{"id":6245,"date":"2020-07-27T09:14:33","date_gmt":"2020-07-27T09:14:33","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=6245"},"modified":"2020-07-27T09:14:33","modified_gmt":"2020-07-27T09:14:33","slug":"huong-dan-chi-tiet-ve-machine-learning-trong-doanh-nghiep","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/huong-dan-chi-tiet-ve-machine-learning-trong-doanh-nghiep-p6245\/","title":{"rendered":"H\u01b0\u1edbng d\u1eabn chi ti\u1ebft v\u1ec1 Machine Learning trong doanh nghi\u1ec7p"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>C\u00e1c doanh nghi\u1ec7p \u0111ang \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 h\u1ecdc m\u00e1y (Machine Learning, ML) v\u1edbi t\u1ed1c \u0111\u1ed9 nhanh ch\u00f3ng. Trong h\u01b0\u1edbng d\u1eabn n\u00e0y, ch\u00fang t\u00f4i chia nh\u1ecf nh\u1eefng g\u00ec b\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 c\u00f4ng ngh\u1ec7 mang t\u00ednh b\u01b0\u1edbc ngo\u1eb7t n\u00e0y.<\/p>\n<p>Machine Learning cho c\u00e1c \u1ee9ng d\u1ee5ng trong doanh nghi\u1ec7p \u0111ang b\u00f9ng n\u1ed5. T\u1eeb vi\u1ec7c c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u1ebfn ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m m\u1edbi, h\u1ea7u nh\u01b0 kh\u00f4ng c\u00f3 l\u0129nh v\u1ef1c kinh doanh hi\u1ec7n \u0111\u1ea1i n\u00e0o kh\u00f4ng th\u1ec3 kh\u00f4ng c\u1ea7n \u0111\u1ebfn ML.<\/p>\n<p>ML l\u00e0 m\u1ed9t con \u0111\u01b0\u1eddng \u0111\u1ec3 t\u1ea1o ra <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a>, m\u00e0 \u0111\u1ebfn l\u01b0\u1ee3t n\u00f3 l\u00e0 m\u1ed9t trong nh\u1eefng \u0111\u1ed9ng l\u1ef1c ch\u00ednh c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng ML trong doanh nghi\u1ec7p. C\u00f3 m\u1ed9t s\u1ed1 tranh c\u00e3i v\u1ec1 b\u1ea3n ch\u1ea5t ch\u00ednh x\u00e1c c\u1ee7a m\u1ed1i quan h\u1ec7 gi\u1eefa AI v\u00e0 ML. M\u1ed9t s\u1ed1 ng\u01b0\u1eddi coi ML l\u00e0 m\u1ed9t t\u1eadp con c\u1ee7a AI, trong khi nh\u1eefng ng\u01b0\u1eddi kh\u00e1c xem AI v\u1ec1 c\u01a1 b\u1ea3n l\u00e0 m\u1ed9t t\u1eadp con c\u1ee7a ML. N\u00f3i chung, AI nh\u1eb1m m\u1ee5c \u0111\u00edch t\u00e1i t\u1ea1o m\u1ed9t s\u1ed1 kh\u00eda c\u1ea1nh c\u1ee7a nh\u1eadn th\u1ee9c ho\u1eb7c ra quy\u1ebft \u0111\u1ecbnh c\u1ee7a con ng\u01b0\u1eddi, trong khi ML c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng ho\u1eb7c t\u1ef1 \u0111\u1ed9ng h\u00f3a h\u1ea7u nh\u01b0 m\u1ecdi t\u00e1c v\u1ee5, kh\u00f4ng ch\u1ec9 nh\u1eefng t\u00e1c v\u1ee5 li\u00ean quan \u0111\u1ebfn nh\u1eadn th\u1ee9c c\u1ee7a con ng\u01b0\u1eddi. D\u00f9 b\u1ea1n xem ch\u00fang nh\u01b0 th\u1ebf n\u00e0o, hai kh\u00e1i ni\u1ec7m \u0111\u01b0\u1ee3c li\u00ean k\u1ebft ch\u1eb7t ch\u1ebd v\u00e0 ch\u00fang \u0111ang \u0111\u00f3ng g\u00f3p v\u00e0o s\u1ef1 ph\u1ed5 bi\u1ebfn c\u1ee7a nhau.<\/p>\n<p>Vi\u1ec7c th\u1ef1c h\u00e0nh ML bao g\u1ed3m l\u1ea5y d\u1eef li\u1ec7u, t\u00ecm ki\u1ebfm c\u00e1c h\u00ecnh m\u1eabu\u00a0v\u00e0 ph\u00e1t tri\u1ec3n m\u1ed9t s\u1ed1 lo\u1ea1i d\u1ef1 \u0111o\u00e1n v\u1ec1 k\u1ebft qu\u1ea3 trong t\u01b0\u01a1ng lai.\u00a0B\u1eb1ng c\u00e1ch cung c\u1ea5p cho m\u00f4 h\u00ecnh thu\u1eadt to\u00e1n nhi\u1ec1u d\u1eef li\u1ec7u h\u01a1n theo th\u1eddi gian, c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 th\u1ec3 l\u00e0m s\u1eafc n\u00e9t c\u00e1c d\u1ef1 \u0111o\u00e1n c\u1ee7a m\u00f4 h\u00ecnh ML.\u00a0T\u1eeb kh\u00e1i ni\u1ec7m c\u01a1 b\u1ea3n n\u00e0y, m\u1ed9t s\u1ed1\u00a0lo\u1ea1i ML kh\u00e1c\u00a0nhau\u00a0\u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n:<\/p>\n<ul>\n<li><strong>Supervised machine learning (H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t).<\/strong>\u00a0H\u00ecnh th\u1ee9c ph\u1ed5 bi\u1ebfn nh\u1ea5t c\u1ee7a ML, h\u1ecdc c\u00f3\u00a0gi\u00e1m s\u00e1t\u00a0bao g\u1ed3m cung c\u1ea5p m\u1ed9t thu\u1eadt to\u00e1n s\u1ed1 l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n v\u00e0 y\u00eau c\u1ea7u n\u00f3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n v\u1ec1 d\u1eef li\u1ec7u ch\u01b0a t\u1eebng th\u1ea5y d\u1ef1a tr\u00ean c\u00e1c m\u1ed1i t\u01b0\u01a1ng quan m\u00e0 n\u00f3 h\u1ecdc \u0111\u01b0\u1ee3c t\u1eeb d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c d\u00e1n nh\u00e3n.<\/li>\n<li><strong>Unsupervised learning (H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t).<\/strong>\u00a0H\u1ecdc t\u1eadp kh\u00f4ng gi\u00e1m s\u00e1t\u00a0th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c \u1ee9ng d\u1ee5ng ti\u00ean ti\u1ebfn h\u01a1n c\u1ee7a <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a>.\u00a0N\u00f3 li\u00ean quan \u0111\u1ebfn vi\u1ec7c cung c\u1ea5p d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o kh\u00f4ng \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n cho m\u1ed9t thu\u1eadt to\u00e1n v\u00e0 y\u00eau c\u1ea7u n\u00f3 t\u1ef1 m\u00ecnh l\u1ea5y b\u1ea5t k\u1ef3 li\u00ean k\u1ebft n\u00e0o c\u00f3 th\u1ec3.\u00a0H\u1ecdc t\u1eadp kh\u00f4ng gi\u00e1m s\u00e1t l\u00e0 ph\u1ed5 bi\u1ebfn trong c\u00e1c \u1ee9ng d\u1ee5ng ph\u00e2n c\u1ee5m (h\u00e0nh \u0111\u1ed9ng ph\u00e1t hi\u1ec7n ra c\u00e1c nh\u00f3m trong d\u1eef li\u1ec7u) v\u00e0 li\u00ean k\u1ebft (d\u1ef1 \u0111o\u00e1n c\u00e1c quy t\u1eafc m\u00f4 t\u1ea3 d\u1eef li\u1ec7u).<\/li>\n<li><strong>Semisupervised learning (H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t m\u1ed9t ph\u1ea7n).<\/strong>\u00a0Trong h\u1ecdc t\u1eadp b\u00e1n gi\u00e1m s\u00e1t, c\u00e1c thu\u1eadt to\u00e1n hu\u1ea5n luy\u1ec7n tr\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u nh\u1ecf \u0111\u01b0\u1ee3c d\u00e1n nh\u00e3n v\u00e0 sau \u0111\u00f3, nh\u01b0 trong h\u1ecdc t\u1eadp kh\u00f4ng gi\u00e1m s\u00e1t, \u00e1p d\u1ee5ng c\u00e1c b\u00e0i h\u1ecdc c\u1ee7a h\u1ecd v\u00e0o d\u1eef li\u1ec7u kh\u00f4ng \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n.\u00a0C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng khi thi\u1ebfu d\u1eef li\u1ec7u ch\u1ea5t l\u01b0\u1ee3ng.<\/li>\n<li><strong>Reinforcement learning (H\u1ecdc t\u0103ng c\u01b0\u1eddng).<\/strong>\u00a0C\u00e1c\u00a0thu\u1eadt to\u00e1n\u00a0h\u1ecdc t\u0103ng c\u01b0\u1eddng\u00a0nh\u1eadn \u0111\u01b0\u1ee3c m\u1ed9t b\u1ed9 h\u01b0\u1edbng d\u1eabn v\u00e0 h\u01b0\u1edbng d\u1eabn v\u00e0 sau \u0111\u00f3 t\u1ef1 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh v\u1ec1 c\u00e1ch x\u1eed l\u00fd m\u1ed9t nhi\u1ec7m v\u1ee5 th\u00f4ng qua qu\u00e1 tr\u00ecnh th\u1eed v\u00e0 sai.\u00a0C\u00e1c quy\u1ebft \u0111\u1ecbnh \u0111\u01b0\u1ee3c khen th\u01b0\u1edfng ho\u1eb7c tr\u1eebng ph\u1ea1t nh\u01b0 m\u1ed9t ph\u01b0\u01a1ng ti\u1ec7n h\u01b0\u1edbng d\u1eabn AI \u0111\u1ebfn gi\u1ea3i ph\u00e1p t\u1ed1i \u01b0u cho v\u1ea5n \u0111\u1ec1.<\/li>\n<\/ul>\n<p>T\u1eeb b\u1ed1n lo\u1ea1i ML ch\u00ednh n\u00e0y, c\u00e1c doanh nghi\u1ec7p \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t\u00a0lo\u1ea1t c\u00e1c k\u1ef9 thu\u1eadt v\u00e0 \u1ee9ng d\u1ee5ng \u1ea5n t\u01b0\u1ee3ng.