng: OpenAI Gym v\u00e0 Unity ML-Agent<\/strong><\/p>\n<p><img decoding=\"async\" class=\"alignright\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-6571868634fa0.png\" alt=\"\" \/><\/p>\n<p>H\u1ecdc t\u0103ng c\u01b0\u1eddng \u0111\u00e3 g\u00e2y ch\u00fa \u00fd v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng nh\u01b0 ch\u01a1i gaming v\u00e0 ch\u1ebf t\u1ea1o robot.<\/p>\n<ul>\n<li><strong>OpenAI Gym:<\/strong>\u00a0L\u00e0 b\u1ed9 c\u00f4ng c\u1ee5 \u0111\u1ec3 ph\u00e1t tri\u1ec3n v\u00e0 so s\u00e1nh c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc t\u0103ng c\u01b0\u1eddng, OpenAI Gym cung c\u1ea5p m\u1ed9t b\u1ed9 m\u00f4i tr\u01b0\u1eddng \u0111\u01b0\u1ee3c ti\u00eau chu\u1ea9n h\u00f3a, \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh \u0111o \u0111i\u1ec3m benchmark c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh.<\/li>\n<li><strong>Unity ML-Agents:<\/strong>\u00a0Ho\u1ea1t \u0111\u1ed9ng trong c\u00f4ng c\u1ee5 tr\u00f2 ch\u01a1i Unity, ML-Agents cung c\u1ea5p n\u1ec1n t\u1ea3ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c agent th\u00f4ng minh tr\u00ean nhi\u1ec1u m\u00f4i tr\u01b0\u1eddng m\u00f4 ph\u1ecfng 3D kh\u00e1c nhau.<\/li>\n<\/ul>\n<p><img decoding=\"async\" class=\"alignright\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-6571868678016.png\" alt=\"\" \/><\/p>\n<p><strong>Ph\u00e2n t\u00edch so s\u00e1nh:<\/strong><\/p>\n<p>OpenAI Gym \u0111\u01b0\u1ee3c y\u00eau th\u00edch v\u00ec t\u00ednh \u0111\u01a1n gi\u1ea3n v\u00e0 ti\u00eau chu\u1ea9n h\u00f3a, l\u00fd t\u01b0\u1edfng cho nh\u1eefng ng\u01b0\u1eddi b\u1eaft \u0111\u1ea7u h\u1ecdc t\u0103ng c\u01b0\u1eddng. Unity ML-Agents, v\u1edbi kh\u1ea3 n\u0103ng 3D, ho\u00e0n h\u1ea3o cho c\u00e1c d\u1ef1 \u00e1n y\u00eau c\u1ea7u m\u00f4 ph\u1ecfng th\u1ebf gi\u1edbi th\u1ef1c ph\u1ee9c t\u1ea1p.<\/p>\n<p><strong>5. C\u00f4ng c\u1ee5 Edge AI: TensorFlow Lite so v\u1edbi ONNX Runtime<\/strong><\/p>\n<p><img decoding=\"async\" class=\"alignright\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-6571868775ce0.png\" alt=\"\" \/><\/p>\n<p>Trong th\u1eddi \u0111\u1ea1i m\u00e0 \u0111\u1ed9 tr\u1ec5 v\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd theo th\u1eddi gian th\u1ef1c l\u00e0 t\u1ed1i quan tr\u1ecdng, Edge AI \u2013 tri\u1ec3n khai thu\u1eadt to\u00e1n AI tr\u1ef1c ti\u1ebfp tr\u00ean c\u00e1c thi\u1ebft b\u1ecb \u0111\u1ea7u cu\u1ed1i \u2013 ng\u00e0y c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng. Hai framework \u0111\u00e1ng ch\u00fa \u00fd \u0111\u00e3 xu\u1ea5t hiejn v\u00e0 d\u1eabn \u0111\u1ea7u trong l\u0129nh v\u1ef1c n\u00e0y:<\/p>\n<ul>\n<li><strong>TensorFlow Lite:<\/strong>\u00a0L\u00e0 ph\u1ea7n m\u1edf r\u1ed9ng c\u1ee7a TensorFlow, TensorFlow Lite \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho thi\u1ebft b\u1ecb di \u0111\u1ed9ng v\u00e0 thi\u1ebft b\u1ecb nh\u00fang. N\u00f3 cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i m\u00f4 h\u00ecnh TensorFlow sang \u0111\u1ecbnh d\u1ea1ng \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho ho\u1ea1t \u0111\u1ed9ng suy lu\u1eadn tr\u00ean thi\u1ebft b\u1ecb, cho ph\u00e9p s\u1eed d\u1ee5ng AI tr\u00ean \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh, thi\u1ebft b\u1ecb IoT v\u00e0 th\u1eadm ch\u00ed c\u1ea3 b\u1ed9 vi \u0111i\u1ec1u khi\u1ec3n.