Trong th\u1eddi \u0111\u1ea1i m\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang bi\u1ebfn \u0111\u1ed5i s\u00e2u s\u1eafc cu\u1ed9c s\u1ed1ng h\u00e0ng ng\u00e0y c\u1ee7a ch\u00fang ta, vi\u1ec7c hi\u1ec3u c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh h\u1ed7 tr\u1ee3 AI \u0111ang tr\u1edf n\u00ean thi\u1ebft y\u1ebfu. C\u00e1c chuy\u00ean gia, d\u00f9 l\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n hay nh\u00e0 nghi\u00ean c\u1ee9u, \u0111\u1ec1u d\u1ef1a v\u00e0o c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y \u0111\u1ec3 t\u1ea1o ra c\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng minh c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi, ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 t\u01b0\u01a1ng t\u00e1c v\u1edbi m\u00f4i tr\u01b0\u1eddng c\u1ee7a h\u1ecd. B\u00e0i vi\u1ebft n\u00e0y kh\u00e1m ph\u00e1 c\u00e1c ng\u00f4n ng\u1eef \u0111\u1ecbnh h\u00ecnh t\u01b0\u01a1ng lai c\u1ee7a AI, cung c\u1ea5p t\u1ed5ng quan v\u1ec1 c\u00e1c ng\u00f4n ng\u1eef ph\u1ed5 bi\u1ebfn nh\u1ea5t v\u00e0 c\u00e1c t\u00ednh n\u0103ng khi\u1ebfn ch\u00fang tr\u1edf n\u00ean kh\u00f4ng th\u1ec3 thi\u1ebfu trong l\u0129nh v\u1ef1c n\u0103ng \u0111\u1ed9ng n\u00e0y.<\/p>\n\n
Khi n\u00f3i \u0111\u1ebfn ph\u00e1t tri\u1ec3n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, Python<\/strong> v\u00e0 R<\/strong> th\u1ed1ng tr\u1ecb b\u1ed1i c\u1ea3nh. Nh\u1eefng ng\u00f4n ng\u1eef n\u00e0y \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 cao kh\u00f4ng ch\u1ec9 v\u00ec t\u00ednh \u0111\u01a1n gi\u1ea3n c\u1ee7a ch\u00fang m\u00e0 c\u00f2n v\u00ec h\u1ec7 sinh th\u00e1i phong ph\u00fa c\u1ee7a c\u00e1c th\u01b0 vi\u1ec7n chuy\u00ean bi\u1ec7t gi\u00fap t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho c\u00f4ng vi\u1ec7c c\u1ee7a c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n.<\/p>\n\n Python \u0111\u00e3 kh\u1eb3ng \u0111\u1ecbnh m\u00ecnh l\u00e0 ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c l\u1ef1a ch\u1ecdn trong nhi\u1ec1u l\u0129nh v\u1ef1c, bao g\u1ed3m c\u1ea3 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. S\u1ef1 ph\u1ed5 bi\u1ebfn c\u1ee7a n\u00f3 l\u00e0 do m\u1ed9t s\u1ed1 y\u1ebfu t\u1ed1:<\/p>\n\n Trong khi Python th\u01b0\u1eddng \u0111\u01b0\u1ee3c coi l\u00e0 c\u00f4ng c\u1ee5 d\u1eabn \u0111\u1ea7u trong ph\u00e1t tri\u1ec3n AI, R v\u1eabn l\u00e0 l\u1ef1a ch\u1ecdn h\u00e0ng \u0111\u1ea7u cho ph\u00e2n t\u00edch th\u1ed1ng k\u00ea:<\/strong> Th\u01b0 vi\u1ec7n chuy\u00ean bi\u1ec7t:<\/p>\n\n Java ,<\/strong>C++ v\u00e0<\/strong> Julia \u0111\u00e1ng \u0111\u01b0\u1ee3c ch\u00fa \u00fd \u0111\u1eb7c bi\u1ec7t do c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m ri\u00eang c\u1ee7a ch\u00fang.<\/strong> Java: T\u00ednh \u1ed5n \u0111\u1ecbnh v\u00e0 kh\u1ea3 n\u0103ng di \u0111\u1ed9ng cho c\u00e1c doanh nghi\u1ec7p l\u1edbn<\/p>\n\n Kh\u1ea3 n\u0103ng di \u0111\u1ed9ng:<\/p>\n\n C++ cho ph\u00e9p ki\u1ec3m so\u00e1t ho\u00e0n to\u00e0n b\u1ed9 nh\u1edb v\u00e0 quy tr\u00ecnh, r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng th\u1eddi gian th\u1ef1c.<\/strong> T\u1ed1i \u01b0u h\u00f3a:<\/p>\n\n \u0110\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho m\u00e1y t\u00ednh khoa h\u1ecdc:<\/strong> Julia \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho c\u00e1c ph\u00e9p t\u00ednh s\u1ed1, gi\u00fap c\u00e1c ph\u00e9p to\u00e1n ph\u1ee9c t\u1ea1p tr\u1edf n\u00ean hi\u1ec7u qu\u1ea3 h\u01a1n.