\u00a0T\u1ea5t c\u1ea3 m\u1ecdi th\u1ee9 t\u1eeb d\u1ef1 b\u00e1o b\u00e1n h\u00e0ng t\u01b0\u01a1ng \u0111\u1ed1i \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn h\u1ea7u h\u1ebft c\u00e1c c\u00f4ng c\u1ee5 AI ti\u00ean ti\u1ebfn nh\u1ea5t hi\u1ec7n nay \u0111\u1ec1u ch\u1ea1y tr\u00ean c\u00e1c m\u00f4 h\u00ecnh ML.\u00a0H\u01b0\u1edbng d\u1eabn n\u00e0y \u0111\u1ec3 ML trong doanh nghi\u1ec7p kh\u00e1m ph\u00e1 nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng cho ML, nh\u1eefng th\u00e1ch th\u1ee9c \u0111\u1ed1i v\u1edbi vi\u1ec7c \u00e1p d\u1ee5ng, c\u00e1ch tri\u1ec3n khai c\u00e1c c\u00f4ng ngh\u1ec7 ML v\u00e0 nhi\u1ec1u h\u01a1n n\u1eefa.<\/p>\n<p><iframe loading=\"lazy\" title=\"What is Machine Learning (ML)?  A Basic Introduction\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/ATedpHnMpg0?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<h3>C\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng v\u00e0 l\u1ee3i \u00edch \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p<\/h3>\n<p>ML \u1ee9ng d\u1ee5ng cho c\u00e1c doanh nghi\u1ec7p \u0111ang t\u0103ng t\u1ed1c, v\u00e0 kh\u00f4ng ch\u1ec9 \u1edf v\u00f2ng ngo\u00e0i.\u00a0Ng\u00e0y c\u00e0ng nhi\u1ec1u c\u00f4ng ty \u0111ang \u0111\u1eb7t c\u00e1c \u1ee9ng d\u1ee5ng ML v\u00e0o trung t\u00e2m c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh kinh doanh c\u1ee7a h\u1ecd.\u00a0C\u00f4ng ngh\u1ec7 n\u00e0y \u0111\u00e3 cho ph\u00e9p c\u00e1c doanh nghi\u1ec7p th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 \u1edf quy m\u00f4 tr\u01b0\u1edbc \u0111\u00e2y kh\u00f4ng th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c, kh\u00f4ng ch\u1ec9 t\u1ea1o ra hi\u1ec7u qu\u1ea3 cho c\u00e1c c\u00f4ng ty m\u00e0 c\u00f2n c\u1ea3 c\u00e1c c\u01a1 h\u1ed9i kinh doanh m\u1edbi, nh\u01b0 nh\u00e0 v\u0103n c\u00f4ng ngh\u1ec7 Mary Pratt gi\u1ea3i th\u00edch trong &#8220;10 c\u00e1ch s\u1eed d\u1ee5ng ph\u1ed5 bi\u1ebfn cho ML trong kinh doanh&#8221;.\u00a0Vi\u1ec7c s\u1eed d\u1ee5ng ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a ML trong c\u00e1c quy tr\u00ecnh kinh doanh quan tr\u1ecdng \u0111\u01b0\u1ee3c ph\u1ea3n \u00e1nh trong ph\u1ea1m vi c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng m\u00e0 n\u00f3 \u0111\u00f3ng vai tr\u00f2 kh\u00f4ng th\u1ec3 thi\u1ebfu.\u00a0Sau \u0111\u00e2y l\u00e0 c\u00e1c v\u00ed d\u1ee5:<\/p>\n<ul>\n<li><strong>H\u1ec7 th\u1ed1ng g\u1ee3i \u00fd\/\u0111\u1ec1 xu\u1ea5t.<\/strong>\u00a0C\u00e1c c\u00f4ng ty tr\u1ef1c tuy\u1ebfn, \u0111\u1ed1i m\u1eb7t v\u1edbi ng\u01b0\u1eddi ti\u00eau d\u00f9ng n\u1ed5i b\u1eadt nh\u1ea5t hi\u1ec7n nay s\u1eed d\u1ee5ng c\u00e1c\u00a0c\u00f4ng c\u1ee5 \u0111\u1ec1 xu\u1ea5t\u00a0\u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c s\u1ea3n ph\u1ea9m ph\u00f9 h\u1ee3p tr\u01b0\u1edbc kh\u00e1ch h\u00e0ng c\u1ee7a h\u1ecd v\u00e0o \u0111\u00fang th\u1eddi \u0111i\u1ec3m.\u00a0G\u00e3 kh\u1ed5ng l\u1ed3 b\u00e1n l\u1ebb tr\u1ef1c tuy\u1ebfn Amazon \u0111\u00e3 ti\u00ean phong trong c\u00f4ng ngh\u1ec7 n\u00e0y v\u00e0o \u0111\u1ea7u th\u1eadp k\u1ef7 tr\u01b0\u1edbc v\u00e0 t\u1eeb \u0111\u00f3 n\u00f3 \u0111\u00e3 tr\u1edf th\u00e0nh c\u00f4ng ngh\u1ec7 ti\u00eau chu\u1ea9n cho c\u00e1c trang web mua s\u1eafm tr\u1ef1c tuy\u1ebfn.\u00a0C\u00e1c c\u00f4ng c\u1ee5 n\u00e0y xem x\u00e9t l\u1ecbch s\u1eed duy\u1ec7t web c\u1ee7a kh\u00e1ch h\u00e0ng theo th\u1eddi gian v\u00e0 ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c \u01b0u ti\u00ean \u0111\u01b0\u1ee3c m\u00f4 t\u1ea3 b\u1edfi l\u1ecbch s\u1eed \u0111\u00f3 v\u1edbi c\u00e1c s\u1ea3n ph\u1ea9m kh\u00e1c m\u00e0 kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 ch\u01b0a bi\u1ebft.<\/li>\n<li><strong>Ph\u00e1t hi\u1ec7n gian l\u1eadn.<\/strong>\u00a0Khi nhi\u1ec1u giao d\u1ecbch t\u00e0i ch\u00ednh chuy\u1ec3n sang tr\u1ef1c tuy\u1ebfn, c\u01a1 h\u1ed9i gian l\u1eadn ch\u01b0a bao gi\u1edd l\u1edbn h\u01a1n.\u00a0\u0110i\u1ec1u \u0111\u00f3 l\u00e0m cho nhu c\u1ea7u ph\u00e1t hi\u1ec7n gian l\u1eadn l\u00e0 t\u1ed1i quan tr\u1ecdng.\u00a0C\u00e1c c\u00f4ng ty th\u1ebb t\u00edn d\u1ee5ng, ng\u00e2n h\u00e0ng v\u00e0 nh\u00e0 b\u00e1n l\u1ebb \u0111ang ng\u00e0y c\u00e0ng s\u1eed d\u1ee5ng c\u00e1c \u1ee9ng d\u1ee5ng ML \u0111\u1ec3 lo\u1ea1i tr\u1eeb c\u00e1c tr\u01b0\u1eddng h\u1ee3p l\u1eeba \u0111\u1ea3o.\u00a0\u1ede m\u1ee9c \u0111\u1ed9 r\u1ea5t c\u01a1 b\u1ea3n, c\u00e1c \u1ee9ng d\u1ee5ng n\u00e0y ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch t\u00ecm hi\u1ec3u c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a giao d\u1ecbch h\u1ee3p ph\u00e1p v\u00e0 sau \u0111\u00f3 qu\u00e9t c\u00e1c giao d\u1ecbch \u0111\u1ebfn \u0111\u1ec3 t\u00ecm c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m sai l\u1ec7ch.\u00a0C\u00f4ng c\u1ee5 n\u00e0y sau \u0111\u00f3 g\u1eafn c\u1edd c\u00e1c giao d\u1ecbch n\u00e0y.<\/li>\n<li><strong>Ph\u00e2n t\u00edch kh\u00e1ch h\u00e0ng.<\/strong>\u00a0H\u1ea7u h\u1ebft c\u00e1c doanh nghi\u1ec7p ng\u00e0y nay thu th\u1eadp c\u00e1c c\u1eeda h\u00e0ng d\u1eef li\u1ec7u l\u1edbn v\u1ec1 kh\u00e1ch h\u00e0ng c\u1ee7a h\u1ecd.\u00a0C\u00e1i g\u1ecdi l\u00e0 d\u1eef li\u1ec7u l\u1edbn n\u00e0y bao g\u1ed3m m\u1ecdi th\u1ee9, t\u1eeb l\u1ecbch s\u1eed duy\u1ec7t web \u0111\u1ebfn ho\u1ea1t \u0111\u1ed9ng truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i.\u00a0N\u00f3 qu\u00e1 xa v\u1eddi v\u00e0 \u0111a d\u1ea1ng \u0111\u1ed1i v\u1edbi con ng\u01b0\u1eddi \u0111\u1ec3 t\u1ef1 c\u1ea3m nh\u1eadn.\u00a0\u0110\u00f3 l\u00e0 n\u01a1i ML xu\u1ea5t hi\u1ec7n. C\u00e1c thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 ki\u1ec3m so\u00e1t c\u00e1c\u00a0h\u1ed3 d\u1eef li\u1ec7u\u00a0n\u01a1i doanh nghi\u1ec7p l\u01b0u tr\u1eef d\u1eef li\u1ec7u th\u00f4 v\u00e0 ph\u00e1t tri\u1ec3n hi\u1ec3u bi\u1ebft v\u1ec1 kh\u00e1ch h\u00e0ng.\u00a0ML th\u1eadm ch\u00ed c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c chi\u1ebfn l\u01b0\u1ee3c ti\u1ebfp th\u1ecb \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a nh\u1eafm v\u00e0o kh\u00e1ch h\u00e0ng c\u00e1 nh\u00e2n v\u00e0 th\u00f4ng b\u00e1o c\u00e1c chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ec3\u00a0c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng\u00a0.<\/li>\n<li><strong>Kinh doanh t\u00e0i ch\u00ednh.<\/strong>\u00a0Ph\u1ed1 Wall l\u00e0 m\u1ed9t trong nh\u1eefng ng\u01b0\u1eddi \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 ML s\u1edbm nh\u1ea5t v\u00e0 l\u00fd do r\u1ea5t r\u00f5 r\u00e0ng: Trong m\u1ed9t th\u1ebf gi\u1edbi c\u1ed5 ph\u1ea7n cao, n\u01a1i h\u00e0ng t\u1ef7 \u0111\u00f4 la \u0111ang ho\u1ea1t \u0111\u1ed9ng, b\u1ea5t k\u1ef3 c\u1ea1nh n\u00e0o c\u0169ng c\u00f3 gi\u00e1 tr\u1ecb.\u00a0C\u00e1c thu\u1eadt to\u00e1n ML c\u00f3 th\u1ec3 ki\u1ec3m tra c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1ecbch s\u1eed, t\u00ecm c\u00e1c m\u1eabu trong hi\u1ec7u su\u1ea5t c\u1ed5 phi\u1ebfu v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n v\u1ec1 c\u00e1ch c\u00e1c c\u1ed5 phi\u1ebfu nh\u1ea5t \u0111\u1ecbnh c\u00f3 kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n trong t\u01b0\u01a1ng lai.<\/li>\n<li><strong>Tr\u1ee3 l\u00fd \u1ea3o.