<\/li>\n<li><strong>ONNX (Open Neural Network Exchange) Runtime:<\/strong>\u00a0\u0110\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi Microsoft, ONNX Runtime l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 \u0111a n\u1ec1n t\u1ea3ng \u0111\u1ec3 ch\u1ea1y c\u00e1c m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o. N\u00f3 h\u1ed7 tr\u1ee3 nhi\u1ec1u n\u1ec1n t\u1ea3ng v\u00e0 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a hi\u1ec7u su\u1ea5t tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng \u0111\u00f3.<\/li>\n<\/ul>\n<p><img decoding=\"async\" class=\"alignright\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-65718687a2b37.png\" alt=\"\" \/><\/p>\n<p><strong>Ph\u00e2n t\u00edch so s\u00e1nh:<\/strong><\/p>\n<p>TensorFlow Lite ph\u00f9 h\u1ee3p nh\u1ea5t cho c\u00e1c developer \u0111\u00e3 quen thu\u1ed9c v\u1edbi TensorFlow, \u0111ang t\u00ecm c\u00e1ch chuy\u1ec3n m\u00f4 h\u00ecnh c\u1ee7a h\u1ecd sang c\u00e1c thi\u1ebft b\u1ecb bi\u00ean. ONNX Runtime, v\u1edbi kh\u1ea3 n\u0103ng t\u01b0\u01a1ng th\u00edch n\u1ec1n t\u1ea3ng r\u1ed9ng h\u01a1n, l\u00fd t\u01b0\u1edfng cho nh\u1eefng ai mu\u1ed1n c\u00f3 s\u1ef1 linh ho\u1ea1t trong c\u00e1c t\u00f9y ch\u1ecdn tri\u1ec3n khai.<\/p>\n<p><strong>6. C\u00e1c framework t\u1eadp trung v\u00e0o th\u1ecb gi\u00e1c: OpenCV so v\u1edbi MediaPipe<\/strong><\/p>\n<p><img decoding=\"async\" class=\"alignright\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-65718688b2ec0.png\" alt=\"\" \/><\/p>\n<p><a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a>, m\u1ed9t nh\u00e1nh c\u1ee7a AI t\u1eadp trung v\u00e0o vi\u1ec7c cho ph\u00e9p m\u00e1y m\u00f3c di\u1ec5n gi\u1ea3i v\u00e0 quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u tr\u1ef1c quan, \u0111\u00e3 ch\u1ee9ng ki\u1ebfn \u200b\u200bs\u1ef1 gia t\u0103ng trong c\u00e1c khu\u00f4n kh\u1ed5 chuy\u00ean bi\u1ec7t:<\/p>\n<ul>\n<li><strong>OpenCV (Th\u01b0 vi\u1ec7n <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a> ngu\u1ed3n m\u1edf):<\/strong>\u00a0L\u00e0 n\u1ec1n t\u1ea3ng l\u00e2u \u0111\u1eddi trong l\u0129nh v\u1ef1c th\u1ecb gi\u00e1c m\u00e1y t\u00ednh, OpenCV cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 cho v\u00f4 s\u1ed1 t\u00e1c v\u1ee5 th\u1ecb gi\u00e1c, t\u1eeb x\u1eed l\u00fd h\u00ecnh \u1ea3nh \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng ph\u1ee9c t\u1ea1p v\u00e0 s\u1ef1 c\u00f4ng nh\u1eadn.<\/li>\n<li><strong>MediaPipe:<\/strong>\u00a0Do Google ph\u00e1t tri\u1ec3n, MediaPipe cung c\u1ea5p m\u1ed9t b\u1ed9 s\u01b0u t\u1eadp c\u00e1c m\u00f4 h\u00ecnh v\u00e0 c\u00f4ng c\u1ee5 d\u1ef1ng s\u1eb5n t\u1eadp trung v\u00e0o ph\u00e2n t\u00edch video tr\u1ef1c ti\u1ebfp. Kh\u1ea3 n\u0103ng c\u1ee7a n\u00f3 bao g\u1ed3m t\u1eeb nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t \u0111\u1ebfn theo d\u00f5i b\u00e0n tay v\u00e0 th\u1eadm ch\u00ed \u01b0\u1edbc t\u00ednh t\u01b0 th\u1ebf c\u01a1 th\u1ec3 m\u1ed9t c\u00e1ch t\u1ed5ng th\u1ec3.<\/li>\n<\/ul>\n<p><em><strong>Ph\u00e2n t\u00edch so s\u00e1nh:<\/strong><\/em><\/p>\n<p>OpenCV, v\u1edbi l\u1ecbch s\u1eed l\u00e2u \u0111\u1eddi, cung c\u1ea5p nhi\u1ec1u ch\u1ee9c n\u0103ng cho c\u00e1c \u1ee9ng d\u1ee5ng th\u1ecb gi\u00e1c \u0111a d\u1ea1ng, khi\u1ebfn n\u00f3 tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n quan tr\u1ecdng \u0111\u1ed1i v\u1edbi nhi\u1ec1u developer th\u1ecb gi\u00e1c m\u00e1y t\u00ednh. M\u1eb7t kh\u00e1c, MediaPipe v\u01b0\u1ee3t tr\u1ed9i trong c\u00e1c t\u00ecnh hu\u1ed1ng ph\u00e2n t\u00edch video theo th\u1eddi gian th\u1ef1c, mang l\u1ea1i l\u1ee3i \u00edch cho c\u00e1c developer h\u01b0\u1edbng \u0111\u1ebfn c\u00e1c \u1ee9ng d\u1ee5ng t\u01b0\u01a1ng t\u00e1c.