<\/p>\n\n , Prolog<\/strong>, Lisp<\/strong>v\u00e0 MATLAB<\/strong>, c\u0169ng mang l\u1ea1i nh\u1eefng l\u1ee3i th\u1ebf c\u1ee5 th\u1ec3 cho c\u00e1c d\u1ef1 \u00e1n tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Scala: L\u1ef1a ch\u1ecdn t\u1ed1t cho c\u00e1c \u1ee9ng d\u1ee5ng d\u1eef li\u1ec7u l\u1edbn<\/strong> Scala th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng do t\u00edch h\u1ee3p v\u1edbi Apache Spark, m\u1ed9t khu\u00f4n kh\u1ed5 ph\u1ed5 bi\u1ebfn \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn. \u0110i\u1ec3m m\u1ea1nh c\u1ee7a n\u00f3 bao g\u1ed3m: Kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c v\u1edbi Java:<\/strong> Scala ch\u1ea1y tr\u00ean M\u00e1y \u1ea3o Java (JVM) v\u00e0 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Java tr\u1ef1c ti\u1ebfp.<\/p>\n\n N\u00f3 k\u1ebft h\u1ee3p l\u1eadp tr\u00ecnh h\u01b0\u1edbng ch\u1ee9c n\u0103ng v\u00e0 h\u01b0\u1edbng \u0111\u1ed1i t\u01b0\u1ee3ng, cho ph\u00e9p ti\u1ebfp c\u1eadn linh ho\u1ea1t v\u1edbi qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n AI. JavaScript: AI trong Duy\u1ec7t web<\/strong> V\u1edbi s\u1ef1 m\u1edf r\u1ed9ng c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng web th\u00f4ng minh,<\/p>\n\n Cho ph\u00e9p ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh AI c\u00f3 th\u1ec3 ch\u1ea1y tr\u1ef1c ti\u1ebfp trong tr\u00ecnh duy\u1ec7t. Prolog: Logic ph\u1ee5c v\u1ee5 AI<\/strong> Prolog<\/p>\n\n B\u1ea3ng t\u00f3m t\u1eaft c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/strong> Ng\u00f4n ng\u1eef<\/p>\n\n <\/p>\n\n\n","protected":false},"excerpt":{"rendered":" Trong th\u1eddi \u0111\u1ea1i m\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang bi\u1ebfn \u0111\u1ed5i s\u00e2u s\u1eafc cu\u1ed9c s\u1ed1ng h\u00e0ng ng\u00e0y c\u1ee7a ch\u00fang ta, vi\u1ec7c hi\u1ec3u c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh h\u1ed7 tr\u1ee3 AI \u0111ang tr\u1edf n\u00ean thi\u1ebft y\u1ebfu. C\u00e1c chuy\u00ean gia, d\u00f9 l\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n hay nh\u00e0 nghi\u00ean c\u1ee9u, \u0111\u1ec1u d\u1ef1a v\u00e0o c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y […]<\/p>\n","protected":false},"author":1,"featured_media":43408,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[77],"tags":[],"class_list":["post-43432","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-non-classe-vi"],"_links":{"self":[{"href":"https:\/\/mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/43432","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/comments?post=43432"}],"version-history":[{"count":1,"href":"https:\/\/mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/43432\/revisions"}],"predecessor-version":[{"id":43433,"href":"https:\/\/mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/posts\/43432\/revisions\/43433"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/media\/43408"}],"wp:attachment":[{"href":"https:\/\/mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/media?parent=43432"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/categories?post=43432"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mon-agent-ia.fr\/blog\/wp-json\/wp\/v2\/tags?post=43432"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}T\u1ea1i sao Python l\u1ea1i l\u00e0 ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c l\u1ef1a ch\u1ecdn cho AI?<\/h3>\n\n