<\/strong>\u00a0\u0110\u1ebfn b\u00e2y gi\u1edd, h\u1ea7u h\u1ebft m\u1ecdi ng\u01b0\u1eddi \u0111\u1ec1u quen thu\u1ed9c v\u1edbi tr\u1ee3 l\u00fd \u1ea3o t\u1eeb c\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7 nh\u01b0 Apple v\u00e0 Google.\u00a0Nh\u1eefng g\u00ec h\u1ecd c\u00f3 th\u1ec3 kh\u00f4ng bi\u1ebft l\u00e0 m\u1ee9c \u0111\u1ed9 m\u00e0 ML t\u0103ng s\u1ee9c m\u1ea1nh cho c\u00e1c bot n\u00e0y.\u00a0ML \u0111i v\u00e0o m\u1ed9t s\u1ed1 c\u00e1ch kh\u00e1c nhau, bao g\u1ed3m\u00a0h\u1ecdc s\u00e2u\u00a0, m\u1ed9t k\u1ef9 thu\u1eadt ML d\u1ef1a tr\u00ean\u00a0c\u00e1c m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh\u00a0.\u00a0H\u1ecdc s\u00e2u \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c ph\u00e1t tri\u1ec3n x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, \u0111\u00f3 l\u00e0 c\u00e1ch bot c\u00f3 th\u1ec3 t\u01b0\u01a1ng t\u00e1c v\u1edbi ng\u01b0\u1eddi d\u00f9ng v\u00e0 t\u00ecm hi\u1ec3u s\u1edf th\u00edch c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/li>\n<li><strong>Xe t\u1ef1 l\u00e1i.<\/strong>\u00a0\u0110\u00e2y l\u00e0 n\u01a1i m\u00e0 ML b\u01b0\u1edbc v\u00e0o v\u01b0\u01a1ng qu\u1ed1c c\u1ee7a AI v\u1edbi m\u1ee5c ti\u00eau ti\u1ebfn t\u1edbi ngang t\u1ea7m v\u1edbi tr\u00ed th\u00f4ng minh c\u1ee7a con ng\u01b0\u1eddi.\u00a0M\u1ed9t\u00a0ph\u01b0\u01a1ng ti\u1ec7n t\u1ef1 l\u00e1i s\u1eed d\u1ee5ng\u00a0m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh \u0111\u1ec3\u00a0h\u1ecdc\u00a0c\u00e1ch gi\u1ea3i th\u00edch c\u00e1c v\u1eadt th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n b\u1edfi camera v\u00e0 c\u00e1c c\u1ea3m bi\u1ebfn kh\u00e1c c\u1ee7a ch\u00fang, v\u00e0 \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh h\u00e0nh \u0111\u1ed9ng n\u00e0o c\u1ea7n th\u1ef1c hi\u1ec7n \u0111\u1ec3 di chuy\u1ec3n ph\u01b0\u01a1ng ti\u1ec7n xu\u1ed1ng \u0111\u01b0\u1eddng.\u00a0Theo c\u00e1ch n\u00e0y, c\u00e1c thu\u1eadt to\u00e1n ML c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 ti\u1ebfn g\u1ea7n \u0111\u1ebfn vi\u1ec7c nh\u00e2n r\u1ed9ng nh\u1eadn th\u1ee9c v\u00e0 ra quy\u1ebft \u0111\u1ecbnh gi\u1ed1ng nh\u01b0 con ng\u01b0\u1eddi.<\/li>\n<\/ul>\n<p>\u0110\u00e2y ch\u1ec9 l\u00e0 m\u1ed9t s\u1ed1 v\u00ed d\u1ee5, nh\u01b0ng c\u00f3 nhi\u1ec1u h\u01a1n n\u1eefa.\u00a0B\u1ea5t k\u1ef3 quy tr\u00ecnh kinh doanh n\u00e0o s\u1ea3n xu\u1ea5t ho\u1eb7c s\u1eed d\u1ee5ng m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u &#8211; \u0111\u1eb7c bi\u1ec7t l\u00e0 d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac,\u00a0\u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n\u00a0&#8211; \u0111\u00e3 s\u1eb5n s\u00e0ng \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a s\u1eed d\u1ee5ng ML.\u00a0C\u00e1c doanh nghi\u1ec7p tr\u00ean t\u1ea5t c\u1ea3 c\u00e1c ng\u00e0nh \u0111\u00e3 h\u1ecdc \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y v\u00e0 \u0111ang n\u1ed7 l\u1ef1c \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ML trong su\u1ed1t quy tr\u00ecnh c\u1ee7a h\u1ecd.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/enterprise_ai-ml_pillar_use_cases-f_desktop.png\" alt=\"tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng ML\" data-src=\"https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/enterprise_ai-ml_pillar_use_cases-f_mobile.png\" data-srcset=\"https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/enterprise_ai-ml_pillar_use_cases-f_mobile.png 960w,https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/enterprise_ai-ml_pillar_use_cases-f_desktop.png 1280w\" \/><br \/>\nC\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng ML ph\u1ed5 bi\u1ebfn<\/p>\n<p>Kh\u00f4ng kh\u00f3 \u0111\u1ec3 th\u1ea5y l\u00fd do t\u1ea1i sao ML \u0111\u00e3 \u0111i v\u00e0o r\u1ea5t nhi\u1ec1u t\u00ecnh hu\u1ed1ng.\u00a0C\u00e1c doanh nghi\u1ec7p \u0111\u00e3 \u00e1p d\u1ee5ng ML \u0111ang gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 kinh doanh v\u00e0 g\u1eb7t h\u00e1i gi\u00e1 tr\u1ecb t\u1eeb k\u1ef9 thu\u1eadt AI n\u00e0y.\u00a0D\u01b0\u1edbi \u0111\u00e2y l\u00e0 s\u00e1u l\u1ee3i \u00edch kinh doanh\u00a0:<\/p>\n<ul>\n<li>t\u0103ng n\u0103ng su\u1ea5t;<\/li>\n<li>chi ph\u00ed lao \u0111\u1ed9ng th\u1ea5p h\u01a1n;<\/li>\n<li>d\u1ef1 b\u00e1o t\u00e0i ch\u00ednh t\u1ed1t h\u01a1n;<\/li>\n<li>hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 kh\u00e1ch h\u00e0ng;<\/li>\n<li>nhi\u1ec7m v\u1ee5 \u00edt l\u1eb7p \u0111i l\u1eb7p l\u1ea1i cho c\u00f4ng nh\u00e2n;\u00a0v\u00e0<\/li>\n<li>ti\u00ean ti\u1ebfn h\u01a1n v\u00e0 gi\u1ed1ng nh\u01b0 con ng\u01b0\u1eddi.<\/li>\n<\/ul>\n<h3>C\u00e1c th\u00e1ch th\u1ee9c<\/h3>\n<p>C\u00e2u h\u1ecfi kh\u00f4ng c\u00f2n l\u00e0 c\u00f3 n\u00ean s\u1eed d\u1ee5ng ML hay kh\u00f4ng, \u0111\u00f3 l\u00e0\u00a0c\u00e1ch v\u1eadn h\u00e0nh ML\u00a0theo c\u00e1ch mang l\u1ea1i k\u1ebft qu\u1ea3 t\u1ed1i \u01b0u.\u00a0\u0110\u00f3 l\u00e0 n\u01a1i m\u1ecdi th\u1ee9 tr\u1edf n\u00ean kh\u00f3 kh\u0103n.<\/p>\n<p>ML l\u00e0 m\u1ed9t c\u00f4ng ngh\u1ec7 ph\u1ee9c t\u1ea1p \u0111\u00f2i h\u1ecfi chuy\u00ean m\u00f4n \u0111\u00e1ng k\u1ec3.\u00a0Kh\u00f4ng gi\u1ed1ng nh\u01b0 m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 kh\u00e1c, n\u01a1i ph\u1ea7n m\u1ec1m ch\u1ee7 y\u1ebfu l\u00e0 plug and play, machine learning bu\u1ed9c ng\u01b0\u1eddi d\u00f9ng ph\u1ea3i suy ngh\u0129 v\u1ec1 l\u00fd do t\u1ea1i sao h\u1ecd s\u1eed d\u1ee5ng n\u00f3, ai \u0111ang x\u00e2y d\u1ef1ng c\u00e1c c\u00f4ng c\u1ee5, gi\u1ea3 \u0111\u1ecbnh c\u1ee7a h\u1ecd l\u00e0 g\u00ec v\u00e0 c\u00e1ch \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7.\u00a0C\u00f3 r\u1ea5t \u00edt c\u00f4ng ngh\u1ec7 kh\u00e1c c\u00f3 r\u1ea5t nhi\u1ec1u \u0111i\u1ec3m th\u1ea5t b\u1ea1i ti\u1ec1m n\u0103ng.<\/p>\n<p>Tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng sai\u00a0l\u00e0 s\u1ef1 s\u1ee5p \u0111\u1ed5 c\u1ee7a nhi\u1ec1u \u1ee9ng d\u1ee5ng ML.\u00a0\u0110\u00f4i khi c\u00e1c doanh nghi\u1ec7p d\u1eabn \u0111\u1ea7u v\u1edbi c\u00f4ng ngh\u1ec7, t\u00ecm c\u00e1ch \u0111\u1ec3 th\u1ef1c hi\u1ec7n ML, thay v\u00ec cho ph\u00e9p v\u1ea5n \u0111\u1ec1 \u0111\u01b0a ra gi\u1ea3i ph\u00e1p.\u00a0Khi ML \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng, n\u00f3 th\u01b0\u1eddng kh\u00f4ng mang l\u1ea1i k\u1ebft qu\u1ea3.<\/p>\n<p>C\u00e1c\u00a0m\u00f4 h\u00ecnh ML\u00a0d\u1eef li\u1ec7u sai\u00a0doom m\u00f4 h\u00ecnh h\u1ecdc nhanh h\u01a1n b\u1ea5t c\u1ee9 \u0111i\u1ec1u g\u00ec.\u00a0D\u1eef li\u1ec7u l\u00e0 ngu\u1ed3n s\u1ed1ng c\u1ee7a ML.\u00a0C\u00e1c m\u00f4 h\u00ecnh ch\u1ec9 bi\u1ebft nh\u1eefng g\u00ec h\u1ecd \u0111\u00e3 \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb\u00a0, v\u00ec v\u1eady khi d\u1eef li\u1ec7u h\u1ecd \u0111\u00e0o t\u1ea1o kh\u00f4ng ch\u00ednh x\u00e1c, kh\u00f4ng \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c ho\u1eb7c sai l\u1ec7ch theo m\u1ed9t c\u00e1ch n\u00e0o \u0111\u00f3, \u0111\u1ea7u ra c\u1ee7a m\u00f4 h\u00ecnh s\u1ebd b\u1ecb l\u1ed7i.<\/p>\n<p>Xu h\u01b0\u1edbng\u00a0th\u01b0\u1eddng xuy\u00ean c\u1ea3n tr\u1edf vi\u1ec7c th\u1ef1c hi\u1ec7n ML.