<\/p>\n<p><strong>7. D\u1ecbch v\u1ee5 AI d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y: AWS SageMaker so v\u1edbi Azure Machine Learning<\/strong><\/p>\n<p><img decoding=\"async\" class=\"alignright\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-6571868901a29.png\" alt=\"\" \/><\/p>\n<p><a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a> \u0111\u00e3 thay \u0111\u1ed5i qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n AI, v\u1edbi c\u00e1c nh\u00e0 cung c\u1ea5p l\u1edbn cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 chu\u1ea9n h\u00f3a vi\u1ec7c x\u00e2y d\u1ef1ng, \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh:<\/p>\n<ul>\n<li>AWS SageMaker:\u00a0L\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a h\u1ec7 sinh th\u00e1i \u0111\u00e1m m\u00e2y r\u1ed9ng l\u1edbn c\u1ee7a Amazon, SageMaker \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh x\u00e2y d\u1ef1ng, \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y tr\u00ean quy m\u00f4 l\u1edbn.<\/li>\n<li>Azure Machine Learning:\u00a0C\u00e2u tr\u1ea3 l\u1eddi c\u1ee7a Microsoft cho AI d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y, Azure ML, cung c\u1ea5p m\u1ed9t m\u00f4i tr\u01b0\u1eddng t\u00edch h\u1ee3p v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 cho to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi c\u1ee7a h\u1ecdc m\u00e1y.<\/li>\n<\/ul>\n<p><em><strong>Ph\u00e2n t\u00edch so s\u00e1nh:<\/strong><\/em><\/p>\n<p>C\u1ea3 hai d\u1ecbch v\u1ee5 \u0111\u1ec1u t\u00edch h\u1ee3p ho\u00e0n h\u1ea3o v\u1edbi h\u1ec7 sinh th\u00e1i \u0111\u00e1m m\u00e2y t\u01b0\u01a1ng \u1ee9ng. AWS SageMaker n\u1ed5i b\u1eadt nh\u1edd b\u1ed9 thu\u1eadt to\u00e1n d\u1ef1ng s\u1eb5n phong ph\u00fa v\u00e0 kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p s\u00e2u v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 AWS kh\u00e1c. Azure Machine Learning t\u1ecfa s\u00e1ng v\u1edbi thi\u1ebft k\u1ebf k\u00e9o v\u00e0 th\u1ea3 v\u00e0 h\u1ed7 tr\u1ee3 m\u1ea1nh m\u1ebd cho c\u00e1c c\u00f4ng c\u1ee5 ngu\u1ed3n m\u1edf.<\/p>\n<p>B\u1eb1ng c\u00e1ch hi\u1ec3u r\u00f5 c\u00e1c s\u1eafc th\u00e1i v\u00e0 \u0111i\u1ec3m m\u1ea1nh c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework n\u00e0y, c\u00e1c developer v\u00e0 doanh nghi\u1ec7p c\u00f3 th\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh s\u00e1ng su\u1ed1t, \u0111i\u1ec1u ch\u1ec9nh h\u00e0nh tr\u00ecnh AI c\u1ee7a h\u1ecd theo nhu c\u1ea7u v\u00e0 nguy\u1ec7n v\u1ecdng c\u1ee5 th\u1ec3. Khi AI ti\u1ebfp t\u1ee5c qu\u1ef9 \u0111\u1ea1o \u0111i l\u00ean c\u1ee7a m\u00ecnh, c\u00e1c c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 vi\u1ec7c tri\u1ec3n khai n\u00f3 ch\u1eafc ch\u1eafn s\u1ebd ph\u00e1t tri\u1ec3n, mang l\u1ea1i nhi\u1ec1u kh\u1ea3 n\u0103ng v\u00e0 c\u01a1 h\u1ed9i h\u01a1n n\u1eefa cho s\u1ef1 \u0111\u1ed5i m\u1edbi.<\/p>\n<h3>Ph\u1ea7n k\u1ebft lu\u1eadn<\/h3>\n<p>B\u1ee9c tranh c\u1ee7a AI hi\u1ec7n \u0111ang r\u1ea5t \u0111a d\u1ea1ng v\u00e0 ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n. Cho d\u00f9 b\u1ea1n l\u00e0 developer d\u00e0y d\u1ea1n kinh nghi\u1ec7m hay ng\u01b0\u1eddi \u0111ang c\u00e2n nh\u1eafc vi\u1ec7c b\u1eaft \u0111\u1ea7u v\u1edbi l\u0129nh v\u1ef1c n\u00e0y th\u00f4ng qua ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh nh\u01b0 No-code AI v\u00e0 ph\u01b0\u01a1ng ph\u00e1p H\u1ecdc m\u00e1y, v\u1ed1n \u0111\u01b0\u1ee3c d\u1ea1y s\u1eb5n trong c\u00e1c kh\u00f3a h\u1ecdc AIML, vi\u1ec7c hi\u1ec3u c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework c\u00f3 s\u1eb5n c\u00f3 th\u1ec3 th\u00fac \u0111\u1ea9y \u0111\u00e1ng k\u1ec3 h\u00e0nh tr\u00ecnh AI c\u1ee7a b\u1ea1n. H\u00e3y nh\u1edb r\u1eb1ng, c\u00f4ng c\u1ee5 t\u1ed1t nh\u1ea5t th\u01b0\u1eddng ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1c y\u00eau c\u1ea7u c\u1ee5 th\u1ec3 v\u00e0 t\u00ednh ch\u1ea5t c\u1ee7a d\u1ef1 \u00e1n.