Vai tr\u00f2 c\u1ee5 th\u1ec3 c\u1ee7a R trong ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/h3>\n\n
Ngo\u00e0i Python v\u00e0 R, c\u00e1c ng\u00f4n ng\u1eef kh\u00e1c c\u0169ng \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Trong s\u1ed1 \u0111\u00f3,<\/h2>\n\n
Java l\u00e0 ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng doanh nghi\u1ec7p v\u00e0 AI. C\u00e1c \u01b0u \u0111i\u1ec3m c\u1ee7a n\u00f3 bao g\u1ed3m:<\/h3>\n\n
Truy c\u1eadp c\u1ea5p th\u1ea5p:<\/h3>\n\n
Julia k\u1ebft h\u1ee3p hi\u1ec7u su\u1ea5t c\u1ee7a C v\u1edbi t\u00ednh d\u1ec5 s\u1eed d\u1ee5ng c\u1ee7a Python, khi\u1ebfn n\u00f3 tr\u1edf th\u00e0nh l\u1ef1a ch\u1ecdn l\u00fd t\u01b0\u1edfng cho vi\u1ec7c t\u1ea1o m\u1eabu v\u00e0 ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng.<\/h3>\n\n
JavaScript<\/h2>\n\n
C\u00fa ph\u00e1p hi\u1ec7n \u0111\u1ea1i:<\/h3>\n\n
C\u00e1c th\u01b0 vi\u1ec7n nh\u01b0 TensorFlow.js:<\/h3>\n\n
Th\u1ef1c t\u1ebf cho c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u00f2i h\u1ecfi ph\u1ea3i ra quy\u1ebft \u0111\u1ecbnh ph\u1ee9c t\u1ea1p.<\/h3>\n\n
H\u1ecdc m\u00e1y, ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/h2>\n\n
\n\n
\n \nR<\/th>\n Ph\u00e2n t\u00edch th\u1ed1ng k\u00ea, tr\u1ef1c quan h\u00f3a<\/th>\n Th\u1ed1ng k\u00ea, tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u<\/th>\n<\/tr>\n<\/thead>\n \n Java<\/td>\n Kh\u1ea3 n\u0103ng di \u0111\u1ed9ng, hi\u1ec7u qu\u1ea3<\/td>\n \u1ee8ng d\u1ee5ng doanh nghi\u1ec7p<\/td>\n<\/tr>\n \n C++<\/td>\n Hi\u1ec7u su\u1ea5t, Truy c\u1eadp c\u1ea5p th\u1ea5p<\/td>\n \u1ee8ng d\u1ee5ng th\u1eddi gian th\u1ef1c<\/td>\n<\/tr>\n \n Julia<\/td>\n Nhanh ch\u00f3ng, \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho m\u00e1y t\u00ednh khoa h\u1ecdc<\/td>\n Ph\u00e2n t\u00edch d\u1eef li\u1ec7u, AI<\/td>\n<\/tr>\n \n Scala<\/td>\n Kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c c\u1ee7a Java, C\u00fa ph\u00e1p hi\u1ec7n \u0111\u1ea1i<\/td>\n D\u1eef li\u1ec7u l\u1edbn v\u1edbi Apache Spark<\/td>\n<\/tr>\n \n JavaScript<\/td>\n \u1ee8ng d\u1ee5ng web, T\u00edch h\u1ee3p AI<\/td>\n \u1ee8ng d\u1ee5ng front-end<\/td>\n<\/tr>\n \n Prolog<\/td>\n Logic, L\u1eadp tr\u00ecnh khai b\u00e1o<\/td>\n H\u1ec7 th\u1ed1ng chuy\u00ean gia<\/td>\n<\/tr>\n \n Khi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n, t\u1ea7m quan tr\u1ecdng c\u1ee7a c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh n\u00e0y s\u1ebd ch\u1ec9 t\u0103ng l\u00ean. Hi\u1ec3u \u0111\u01b0\u1ee3c \u0111i\u1ec3m m\u1ea1nh c\u1ee7a ch\u00fang v\u00e0 bi\u1ebft c\u00e1ch s\u1eed d\u1ee5ng ch\u00fang c\u00f3 th\u1ec3 t\u1ea1o n\u00ean s\u1ef1 kh\u00e1c bi\u1ec7t cho c\u00e1c d\u1ef1 \u00e1n trong t\u01b0\u01a1ng lai trong l\u0129nh v\u1ef1c n\u00e0y. B\u1eb1ng c\u00e1ch \u0111i\u1ec1u h\u01b0\u1edbng c\u00e1c c\u00f4ng ngh\u1ec7 n\u00e0y, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n v\u00e0 nh\u00e0 nghi\u00ean c\u1ee9u \u0111ang m\u1edf \u0111\u01b0\u1eddng cho nh\u1eefng \u0111\u1ed5i m\u1edbi v\u00e0 \u1ee9ng d\u1ee5ng s\u1ebd thay \u0111\u1ed5i cu\u1ed9c s\u1ed1ng h\u00e0ng ng\u00e0y c\u1ee7a ch\u00fang ta.<\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n