\u00a0Nhi\u1ec1u lo\u1ea1i\u00a0sai l\u1ec7ch\u00a0c\u00f3 th\u1ec3 l\u00e0m suy y\u1ebfu vi\u1ec7c tri\u1ec3n khai m\u00e1y n\u00f3i chung r\u01a1i v\u00e0o hai lo\u1ea1i.\u00a0M\u1ed9t lo\u1ea1i x\u1ea3y ra khi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp \u0111\u1ec3 hu\u1ea5n luy\u1ec7n thu\u1eadt to\u00e1n \u0111\u01a1n gi\u1ea3n l\u00e0 kh\u00f4ng ph\u1ea3n \u00e1nh th\u1ebf gi\u1edbi th\u1ef1c.\u00a0T\u1eadp d\u1eef li\u1ec7u kh\u00f4ng ch\u00ednh x\u00e1c, kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 ho\u1eb7c kh\u00f4ng \u0111\u1ee7 \u0111a d\u1ea1ng.\u00a0M\u1ed9t lo\u1ea1i sai l\u1ec7ch kh\u00e1c xu\u1ea5t ph\u00e1t t\u1eeb c\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 l\u1ea5y m\u1eabu, t\u1ed5ng h\u1ee3p, l\u1ecdc v\u00e0 n\u00e2ng cao d\u1eef li\u1ec7u \u0111\u00f3.\u00a0Trong c\u1ea3 hai tr\u01b0\u1eddng h\u1ee3p, c\u00e1c l\u1ed7i c\u00f3 th\u1ec3 xu\u1ea5t ph\u00e1t t\u1eeb s\u1ef1 thi\u00ean v\u1ecb c\u1ee7a c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u gi\u00e1m s\u00e1t vi\u1ec7c \u0111\u00e0o t\u1ea1o v\u00e0 d\u1eabn \u0111\u1ebfn c\u00e1c m\u00f4 h\u00ecnh kh\u00f4ng ch\u00ednh x\u00e1c v\u00e0 t\u1ec7 h\u01a1n l\u00e0 \u1ea3nh h\u01b0\u1edfng kh\u00f4ng c\u00f4ng b\u1eb1ng \u0111\u1ebfn c\u00e1c nh\u00f3m d\u00e2n c\u01b0 c\u1ee5 th\u1ec3.\u00a0Trong b\u00e0i vi\u1ebft c\u1ee7a m\u00ecnh &#8221;\u00a06 c\u00e1ch \u0111\u1ec3 gi\u1ea3m c\u00e1c lo\u1ea1i sai l\u1ec7ch kh\u00e1c nhau trong ML, &#8220;Nh\u00e0 ph\u00e2n t\u00edch Ron Schmelzer \u0111\u00e3 gi\u1ea3i th\u00edch c\u00e1c lo\u1ea1i sai l\u1ec7ch c\u00f3 th\u1ec3 l\u00e0m h\u1ecfng c\u00e1c d\u1ef1 \u00e1n ML v\u00e0 c\u00e1ch gi\u1ea3m thi\u1ec3u ch\u00fang.<\/p>\n<p>Ch\u1ee9c n\u0103ng h\u1ed9p \u0111en\u00a0l\u00e0 m\u1ed9t l\u00fd do t\u1ea1i sao s\u1ef1 thi\u00ean v\u1ecb r\u1ea5t ph\u1ed5 bi\u1ebfn trong ML.\u00a0Nhi\u1ec1u lo\u1ea1i thu\u1eadt to\u00e1n ML &#8211; thu\u1eadt to\u00e1n \u0111\u1eb7c bi\u1ec7t kh\u00f4ng \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t &#8211; ho\u1ea1t \u0111\u1ed9ng theo c\u00e1ch m\u1edd \u0111\u1ee5c ho\u1eb7c nh\u01b0 m\u1ed9t &#8221;\u00a0h\u1ed9p \u0111en\u00a0&#8221; cho nh\u00e0 ph\u00e1t tri\u1ec3n.\u00a0M\u1ed9t nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u cung c\u1ea5p d\u1eef li\u1ec7u thu\u1eadt to\u00e1n, thu\u1eadt to\u00e1n t\u1ea1o ra c\u00e1c quan s\u00e1t v\u1ec1 m\u1ed1i t\u01b0\u01a1ng quan v\u00e0 sau \u0111\u00f3 t\u1ea1o ra m\u1ed9t s\u1ed1 lo\u1ea1i \u0111\u1ea7u ra d\u1ef1a tr\u00ean nh\u1eefng quan s\u00e1t n\u00e0y.\u00a0Nh\u01b0ng h\u1ea7u h\u1ebft c\u00e1c m\u00f4 h\u00ecnh kh\u00f4ng th\u1ec3 gi\u1ea3i th\u00edch cho nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u t\u1ea1i sao h\u1ecd t\u1ea1o ra k\u1ebft qu\u1ea3 \u0111\u1ea7u ra h\u1ecd l\u00e0m.\u00a0\u0110i\u1ec1u n\u00e0y l\u00e0m cho vi\u1ec7c ph\u00e1t hi\u1ec7n c\u00e1c tr\u01b0\u1eddng h\u1ee3p sai l\u1ec7ch ho\u1eb7c c\u00e1c l\u1ed7i kh\u00e1c c\u1ee7a m\u00f4 h\u00ecnh l\u00e0 c\u1ef1c k\u1ef3 kh\u00f3 kh\u0103n.<\/p>\n<p>S\u1ef1 ph\u1ee9c t\u1ea1p k\u1ef9 thu\u1eadt\u00a0l\u00e0 m\u1ed9t trong nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t \u0111\u1ed1i v\u1edbi doanh nghi\u1ec7p s\u1eed d\u1ee5ng ML.\u00a0Kh\u00e1i ni\u1ec7m c\u01a1 b\u1ea3n v\u1ec1 cung c\u1ea5p d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n cho m\u1ed9t thu\u1eadt to\u00e1n v\u00e0 cho ph\u00e9p n\u00f3 t\u00ecm hi\u1ec3u c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a t\u1eadp d\u1eef li\u1ec7u nghe c\u00f3 v\u1ebb \u0111\u1ee7 \u0111\u01a1n gi\u1ea3n.\u00a0Nh\u01b0ng c\u00f3 r\u1ea5t nhi\u1ec1u ph\u1ee9c t\u1ea1p k\u1ef9 thu\u1eadt d\u01b0\u1edbi mui xe.\u00a0C\u00e1c thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng xung quanh c\u00e1c kh\u00e1i ni\u1ec7m to\u00e1n h\u1ecdc ti\u00ean ti\u1ebfn v\u00e0 m\u00e3 m\u00e0 thu\u1eadt to\u00e1n ch\u1ea1y tr\u00ean c\u00f3 th\u1ec3 kh\u00f3 h\u1ecdc.\u00a0Kh\u00f4ng ph\u1ea3i t\u1ea5t c\u1ea3 c\u00e1c doanh nghi\u1ec7p c\u00f3 chuy\u00ean m\u00f4n k\u1ef9 thu\u1eadt trong nh\u00e0 c\u1ea7n thi\u1ebft \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng ML hi\u1ec7u qu\u1ea3.<\/p>\n<p>Thi\u1ebfu t\u00ednh t\u1ed5ng qu\u00e1t\u00a0ng\u0103n c\u1ea3n vi\u1ec7c ML t\u1eeb nh\u00e2n r\u1ed9ng\u00a0sang c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng m\u1edbi \u1edf h\u1ea7u h\u1ebft c\u00e1c doanh nghi\u1ec7p.\u00a0C\u00e1c \u1ee9ng d\u1ee5ng ML ch\u1ec9 bi\u1ebft nh\u1eefng g\u00ec ch\u00fang \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o r\u00f5 r\u00e0ng.\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh kh\u00f4ng th\u1ec3 l\u1ea5y m\u1ed9t c\u00e1i g\u00ec \u0111\u00f3 n\u00f3 \u0111\u00e3 h\u1ecdc v\u1ec1 m\u1ed9t l\u0129nh v\u1ef1c v\u00e0 \u00e1p d\u1ee5ng n\u00f3 cho m\u1ed9t khu v\u1ef1c kh\u00e1c, theo c\u00e1ch m\u00e0 m\u1ed9t con ng\u01b0\u1eddi c\u00f3 th\u1ec3 l\u00e0m \u0111\u01b0\u1ee3c.\u00a0C\u00e1c thu\u1eadt to\u00e1n c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o t\u1eeb \u0111\u1ea7u cho m\u1ecdi tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng m\u1edbi.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/bi_ezine-how_ai_systems_amplify_bias_desktop.png\" alt=\"L\u00e0m th\u1ebf n\u00e0o thi\u00ean v\u1ecb l\u00e2y nhi\u1ec5m c\u00e1c \u1ee9ng d\u1ee5ng AI\" data-src=\"https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/bi_ezine-how_ai_systems_amplify_bias_mobile.png\" data-srcset=\"https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/bi_ezine-how_ai_systems_amplify_bias_mobile.png 960w,https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/bi_ezine-how_ai_systems_amplify_bias_desktop.png 1280w\" \/><br \/>\nXu h\u01b0\u1edbng l\u00e0 m\u1ed9t trong nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t trong ML.<\/p>\n<h3>6 b\u01b0\u1edbc th\u1ef1c hi\u1ec7n<\/h3>\n<p>Th\u1ef1c hi\u1ec7n ML l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh nhi\u1ec1u b\u01b0\u1edbc \u0111\u00f2i h\u1ecfi \u0111\u1ea7u v\u00e0o t\u1eeb nhi\u1ec1u lo\u1ea1i chuy\u00ean gia.\u00a0D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t ph\u00e1c th\u1ea3o c\u1ee7a qu\u00e1 tr\u00ecnh trong s\u00e1u b\u01b0\u1edbc.<\/p>\n<ol>\n<li>Qu\u00e1 tr\u00ecnh tru\u1ec3n khai ML b\u1eaft \u0111\u1ea7u v\u1edbi vi\u1ec7c\u00a0x\u00e1c \u0111\u1ecbnh m\u1ed9t v\u1ea5n \u0111\u1ec1\u00a0.\u00a0C\u00e1c d\u1ef1 \u00e1n ML hi\u1ec7u qu\u1ea3 nh\u1ea5t gi\u1ea3i quy\u1ebft c\u00e1c th\u00e1ch th\u1ee9c ho\u1eb7c c\u01a1 h\u1ed9i kinh doanh c\u1ee5 th\u1ec3, \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh r\u00f5 r\u00e0ng.<\/li>\n<li>Sau giai \u0111o\u1ea1n h\u00ecnh th\u00e0nh v\u1ea5n \u0111\u1ec1, c\u00e1c nh\u00f3m khoa h\u1ecdc d\u1eef li\u1ec7u n\u00ean\u00a0ch\u1ecdn thu\u1eadt to\u00e1n c\u1ee7a h\u1ecd\u00a0.\u00a0C\u00e1c thu\u1eadt to\u00e1n ML kh\u00e1c nhau ph\u00f9 h\u1ee3p h\u01a1n cho c\u00e1c t\u00e1c v\u1ee5 kh\u00e1c nhau, nh\u01b0 \u0111\u01b0\u1ee3c gi\u1ea3i th\u00edch trong b\u00e0i vi\u1ebft n\u00e0y v\u1ec1 &#8221;\u00a09 lo\u1ea1i thu\u1eadt to\u00e1n ML\u00a0&#8221; c\u1ee7a bi\u00ean t\u1eadp vi\u00ean TechTarget Kassidy Kelley.