<\/p>\n<div>____<br \/><b>B\u00e0i vi\u1ebft li\u00ean quan<\/b><\/div>\n<ul>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=18963\">HPE v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=18186\">Scikit-learn m\u1ed9t th\u01b0 vi\u1ec7n quan tr\u1ecdng cho ML tr\u00ean ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh Python<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=18025\">Dask &#8211; M\u1ed9t th\u01b0 vi\u1ec7n m\u00e3 ngu\u1ed3n m\u1edf cho t\u00ednh to\u00e1n song song v\u1edbi Python<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=17910\">X\u1eed l\u00fd d\u1eef li\u1ec7u v\u1edbi Pandas trong Python<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=17538\">Apache Spark l\u00e0 g\u00ec? Gi\u1edbi thi\u1ec7u t\u1ed5ng quan v\u1ec1 Apache Spark<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>Trong nh&#7919;ng n&#259;m g&#7847;n &#273;&acirc;y, th&#7871; gi&#7899;i Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o (AI) &#273;&atilde; ph&aacute;t tri&#7875;n nhanh ch&oacute;ng, v&#7899;i nh&#7919;ng ti&#7871;n b&#7897; v&#7873; c&ocirc;ng c&#7909; v&agrave; framework ph&#7909;c v&#7909; cho c&#7843; c&aacute;c developer d&agrave;y d&#7841;n kinh nghi&#7879;m v&agrave; newbie. &#272;&#7889;i v&#7899;i nh&#7919;ng ng&#432;&#7901;i m&#7899;i d&#7845;n th&acirc;n v&agrave;o l&#297;nh v&#7921;c AI, vi&#7879;c l&#7921;a ch&#7885;n c&ocirc;ng c&#7909; ph&ugrave;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":18574,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[216,29],"class_list":["post-18509","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-framework","tag-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework AI m\u1edbi nh\u1ea5t: Ph\u00e2n t\u00edch so s\u00e1nh - Blog | TheGioiMayChu<\/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:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework AI m\u1edbi nh\u1ea5t: Ph\u00e2n t\u00edch so s\u00e1nh - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Trong nh&#7919;ng n&#259;m g&#7847;n &#273;&acirc;y, th&#7871; gi&#7899;i Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o (AI) &#273;&atilde; ph&aacute;t tri&#7875;n nhanh ch&oacute;ng, v&#7899;i nh&#7919;ng ti&#7871;n b&#7897; v&#7873; c&ocirc;ng c&#7909; v&agrave; framework ph&#7909;c v&#7909; cho c&#7843; c&aacute;c developer d&agrave;y d&#7841;n kinh nghi&#7879;m v&agrave; newbie. &#272;&#7889;i v&#7899;i nh&#7919;ng ng&#432;&#7901;i m&#7899;i d&#7845;n th&acirc;n v&agrave;o l&#297;nh v&#7921;c AI, vi&#7879;c l&#7921;a ch&#7885;n c&ocirc;ng c&#7909; ph&ugrave;...