\u00a0C\u00e1c thu\u1eadt to\u00e1n h\u1ed3i quy tuy\u1ebfn t\u00ednh \u0111\u01a1n gi\u1ea3n ho\u1ea1t \u0111\u1ed9ng t\u1ed1t trong m\u1ecdi tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng trong \u0111\u00f3 ng\u01b0\u1eddi d\u00f9ng t\u00ecm c\u00e1ch d\u1ef1 \u0111o\u00e1n m\u1ed9t bi\u1ebfn ch\u01b0a bi\u1ebft d\u1ef1a tr\u00ean m\u1ed9t bi\u1ebfn \u0111\u00e3 bi\u1ebft kh\u00e1c.\u00a0C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u ti\u00ean ti\u1ebfn t\u1ed1t h\u01a1n \u1edf nh\u1eefng th\u1ee9 ph\u1ee9c t\u1ea1p nh\u01b0 nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh ho\u1eb7c t\u1ea1o v\u0103n b\u1ea3n.\u00a0C\u00f3 h\u00e0ng t\u00e1 c\u00e1c lo\u1ea1i thu\u1eadt to\u00e1n kh\u00e1c bao tr\u00f9m kho\u1ea3ng tr\u1ed1ng gi\u1eefa c\u00e1c v\u00ed d\u1ee5 n\u00e0y.\u00a0Ch\u1ecdn \u0111\u00fang l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft cho s\u1ef1 th\u00e0nh c\u00f4ng c\u1ee7a c\u00e1c d\u1ef1 \u00e1n ML.<\/li>\n<li>Sau khi nh\u00f3m khoa h\u1ecdc d\u1eef li\u1ec7u x\u00e1c \u0111\u1ecbnh v\u1ea5n \u0111\u1ec1 v\u00e0 ch\u1ecdn m\u1ed9t thu\u1eadt to\u00e1n, b\u01b0\u1edbc ti\u1ebfp theo l\u00e0\u00a0thu th\u1eadp d\u1eef li\u1ec7u\u00a0.\u00a0T\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c thu th\u1eadp \u0111\u00fang lo\u1ea1i v\u00e0 \u0111\u1ee7 d\u1eef li\u1ec7u th\u01b0\u1eddng b\u1ecb \u0111\u00e1nh gi\u00e1 th\u1ea5p, nh\u01b0ng kh\u00f4ng n\u00ean.\u00a0D\u1eef li\u1ec7u l\u00e0 ngu\u1ed3n s\u1ed1ng c\u1ee7a ML.\u00a0N\u00f3 cung c\u1ea5p c\u00e1c thu\u1eadt to\u00e1n v\u1edbi m\u1ecdi th\u1ee9 h\u1ecd bi\u1ebft, t\u1eeb \u0111\u00f3 x\u00e1c \u0111\u1ecbnh nh\u1eefng g\u00ec h\u1ecd c\u00f3 kh\u1ea3 n\u0103ng.\u00a0Thu th\u1eadp d\u1eef li\u1ec7u bao g\u1ed3m c\u00e1c t\u00e1c v\u1ee5 ph\u1ee9c t\u1ea1p nh\u01b0 x\u00e1c \u0111\u1ecbnh kho l\u01b0u tr\u1eef d\u1eef li\u1ec7u, vi\u1ebft t\u1eadp l\u1ec7nh \u0111\u1ec3 k\u1ebft n\u1ed1i c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng ML, x\u00e1c minh d\u1eef li\u1ec7u, l\u00e0m s\u1ea1ch v\u00e0 ghi nh\u00e3n d\u1eef li\u1ec7u v\u00e0 s\u1eafp x\u1ebfp n\u00f3 trong c\u00e1c t\u1ec7p \u0111\u1ec3 thu\u1eadt to\u00e1n ho\u1ea1t \u0111\u1ed9ng.\u00a0M\u1eb7c d\u00f9 \u0111\u00e2y l\u00e0 nh\u1eefng c\u00f4ng vi\u1ec7c t\u1ebb nh\u1ea1t v\u00e0 ph\u1ee9c t\u1ea1p, nh\u01b0ng t\u1ea7m quan tr\u1ecdng c\u1ee7a ch\u00fang kh\u00f4ng th\u1ec3 \u0111\u01b0\u1ee3c ph\u00f3ng \u0111\u1ea1i.<\/li>\n<\/ol>\n<ol start=\"4\">\n<li>B\u00e2y gi\u1edd l\u00e0 l\u00fac \u0111\u1ec3 ph\u00e9p thu\u1eadt b\u1eaft \u0111\u1ea7u.\u00a0Khi nh\u00f3m khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft, n\u00f3 c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u\u00a0x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh\u00a0.\u00a0B\u01b0\u1edbc n\u00e0y trong quy tr\u00ecnh ML s\u1ebd kh\u00e1c nhau \u0111\u00e1ng k\u1ec3 t\u00f9y thu\u1ed9c v\u00e0o vi\u1ec7c nh\u00f3m s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n ML c\u00f3 gi\u00e1m s\u00e1t hay thu\u1eadt to\u00e1n kh\u00f4ng gi\u00e1m s\u00e1t.\u00a0Khi \u0111\u00e0o t\u1ea1o \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t, nh\u00f3m cung c\u1ea5p d\u1eef li\u1ec7u thu\u1eadt to\u00e1n v\u00e0 cho n\u00f3 bi\u1ebft c\u00e1c t\u00ednh n\u0103ng c\u1ea7n ki\u1ec3m tra.\u00a0Trong m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc t\u1eadp kh\u00f4ng gi\u00e1m s\u00e1t, nh\u00f3m v\u1ec1 c\u01a1 b\u1ea3n bi\u1ebfn thu\u1eadt to\u00e1n l\u1ecfng l\u1ebbo tr\u00ean d\u1eef li\u1ec7u v\u00e0 quay tr\u1edf l\u1ea1i m\u1ed9t khi thu\u1eadt to\u00e1n \u0111\u00e3 t\u1ea1o ra m\u1ed9t m\u00f4 h\u00ecnh v\u1ec1 d\u1eef li\u1ec7u tr\u00f4ng nh\u01b0 th\u1ebf n\u00e0o.\u00a0T\u00ecm hi\u1ec3u l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t\u00a0m\u00f4 h\u00ecnh m\u1ea1ng th\u1ea7n kinh\u00a0trong m\u1eb9o chuy\u00ean gia n\u00e0y.<\/li>\n<li>Ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng\u00a0l\u00e0 ti\u1ebfp theo.\u00a0B\u00e2y gi\u1edd thu\u1eadt to\u00e1n \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t m\u00f4 h\u00ecnh v\u1ec1 d\u1eef li\u1ec7u tr\u00f4ng nh\u01b0 th\u1ebf n\u00e0o, c\u00e1c nh\u00e0 khoa h\u1ecdc v\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n d\u1eef li\u1ec7u c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng vi\u1ec7c h\u1ecdc \u0111\u00f3 th\u00e0nh m\u1ed9t \u1ee9ng d\u1ee5ng gi\u1ea3i quy\u1ebft th\u00e1ch th\u1ee9c ho\u1eb7c c\u01a1 h\u1ed9i kinh doanh \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh trong b\u01b0\u1edbc \u0111\u1ea7u ti\u00ean c\u1ee7a quy tr\u00ecnh.\u00a0\u0110\u00f4i khi \u0111i\u1ec1u n\u00e0y r\u1ea5t \u0111\u01a1n gi\u1ea3n, gi\u1ed1ng nh\u01b0 m\u1ed9t b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n d\u1eef li\u1ec7u c\u1eadp nh\u1eadt c\u00e1c d\u1ef1 b\u00e1o b\u00e1n h\u00e0ng d\u1ef1a tr\u00ean \u0111i\u1ec1u ki\u1ec7n kinh t\u1ebf thay \u0111\u1ed5i.\u00a0N\u00f3 c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 \u0111\u1ec1 xu\u1ea5t \u0111\u00e3 h\u1ecdc c\u00e1ch \u0111i\u1ec1u ch\u1ec9nh c\u00e1c \u0111\u1ec1 xu\u1ea5t d\u1ef1a tr\u00ean h\u00e0nh vi c\u1ee7a kh\u00e1ch h\u00e0ng trong qu\u00e1 kh\u1ee9.\u00a0Ho\u1eb7c n\u00f3 c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t th\u00e0nh ph\u1ea7n c\u1ee7a ph\u1ea7n m\u1ec1m y t\u1ebf ti\u00ean ti\u1ebfn s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh \u0111\u1ec3 ph\u00e1t hi\u1ec7n t\u1ebf b\u00e0o ung th\u01b0 trong h\u00ecnh \u1ea3nh y t\u1ebf.\u00a0Trong giai \u0111o\u1ea1n ph\u00e1t tri\u1ec3n, c\u00e1c k\u1ef9 s\u01b0 s\u1ebd ki\u1ec3m tra m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u m\u1edbi, \u0111\u1ebfn \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o n\u00f3 mang l\u1ea1i d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c.<\/li>\n<li>M\u1eb7c d\u00f9 c\u00f4ng vi\u1ec7c ch\u00ednh \u0111\u00e3 ho\u00e0n t\u1ea5t, nh\u01b0ng b\u00e2y gi\u1edd kh\u00f4ng ph\u1ea3i l\u00e0 l\u00fac \u0111\u1ec3 r\u1eddi kh\u1ecfi m\u00f4 h\u00ecnh.\u00a0B\u01b0\u1edbc cu\u1ed1i c\u00f9ng trong quy tr\u00ecnh ML l\u00e0\u00a0x\u00e1c nh\u1eadn m\u00f4 h\u00ecnh\u00a0.\u00a0C\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u n\u00ean x\u00e1c minh r\u1eb1ng \u1ee9ng d\u1ee5ng c\u1ee7a h\u1ecd \u0111ang \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c tr\u00ean c\u01a1 s\u1edf li\u00ean t\u1ee5c.\u00a0N\u1ebfu c\u00f3, c\u00f3 r\u1ea5t \u00edt l\u00fd do \u0111\u1ec3 th\u1ef1c hi\u1ec7n thay \u0111\u1ed5i.\u00a0Tuy nhi\u00ean, hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh th\u01b0\u1eddng suy gi\u1ea3m theo th\u1eddi gian.\u00a0\u0110i\u1ec1u n\u00e0y l\u00e0 do c\u00e1c s\u1ef1 ki\u1ec7n c\u01a1 b\u1ea3n m\u00e0 m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o &#8211; cho d\u00f9 \u0111i\u1ec1u ki\u1ec7n kinh t\u1ebf ho\u1eb7c xu h\u01b0\u1edbng c\u1ee7a kh\u00e1ch h\u00e0ng &#8211; thay \u0111\u1ed5i khi th\u1eddi gian tr\u00f4i qua.\u00a0Khi \u0111i\u1ec1u n\u00e0y x\u1ea3y ra, hi\u1ec7u su\u1ea5t c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh tr\u1edf n\u00ean t\u1ed3i t\u1ec7 h\u01a1n.\u00a0\u0110\u00e2y l\u00e0 l\u00fac c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u1ea7n \u0111\u00e0o t\u1ea1o l\u1ea1i m\u00f4 h\u00ecnh c\u1ee7a h\u1ecd.\u00a0\u1ede \u0111\u00e2y, to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh v\u1ec1 c\u01a1 b\u1ea3n b\u1eaft \u0111\u1ea7u l\u1ea1i.<\/li>\n<\/ol>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/enterprise_ai-ml_pillar_adoption_roadmap-f_desktop.png\" alt=\"L\u1ed9 tr\u00ecnh \u00e1p d\u1ee5ng ML\" data-src=\"https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/enterprise_ai-ml_pillar_adoption_roadmap-f_mobile.png\" data-srcset=\"https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/enterprise_ai-ml_pillar_adoption_roadmap-f_mobile.png 960w,https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/enterprise_ai-ml_pillar_adoption_roadmap-f_desktop.png 1280w\" \/><br \/>\nH\u1ea7u h\u1ebft c\u00e1c doanh nghi\u1ec7p l\u00e0m theo c\u00e1c b\u01b0\u1edbc n\u00e0y \u0111\u1ec3 \u00e1p d\u1ee5ng.<\/p>\n<h3>Qu\u1ea3n l\u00fd v\u00e0 b\u1ea3o tr\u00ec ML<\/h3>\n<p>Vi\u1ec7c qu\u1ea3n l\u00fd v\u00e0 b\u1ea3o tr\u00ec c\u00e1c \u1ee9ng d\u1ee5ng ML trong doanh nghi\u1ec7p l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c \u0111\u00f4i khi \u0111\u01b0\u1ee3c \u0111\u01b0a ra ng\u1eafn h\u1ea1n, nh\u01b0ng n\u00f3 c\u00f3 th\u1ec3 l\u00e0 th\u1ee9 t\u1ea1o ra ho\u1eb7c ph\u00e1 v\u1ee1 c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng.<\/p>\n<p>Ch\u1ee9c n\u0103ng c\u01a1 b\u1ea3n c\u1ee7a ML ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1c m\u00f4 h\u00ecnh xu h\u01b0\u1edbng h\u1ecdc t\u1eadp &#8211; ch\u1eb3ng h\u1ea1n nh\u01b0 h\u00e0nh vi c\u1ee7a kh\u00e1ch h\u00e0ng, hi\u1ec7u su\u1ea5t c\u1ed5 phi\u1ebfu v\u00e0 nhu c\u1ea7u h\u00e0ng t\u1ed3n kho &#8211; v\u00e0 d\u1ef1 ki\u1ebfn \u200b\u200bch\u00fang trong t\u01b0\u01a1ng lai \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh.\u00a0Tuy nhi\u00ean, xu h\u01b0\u1edbng c\u01a1 b\u1ea3n l\u00e0 li\u00ean t\u1ee5c thay \u0111\u1ed5i, \u0111\u00f4i khi h\u01a1i, \u0111\u00f4i khi \u0111\u00e1ng k\u1ec3.\u00a0\u0110i\u1ec1u n\u00e0y \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0\u00a0<em>tr\u00f4i d\u1ea1t kh\u00e1i ni\u1ec7m<\/em>\u00a0v\u00e0 n\u1ebfu c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u kh\u00f4ng t\u00ednh \u0111\u1ebfn n\u00f3 trong c\u00e1c m\u00f4 h\u00ecnh c\u1ee7a h\u1ecd, th\u00ec c\u00e1c d\u1ef1 \u0111o\u00e1n c\u1ee7a m\u00f4 h\u00ecnh cu\u1ed1i c\u00f9ng s\u1ebd b\u1ecb t\u1eaft.<\/p>\n<p>C\u00e1ch \u0111\u1ec3 s\u1eeda l\u1ed7i n\u00e0y l\u00e0\u00a0kh\u00f4ng bao gi\u1edd xem c\u00e1c m\u00f4 h\u00ecnh trong s\u1ea3n xu\u1ea5t l\u00e0 xong\u00a0.\u00a0H\u1ecd y\u00eau c\u1ea7u m\u1ed9t tr\u1ea1ng th\u00e1i x\u00e1c minh li\u00ean t\u1ee5c, \u0111\u00e0o t\u1ea1o l\u1ea1i v\u00e0 l\u00e0m l\u1ea1i \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o h\u1ecd ti\u1ebfp t\u1ee5c cung c\u1ea5p k\u1ebft qu\u1ea3.<\/p>\n<ul>\n<li>X\u00e1c minh.\u00a0C\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u th\u01b0\u1eddng s\u1ebd \u0111\u01b0a ra m\u1ed9t ph\u00e2n \u0111o\u1ea1n d\u1eef li\u1ec7u m\u1edbi, d\u1eef li\u1ec7u \u0111\u1ebfn v\u00e0 sau \u0111\u00f3 x\u00e1c minh d\u1ef1 \u0111o\u00e1n c\u1ee7a m\u00f4 h\u00ecnh \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ch\u00fang g\u1ea7n v\u1edbi d\u1eef li\u1ec7u m\u1edbi, d\u1eef li\u1ec7u \u0111\u1ebfn.<\/li>\n<li>\u0110\u00e0o t\u1ea1o l\u1ea1i.\u00a0N\u1ebfu k\u1ebft qu\u1ea3 c\u1ee7a m\u1ed9t m\u00f4 h\u00ecnh b\u1eaft \u0111\u1ea7u sai l\u1ec7ch \u0111\u00e1ng k\u1ec3 so v\u1edbi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c quan s\u00e1t th\u1ef1c t\u1ebf, \u0111\u00e3 \u0111\u1ebfn l\u00fac ph\u1ea3i \u0111\u00e0o t\u1ea1o l\u1ea1i m\u00f4 h\u00ecnh.\u00a0C\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u s\u1ebd c\u1ea7n t\u00ecm m\u1ed9t b\u1ed9 d\u1eef li\u1ec7u ho\u00e0n to\u00e0n m\u1edbi ph\u1ea3n \u00e1nh c\u00e1c \u0111i\u1ec1u ki\u1ec7n hi\u1ec7n t\u1ea1i.<\/li>\n<li>X\u00e2y d\u1ef1ng l\u1ea1i.\u00a0\u0110\u00f4i khi kh\u00e1i ni\u1ec7m m\u1ed9t m\u00f4 h\u00ecnh ML \u0111\u01b0\u1ee3c cho l\u00e0 d\u1ef1 \u0111o\u00e1n s\u1ebd thay \u0111\u1ed5i r\u1ea5t nhi\u1ec1u \u0111\u1ebfn m\u1ee9c c\u00e1c gi\u1ea3 \u0111\u1ecbnh c\u01a1 b\u1ea3n \u0111i v\u00e0o m\u00f4 h\u00ecnh kh\u00f4ng c\u00f2n h\u1ee3p l\u1ec7.\u00a0Trong nh\u1eefng tr\u01b0\u1eddng h\u1ee3p n\u00e0y, c\u00f3 l\u1ebd \u0111\u00e3 \u0111\u1ebfn l\u00fac x\u00e2y d\u1ef1ng l\u1ea1i ho\u00e0n to\u00e0n m\u00f4 h\u00ecnh t\u1eeb \u0111\u1ea7u.<\/li>\n<\/ul>\n<h4>MLops<\/h4>\n<p>Ho\u1ea1t \u0111\u1ed9ng ML, hay MLOps, l\u00e0 m\u1ed9t kh\u00e1i ni\u1ec7m m\u1edbi n\u1ed5i nh\u1eb1m ch\u1ee7 \u0111\u1ed9ng qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi n\u00e0y.\u00a0Thay v\u00ec m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn \u0111\u1eb7c bi\u1ec7t \u0111\u1ec3 x\u00e1c minh v\u00e0 \u0111\u00e0o t\u1ea1o l\u1ea1i khi th\u00edch h\u1ee3p,\u00a0c\u00e1c c\u00f4ng c\u1ee5 MLOps\u00a0\u0111\u01b0a m\u1ed7i m\u00f4 h\u00ecnh v\u00e0o m\u1ed9t l\u1ecbch tr\u00ecnh \u0111\u1ec3 ph\u00e1t tri\u1ec3n, tri\u1ec3n khai, x\u00e1c minh v\u00e0 \u0111\u00e0o t\u1ea1o l\u1ea1i.\u00a0N\u00f3 t\u00ecm c\u00e1ch chu\u1ea9n h\u00f3a c\u00e1c quy tr\u00ecnh n\u00e0y, m\u1ed9t th\u1ef1c t\u1ebf tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n khi c\u00e1c doanh nghi\u1ec7p bi\u1ebfn ML th\u00e0nh m\u1ed9t th\u00e0nh ph\u1ea7n c\u1ed1t l\u00f5i trong ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ecd.<\/p>\n<h3>Xu h\u01b0\u1edbng t\u01b0\u01a1ng lai<\/h3>\n<p>Khi ch\u00fang ta nh\u00ecn v\u1ec1 t\u01b0\u01a1ng lai c\u1ee7a ML, m\u1ed9t xu h\u01b0\u1edbng bao tr\u00f9m chi\u1ebfm \u01b0u th\u1ebf.\u00a0\u00c1p d\u1ee5ng doanh nghi\u1ec7p s\u1ebd ti\u1ebfp t\u1ee5c t\u0103ng, \u0111\u01b0a c\u00f4ng ngh\u1ec7 t\u1eeb ti\u00ean ti\u1ebfn tr\u1edf th\u00e0nh ch\u1ee7 \u0111\u1ea1o.<\/p>\n<p>Xu h\u01b0\u1edbng \u0111\u00e3 \u0111\u01b0\u1ee3c ti\u1ebfn h\u00e0nh t\u1ed1t.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/enterprise_ai-ml_pillar_ai_intelligence_adoption-h_half_column_desktop.png\" alt=\"Xu h\u01b0\u1edbng \u00e1p d\u1ee5ng AI\" data-src=\"https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/enterprise_ai-ml_pillar_ai_intelligence_adoption-h_half_column_mobile.png\" data-srcset=\"https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/enterprise_ai-ml_pillar_ai_intelligence_adoption-h_half_column_mobile.png 960w,https:\/\/cdn.ttgtmedia.com\/rms\/onlineImages\/enterprise_ai-ml_pillar_ai_intelligence_adoption-h_half_column_desktop.png 1280w\" \/><br \/>\nVi\u1ec7c \u00e1p d\u1ee5ng AI \u0111ang ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng.<\/p>\n<p>M\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t n\u0103m 2019 t\u1eeb c\u00f4ng ty ph\u00e2n t\u00edch Gartner cho th\u1ea5y 37% doanh nghi\u1ec7p \u0111\u00e3 \u00e1p d\u1ee5ng m\u1ed9t s\u1ed1 d\u1ea1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.