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-6571867fea407.png\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Vanito Hoang\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"14 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework AI m\u1edbi nh\u1ea5t: Ph\u00e2n t\u00edch so s\u00e1nh\",\"datePublished\":\"2023-12-07T08:47:29+00:00\",\"dateModified\":\"2023-12-07T08:49:18+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\\\/\"},\"wordCount\":2780,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/12\\\/tgmc-blog-6571867fea407.png\",\"keywords\":[\"framework\",\"machine learning\"],\"articleSection\":[\"AI - HPC\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\\\/\",\"name\":\"C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework AI m\u1edbi nh\u1ea5t: Ph\u00e2n t\u00edch so s\u00e1nh - Blog | TheGioiMayChu\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/12\\\/tgmc-blog-6571867fea407.png\",\"datePublished\":\"2023-12-07T08:47:29+00:00\",\"dateModified\":\"2023-12-07T08:49:18+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\\\/#primaryimage\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/12\\\/tgmc-blog-6571867fea407.png\",\"contentUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/12\\\/tgmc-blog-6571867fea407.png\",\"width\":1024,\"height\":512},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Trang ch\u1ee7\",\"item\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI - HPC\",\"item\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/.\\\/ai-hpc\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework AI m\u1edbi nh\u1ea5t: Ph\u00e2n t\u00edch so s\u00e1nh\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\",\"name\":\"Blog | TheGioiMayChu\",\"description\":\"C\u1eadp nh\u1eadt xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e1y ch\u1ee7\",\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\",\"name\":\"Blog | TheGioiMayChu\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/08\\\/cropped-ntcnlog-logo-2.png\",\"contentUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/08\\\/cropped-ntcnlog-logo-2.png\",\"width\":500,\"height\":73,\"caption\":\"Blog | TheGioiMayChu\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/thegioimaychu\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\",\"name\":\"Vanito Hoang\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g\",\"caption\":\"Vanito Hoang\"},\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/author\\\/vanito\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework AI m\u1edbi nh\u1ea5t: Ph\u00e2n t\u00edch so s\u00e1nh - Blog | TheGioiMayChu","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/","twitter_card":"summary_large_image","twitter_title":"C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework AI m\u1edbi nh\u1ea5t: Ph\u00e2n t\u00edch so s\u00e1nh - Blog | TheGioiMayChu","twitter_description":"Trong nh&#7919;ng n&#259;m g&#7847;n &#273;&acirc;y, th&#7871; gi&#7899;i Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o (AI) &#273;&atilde; ph&aacute;t tri&#7875;n nhanh ch&oacute;ng, v&#7899;i nh&#7919;ng ti&#7871;n b&#7897; v&#7873; c&ocirc;ng c&#7909; v&agrave; framework ph&#7909;c v&#7909; cho c&#7843; c&aacute;c developer d&agrave;y d&#7841;n kinh nghi&#7879;m v&agrave; newbie. &#272;&#7889;i v&#7899;i nh&#7919;ng ng&#432;&#7901;i m&#7899;i d&#7845;n th&acirc;n v&agrave;o l&#297;nh v&#7921;c AI, vi&#7879;c l&#7921;a ch&#7885;n c&ocirc;ng c&#7909; ph&ugrave;...","twitter_image":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-6571867fea407.png","twitter_misc":{"Written by":"Vanito Hoang","Est. reading time":"14 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/#article","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/"},"author":{"name":"Vanito Hoang","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/feccec179330cfebfaa805639a357d18"},"headline":"C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework AI m\u1edbi nh\u1ea5t: Ph\u00e2n t\u00edch so s\u00e1nh","datePublished":"2023-12-07T08:47:29+00:00","dateModified":"2023-12-07T08:49:18+00:00","mainEntityOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/"},"wordCount":2780,"publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-6571867fea407.png","keywords":["framework","machine learning"],"articleSection":["AI - HPC"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/","url":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/","name":"C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework AI m\u1edbi nh\u1ea5t: Ph\u00e2n t\u00edch so s\u00e1nh - Blog | TheGioiMayChu","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/#primaryimage"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-6571867fea407.png","datePublished":"2023-12-07T08:47:29+00:00","dateModified":"2023-12-07T08:49:18+00:00","breadcrumb":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/#primaryimage","url":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-6571867fea407.png","contentUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/12\/tgmc-blog-6571867fea407.png","width":1024,"height":512},{"@type":"BreadcrumbList","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cac-cong-cu-va-framework-ai-moi-nhat-phan-tich-so-sanh-p18509\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Trang ch\u1ee7","item":"https:\/\/thegioimaychu.vn\/blog\/"},{"@type":"ListItem","position":2,"name":"AI - HPC","item":"https:\/\/thegioimaychu.vn\/blog\/.\/ai-hpc\/"},{"@type":"ListItem","position":3,"name":"C\u00e1c c\u00f4ng c\u1ee5 v\u00e0 framework AI m\u1edbi nh\u1ea5t: Ph\u00e2n t\u00edch so s\u00e1nh"}]},{"@type":"WebSite","@id":"https:\/\/thegioimaychu.vn\/blog\/#website","url":"https:\/\/thegioimaychu.vn\/blog\/","name":"Blog | TheGioiMayChu","description":"C\u1eadp nh\u1eadt xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e1y ch\u1ee7","publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/thegioimaychu.vn\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/thegioimaychu.vn\/blog\/#organization","name":"Blog | TheGioiMayChu","url":"https:\/\/thegioimaychu.vn\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/08\/cropped-ntcnlog-logo-2.png","contentUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/08\/cropped-ntcnlog-logo-2.png","width":500,"height":73,"caption":"Blog | TheGioiMayChu"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/thegioimaychu\/"]},{"@type":"Person","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/feccec179330cfebfaa805639a357d18","name":"Vanito Hoang","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g","caption":"Vanito Hoang"},"url":"https:\/\/thegioimaychu.vn\/blog\/author\/vanito\/"}]}},"_links":{"self":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/18509","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/comments?post=18509"}],"version-history":[{"count":6,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/18509\/revisions"}],"predecessor-version":[{"id":18588,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/18509\/revisions\/18588"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media\/18574"}],"wp:attachment":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media?parent=18509"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/categories?post=18509"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/tags?post=18509"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}