\u00a0Con s\u1ed1 n\u00e0y t\u0103ng t\u1eeb 10% trong n\u0103m 2015. Theo qu\u1ef9 \u0111\u1ea1o hi\u1ec7n t\u1ea1i, ML \u0111ang tr\u00ean con \u0111\u01b0\u1eddng tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng ngh\u1ec7 ph\u1ed5 bi\u1ebfn trong v\u00e0i n\u0103m t\u1edbi.\u00a0Trong b\u1ea3ng x\u1ebfp h\u1ea1ng 10\u00a0xu h\u01b0\u1edbng\u00a0d\u1eef li\u1ec7u v\u00e0 ph\u00e2n t\u00edch h\u00e0ng \u0111\u1ea7u\u00a0cho n\u0103m 2020, c\u00f4ng ty ph\u00e2n t\u00edch \u0111\u1eb7t t\u00ean &#8220;AI th\u00f4ng minh h\u01a1n, nhanh h\u01a1n v\u00e0 c\u00f3 tr\u00e1ch nhi\u1ec7m h\u01a1n&#8221; l\u00e0 xu h\u01b0\u1edbng h\u00e0ng \u0111\u1ea7u c\u1ee7a n\u0103m.\u00a0B\u00e1o c\u00e1o, l\u01b0u \u00fd t\u1ea7m quan tr\u1ecdng quan tr\u1ecdng c\u1ee7a ML v\u00e0 c\u00e1c k\u1ef9 thu\u1eadt AI kh\u00e1c trong vi\u1ec7c cung c\u1ea5p c\u00e1i nh\u00ecn s\u00e2u s\u1eafc v\u1ec1 \u0111\u1ea1i d\u1ecbch coronavirus to\u00e0n c\u1ea7u, d\u1ef1 \u0111o\u00e1n r\u1eb1ng v\u00e0o n\u0103m 2024, 75% c\u00e1c t\u1ed5 ch\u1ee9c s\u1ebd chuy\u1ec3n t\u1eeb th\u00ed \u0111i\u1ec3m sang v\u1eadn h\u00e0nh AI.\u00a0Do t\u1ef7 l\u1ec7 ch\u1ea5p nh\u1eadn ML cao trong doanh nghi\u1ec7p, th\u1ecb tr\u01b0\u1eddng c\u00f4ng c\u1ee5 ML \u0111ang ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng.\u00a0C\u00f4ng ty ph\u00e2n t\u00edch Nghi\u00ean c\u1ee9u v\u00e0 Th\u1ecb tr\u01b0\u1eddng d\u1ef1 \u0111o\u00e1n r\u1eb1ng th\u1ecb tr\u01b0\u1eddng ML s\u1ebd t\u0103ng l\u00ean $ 8,8 t\u1ef7 v\u00e0o n\u0103m 2022, t\u1eeb m\u1ee9c 1,4 t\u1ef7 \u0111\u00f4 la trong n\u0103m 2017.<\/p>\n<p>Nh\u1eefng l\u00fd do cho \u0111i\u1ec1u n\u00e0y l\u00e0 r\u00f5 r\u00e0ng.\u00a0C\u00e1c c\u00f4ng ty th\u00e0nh c\u00f4ng nh\u1ea5t hi\u1ec7n nay, nh\u01b0 Amazon, Google v\u00e0 Uber, \u0111\u1eb7t c\u00e1c \u1ee9ng d\u1ee5ng ML v\u00e0o trung t\u00e2m c\u1ee7a m\u00f4 h\u00ecnh kinh doanh c\u1ee7a h\u1ecd.\u00a0Thay v\u00ec xem ML nh\u01b0 m\u1ed9t c\u00f4ng ngh\u1ec7 d\u1ec5 c\u00f3, c\u00e1c doanh nghi\u1ec7p \u0111\u1ea7u ng\u00e0nh \u0111ang s\u1eed d\u1ee5ng c\u00f4ng ngh\u1ec7 ML v\u00e0 c\u00f4ng ngh\u1ec7 AI l\u00e0 quan tr\u1ecdng \u0111\u1ec3 duy tr\u00ec l\u1ee3i th\u1ebf c\u1ea1nh tranh c\u1ee7a h\u1ecd, nh\u01b0 nh\u00e0 v\u0103n c\u00f4ng ngh\u1ec7 George Lawton \u0111\u00e3 kh\u00e1m ph\u00e1 trong &#8221;\u00a0T\u00ecm hi\u1ec3u gi\u00e1 tr\u1ecb kinh doanh c\u1ee7a c\u00e1c k\u1ef9 thu\u1eadt kh\u00e1c nhau c\u1ee7a AI\u00a0. &#8221;<\/p>\n<p>Nh\u1eefng ti\u1ebfn b\u1ed9 trong h\u1ecdc t\u1eadp s\u00e2u\u00a0&#8211; m\u1ed9t lo\u1ea1i h\u00ecnh ML d\u1ef1a tr\u00ean m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh &#8211; \u0111\u00e3 \u0111\u00f3ng m\u1ed9t vai tr\u00f2 r\u1ea5t l\u1edbn trong vi\u1ec7c \u0111\u01b0a AI tr\u1edf th\u00e0nh ti\u00ean phong trong doanh nghi\u1ec7p.\u00a0M\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh l\u00e0 t\u01b0\u01a1ng \u0111\u1ed1i ph\u1ed5 bi\u1ebfn trong c\u00e1c \u1ee9ng d\u1ee5ng doanh nghi\u1ec7p ng\u00e0y nay.\u00a0C\u00e1c\u00a0k\u1ef9 thu\u1eadt h\u1ecdc s\u00e2u\u00a0ti\u00ean ti\u1ebfn\u00a0n\u00e0y\u00a0cho ph\u00e9p c\u00e1c m\u00f4 h\u00ecnh th\u1ef1c hi\u1ec7n m\u1ecdi th\u1ee9 t\u1eeb nh\u1eadn d\u1ea1ng \u0111\u1ed1i t\u01b0\u1ee3ng trong h\u00ecnh \u1ea3nh \u0111\u1ec3 t\u1ea1o v\u0103n b\u1ea3n ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean cho c\u00e1c m\u00f4 t\u1ea3 s\u1ea3n ph\u1ea9m v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng kh\u00e1c.\u00a0Ng\u00e0y nay, c\u00f3 m\u1ed9t s\u1ed1 lo\u1ea1i m\u1ea1ng th\u1ea7n kinh kh\u00e1c nhau, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c c\u00f4ng vi\u1ec7c c\u1ee5 th\u1ec3.\u00a0Nh\u01b0 nh\u00e0 v\u0103n c\u00f4ng ngh\u1ec7 David Petersson \u0111\u00e3 gi\u1ea3i th\u00edch trong &#8221;\u00a0CNNs so v\u1edbi RNNs: Ch\u00fang kh\u00e1c nhau nh\u01b0 th\u1ebf n\u00e0o v\u00e0 ch\u00fang tr\u00f9ng nhau \u1edf \u0111\u00e2u\u00a0&#8220;, hi\u1ec3u \u0111\u01b0\u1ee3c s\u1ef1 \u0111\u1ed9c \u0111\u00e1o c\u1ee7a c\u00e1c lo\u1ea1i thu\u1eadt to\u00e1n kh\u00e1c nhau l\u00e0 ch\u00eca kh\u00f3a \u0111\u1ec3 t\u1eadn d\u1ee5ng t\u1ed1i \u0111a ch\u00fang.<\/p>\n<p>B\u00e2y gi\u1edd n\u00f3 \u0111\u01b0\u1ee3c xem l\u00e0 kh\u00f4ng th\u1ec3 tr\u00e1nh kh\u1ecfi r\u1eb1ng m\u1ed9t l\u01b0\u1ee3ng l\u1edbn c\u00f4ng vi\u1ec7c tri th\u1ee9c s\u1ebd \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a.\u00a0Ngay c\u1ea3 m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c s\u00e1ng t\u1ea1o \u0111ang b\u1ecb x\u00e2m nh\u1eadp b\u1edfi c\u00e1c \u1ee9ng d\u1ee5ng AI \u0111i\u1ec1u khi\u1ec3n ML.\u00a0\u0110i\u1ec1u n\u00e0y \u0111ang \u0111\u1eb7t ra c\u00e2u h\u1ecfi v\u1ec1 t\u01b0\u01a1ng lai c\u1ee7a c\u00f4ng vi\u1ec7c.\u00a0Trong m\u1ed9t th\u1ebf gi\u1edbi n\u01a1i m\u00e1y m\u00f3c c\u00f3 th\u1ec3 qu\u1ea3n l\u00fd quan h\u1ec7 kh\u00e1ch h\u00e0ng, ph\u00e1t hi\u1ec7n ung th\u01b0 trong h\u00ecnh \u1ea3nh y t\u1ebf, ti\u1ebfn h\u00e0nh \u0111\u00e1nh gi\u00e1 ph\u00e1p l\u00fd, th\u00fac \u0111\u1ea9y c\u00e1c container v\u1eadn chuy\u1ec3n tr\u00ean to\u00e0n qu\u1ed1c v\u00e0 s\u1ea3n xu\u1ea5t t\u00e0i s\u1ea3n s\u00e1ng t\u1ea1o, vai tr\u00f2 c\u1ee7a c\u00f4ng nh\u00e2n l\u00e0 g\u00ec?\u00a0Nh\u1eefng ng\u01b0\u1eddi \u1ee7ng h\u1ed9 AI cho bi\u1ebft t\u1ef1 \u0111\u1ed9ng h\u00f3a s\u1ebd gi\u1ea3i ph\u00f3ng m\u1ecdi ng\u01b0\u1eddi \u0111\u1ec3 theo \u0111u\u1ed5i c\u00e1c ho\u1ea1t \u0111\u1ed9ng s\u00e1ng t\u1ea1o h\u01a1n b\u1eb1ng c\u00e1ch lo\u1ea1i b\u1ecf c\u00e1c nhi\u1ec7m v\u1ee5 v\u1eb9t.\u00a0Nh\u01b0ng nh\u1eefng ng\u01b0\u1eddi kh\u00e1c lo l\u1eafng r\u1eb1ng m\u1ed9t \u1ed5 \u0111\u0129a kh\u00f4ng ng\u1eebng cho t\u1ef1 \u0111\u1ed9ng h\u00f3a s\u1ebd \u0111\u1ec3 l\u1ea1i kh\u00f4ng gian nh\u1ecf cho c\u00f4ng nh\u00e2n.<\/p>\n<p><iframe title=\"What is <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a> and What is it Used For?\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/bDAyquF-BrQ?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<h3>Nh\u00e0 cung c\u1ea5p v\u00e0 n\u1ec1n t\u1ea3ng<\/h3>\n<p>C\u00e1c doanh nghi\u1ec7p t\u00ecm c\u00e1ch tri\u1ec3n khai ML kh\u00f4ng thi\u1ebfu c\u00e1c l\u1ef1a ch\u1ecdn.\u00a0Kh\u00f4ng gian ML c\u00f3 s\u1ef1 c\u1ea1nh tranh m\u1ea1nh m\u1ebd gi\u1eefa c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 ph\u1ea7n m\u1ec1m ngu\u1ed3n m\u1edf \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng v\u00e0 h\u1ed7 tr\u1ee3 b\u1edfi c\u00e1c nh\u00e0 cung c\u1ea5p truy\u1ec1n th\u1ed1ng.\u00a0B\u1ea5t k\u1ec3\u00a0doanh nghi\u1ec7p ch\u1ecdn ph\u1ea7n m\u1ec1m ML\u00a0t\u1eeb nh\u00e0 cung c\u1ea5p hay c\u00f4ng c\u1ee5 ngu\u1ed3n m\u1edf, th\u00f4ng th\u01b0\u1eddng c\u00e1c \u1ee9ng d\u1ee5ng s\u1ebd \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong m\u00f4i tr\u01b0\u1eddng <a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a> v\u00e0 \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i d\u01b0\u1edbi d\u1ea1ng d\u1ecbch v\u1ee5.\u00a0C\u00f3 nhi\u1ec1u nh\u00e0 cung c\u1ea5p v\u00e0 n\u1ec1n t\u1ea3ng h\u01a1n m\u1ed9t b\u00e0i vi\u1ebft c\u00f3 th\u1ec3 n\u00eau t\u00ean, nh\u01b0ng danh s\u00e1ch sau \u0111\u00e2y cung c\u1ea5p m\u1ed9t c\u00e1i nh\u00ecn t\u1ed5ng quan c\u1ea5p cao v\u1ec1 c\u00e1c d\u1ecbch v\u1ee5 t\u1eeb m\u1ed9t s\u1ed1 ng\u01b0\u1eddi ch\u01a1i l\u1edbn h\u01a1n trong l\u0129nh v\u1ef1c n\u00e0y.<\/p>\n<h4>C\u00f4ng c\u1ee5 b\u00e1n h\u00e0ng<\/h4>\n<ul>\n<li>Amazon Sagemaker l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng l\u00e0m vi\u1ec7c \u1edf m\u1ed9t m\u1ee9c \u0111\u1ed9 tr\u1eebu t\u01b0\u1ee3ng.\u00a0Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ch\u1ea1y c\u00e1c thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c s\u00e0ng l\u1ecdc tr\u01b0\u1edbc cho kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c \u0111\u01a1n gi\u1ea3n ho\u1eb7c t\u1ef1 vi\u1ebft m\u00e3 cho c\u00e1c \u1ee9ng d\u1ee5ng m\u1edf r\u1ed9ng h\u01a1n.<\/li>\n<li>Google Cloud l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c d\u1ecbch v\u1ee5 tr\u1ea3i r\u1ed9ng t\u1eeb c\u00e1c th\u00e0nh ph\u1ea7n AI c\u1eafm v\u00e0 ch\u1ea1y \u0111\u1ebfn c\u00e1c c\u00f4ng c\u1ee5 ph\u00e1t tri\u1ec3n khoa h\u1ecdc d\u1eef li\u1ec7u.<\/li>\n<li>IBM Watson Machine Learning \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i th\u00f4ng qua \u0111\u00e1m m\u00e2y c\u1ee7a IBM v\u00e0 cho ph\u00e9p c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u x\u00e2y d\u1ef1ng, \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng ML.<\/li>\n<li>Microsoft Azure Machine Learning Studio l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng \u0111\u1ed3 h\u1ecda h\u1ed7 tr\u1ee3 x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh ML tr\u00ean \u0111\u00e1m m\u00e2y c\u1ee7a Microsoft.<\/li>\n<li>C\u00f4ng ty khai th\u00e1c doanh nghi\u1ec7p SAS l\u00e0 m\u1ed9t d\u1ecbch v\u1ee5 ML t\u1eeb m\u1ed9t c\u00f4ng ty ph\u00e2n t\u00edch truy\u1ec1n th\u1ed1ng h\u01a1n.\u00a0N\u00f3 t\u1eadp trung v\u00e0o vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng ML doanh nghi\u1ec7p v\u00e0 s\u1ea3n xu\u1ea5t ch\u00fang m\u1ed9t c\u00e1ch nhanh ch\u00f3ng.<\/li>\n<\/ul>\n<h4>M\u00e3 ngu\u1ed3n m\u1edf<\/h4>\n<ul>\n<li>Caffe l\u00e0 m\u1ed9t khung \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t \u0111\u1ec3 h\u1ed7 tr\u1ee3 ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc t\u1eadp s\u00e2u &#8211; \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh.<\/li>\n<li>Scikit-learn l\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n m\u00e3 ngu\u1ed3n m\u1edf c\u1ee7a c\u00e1c m\u00f4-\u0111un m\u00e3 Python cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng th\u1ef1c hi\u1ec7n c\u00e1c kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c ML truy\u1ec1n th\u1ed1ng nh\u01b0 ph\u00e2n t\u00edch h\u1ed3i quy v\u00e0 ph\u00e2n c\u1ee5m.<\/li>\n<li>TensorFlow l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng ML \u0111\u01b0\u1ee3c Google x\u00e2y d\u1ef1ng v\u00e0 m\u1edf ngu\u1ed3n.\u00a0N\u00f3 th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e1t tri\u1ec3n m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh.<\/li>\n<li>Theano ban \u0111\u1ea7u \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh v\u00e0o n\u0103m 2007 v\u00e0 l\u00e0 m\u1ed9t trong nh\u1eefng th\u01b0 vi\u1ec7n ML l\u00e2u \u0111\u1eddi nh\u1ea5t v\u00e0 \u0111\u00e1ng tin c\u1eady nh\u1ea5t.\u00a0N\u00f3 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a \u0111\u1ec3 ch\u1ea1y c\u00e1c c\u00f4ng vi\u1ec7c tr\u00ean GPU, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn vi\u1ec7c \u0111\u00e0o t\u1ea1o thu\u1eadt to\u00e1n ML nhanh.<\/li>\n<li>Torch l\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n ML \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c thu\u1eadt to\u00e1n tr\u00ean GPU.\u00a0N\u00f3 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng ch\u1ee7 y\u1ebfu \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh h\u1ecdc t\u1eadp s\u00e2u.<\/li>\n<\/ul>\n<p>M\u1ed9t danh s\u00e1ch \u0111\u1ea7y \u0111\u1ee7 h\u01a1n v\u1ec1 c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a nh\u00e0 cung c\u1ea5p c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00ecm th\u1ea5y trong\u00a0t\u1ed5ng quan\u00a0chuy\u00ean m\u00f4n n\u00e0y\u00a0v\u1ec1 c\u00e1c n\u1ec1n t\u1ea3ng ML\u00a0.<\/p>\n<p>Nh\u00ecn chung, h\u1ea7u h\u1ebft ng\u01b0\u1eddi d\u00f9ng ML doanh nghi\u1ec7p coi c\u00e1c c\u00f4ng c\u1ee5 ngu\u1ed3n m\u1edf l\u00e0 s\u00e1ng t\u1ea1o v\u00e0 m\u1ea1nh m\u1ebd h\u01a1n.\u00a0Tuy nhi\u00ean, v\u1eabn c\u00f2n m\u1ed9t tr\u01b0\u1eddng h\u1ee3p m\u1ea1nh m\u1ebd cho c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ed9c quy\u1ec1n, v\u00ec c\u00e1c nh\u00e0 cung c\u1ea5p cung c\u1ea5p \u0111\u00e0o t\u1ea1o v\u00e0 h\u1ed7 tr\u1ee3 th\u01b0\u1eddng kh\u00f4ng c\u00f3 trong c\u00e1c d\u1ecbch v\u1ee5 ngu\u1ed3n m\u1edf.\u00a0Nhi\u1ec1u c\u00f4ng c\u1ee5 c\u1ee7a nh\u00e0 cung c\u1ea5p ng\u00e0y nay h\u1ed7 tr\u1ee3 s\u1eed d\u1ee5ng c\u00e1c th\u01b0 vi\u1ec7n ngu\u1ed3n m\u1edf, cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng c\u00f3 \u0111\u01b0\u1ee3c c\u1ea3 hai th\u1ebf gi\u1edbi t\u1ed1t nh\u1ea5t.<\/p>\n<p><em>Nguu\u1ed3n\u00a0<\/em>Tech target<\/p>\n","protected":false},"excerpt":{"rendered":"<p>C&aacute;c doanh nghi&#7879;p &#273;ang &aacute;p d&#7909;ng c&ocirc;ng ngh&#7879; h&#7885;c m&aacute;y (Machine Learning, ML) v&#7899;i t&#7889;c &#273;&#7897; nhanh ch&oacute;ng. Trong h&#432;&#7899;ng d&#7851;n n&agrave;y, ch&uacute;ng t&ocirc;i chia nh&#7887; nh&#7919;ng g&igrave; b&#7841;n c&#7847;n bi&#7871;t v&#7873; c&ocirc;ng ngh&#7879; mang t&iacute;nh b&#432;&#7899;c ngo&#7863;t n&agrave;y. Machine Learning cho c&aacute;c &#7913;ng d&#7909;ng trong doanh nghi&#7879;p &#273;ang b&ugrave;ng n&#7893;. T&#7915; vi&#7879;c c&#7843;i thi&#7879;n&#8230;<\/p>\n","protected":false},"author":2,"featured_media":6271,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[],"class_list":["post-6245","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>H\u01b0\u1edbng d\u1eabn chi ti\u1ebft v\u1ec1 Machine Learning trong doanh nghi\u1ec7p - 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\/tong-hop\/huong-dan-chi-tiet-ve-machine-learning-trong-doanh-nghiep-p6245\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"H\u01b0\u1edbng d\u1eabn chi ti\u1ebft v\u1ec1 Machine Learning trong doanh nghi\u1ec7p - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"C&aacute;c doanh nghi&#7879;p &#273;ang &aacute;p d&#7909;ng c&ocirc;ng ngh&#7879; h&#7885;c m&aacute;y (Machine Learning, ML) v&#7899;i t&#7889;c &#273;&#7897; nhanh ch&oacute;ng. Trong h&#432;&#7899;ng d&#7851;n n&agrave;y, ch&uacute;ng t&ocirc;i chia nh&#7887; nh&#7919;ng g&igrave; b&#7841;n c&#7847;n bi&#7871;t v&#7873; c&ocirc;ng ngh&#7879; mang t&iacute;nh b&#432;&#7899;c ngo&#7863;t n&agrave;y. Machine Learning cho c&aacute;c &#7913;ng d&#7909;ng trong doanh nghi&#7879;p &#273;ang b&ugrave;ng n&#7893;. 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