{"id":3359,"date":"2021-05-10T01:26:51","date_gmt":"2021-05-10T01:26:51","guid":{"rendered":"http:\/\/localhost\/courses\/artificial-intelligence-reinforcement-learning-in-python\/"},"modified":"2024-04-25T15:52:28","modified_gmt":"2024-04-25T08:52:28","slug":"tri-tue-nhan-tao-va-du-lieu-lon","status":"publish","type":"courses","link":"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/","title":{"rendered":"Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn"},"content":{"rendered":"

1. M\u1ed9t s\u1ed1 th\u00f4ng tin v\u1ec1 ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o<\/h3>\n

– <\/strong>T\u00ean ng\u00e0nh \u0111\u00e0o t\u1ea1o:<\/p>\n

+ Ti\u1ebfng Vi\u1ec7t: Khoa h\u1ecdc M\u00e1y t\u00ednh<\/strong><\/span><\/p>\n

+ Ti\u1ebfng Anh: Computer Science<\/strong><\/span><\/p>\n

– M\u00e3 ng\u00e0nh \u0111\u00e0o t\u1ea1o: 7480101<\/strong><\/span><\/p>\n

– T\u1ed5 h\u1ee3p x\u00e9t tuy\u1ec3n: A00, A01, D01, D90<\/strong><\/span><\/p>\n

– Tr\u00ecnh \u0111\u1ed9 \u0111\u00e0o t\u1ea1o: C\u1eed nh\u00e2n<\/strong><\/span><\/p>\n

– Th\u1eddi gian \u0111\u00e0o t\u1ea1o: 03 n\u0103m (kh\u00f4ng t\u00ednh c\u00e1c h\u1ecdc ph\u1ea7n Ti\u1ebfng Anh, Gi\u00e1o d\u1ee5c th\u1ec3 ch\u1ea5t, Gi\u00e1o d\u1ee5c Qu\u1ed1c ph\u00f2ng v\u00e0 An ninh)<\/strong><\/span><\/p>\n

– T\u00ean v\u0103n b\u1eb1ng sau t\u1ed1t nghi\u1ec7p:<\/p>\n

+ Ti\u1ebfng Vi\u1ec7t: C\u1eed nh\u00e2n Khoa h\u1ecdc M\u00e1y t\u00ednh<\/strong><\/span><\/p>\n

+ Ti\u1ebfng Anh: Bachelor in Computer Science<\/strong><\/span><\/p>\n

2. M\u1ee5c ti\u00eau c\u1ee7a ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o<\/h3>\n

2.1. <\/em>T\u1ed5ng quan v\u1ec1 ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o<\/em><\/strong><\/p>\n

T\u1ef1 h\u00e0o l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4i tr\u01b0\u1eddng ti\u00ean phong \u0111\u00e0o t\u1ea1o \u0111\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn \u1edf b\u1eadc \u0110\u1ea1i h\u1ecdc – m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh m\u1edbi t\u1ea1i Vi\u1ec7t Nam, Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC \u0111\u00e3 \u0111\u1ea7u t\u01b0 v\u1ec1 c\u01a1 s\u1edf v\u1eadt ch\u1ea5t, c\u00f9ng v\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia \u0111\u1ea7u ng\u00e0nh v\u00e0 gi\u1ea3ng vi\u00ean tr\u00ecnh \u0111\u1ed9 cao v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, x\u00e2y d\u1ef1ng ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o v\u00e0 tuy\u1ec3n sinh c\u1eed nh\u00e2n ng\u00e0nh C\u00f4ng ngh\u1ec7 th\u00f4ng tin t\u1eeb n\u0103m 2022. Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o c\u1eed nh\u00e2n ng\u00e0nh C\u00f4ng ngh\u1ec7 Th\u00f4ng tin \u0111\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn c\u1ee7a Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf v\u00e0 x\u00e2y d\u1ef1ng nh\u1eb1m \u0111\u00e0o t\u1ea1o ra c\u00e1c nh\u00e0 khoa h\u1ecdc v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, s\u1eb5n s\u00e0ng \u0111\u00e1p \u1ee9ng nhu c\u1ea7u nh\u00e2n l\u1ef1c trong m\u1ed9t ng\u00e0nh \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 l\u00e0 tr\u1ee5 c\u1ed9t c\u1ee7a cu\u1ed9c C\u00e1ch m\u1ea1ng c\u00f4ng nghi\u1ec7p 4.0 t\u1ea1i Vi\u1ec7t Nam v\u00e0 tr\u00ean Th\u1ebf gi\u1edbi.<\/p>\n

2.2. <\/em>Ki\u1ebfn th\u1ee9c, k\u1ef9 n\u0103ng, kinh nghi\u1ec7m t\u00edch l\u0169y \u0111\u01b0\u1ee3c sau khi h\u1ecdc<\/em><\/strong><\/p>\n

– V\u1ec1 ki\u1ebfn th\u1ee9c: Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o \u0111\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn nh\u1eb1m cung c\u1ea5p cho sinh vi\u00ean nh\u1eefng ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng v\u00e0 to\u00e0n di\u1ec7n v\u1ec1 l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u nh\u1eb1m gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 khoa h\u1ecdc v\u00e0 th\u1ef1c ti\u1ec5n.<\/p>\n

– V\u1ec1 k\u0129 n\u0103ng: Sinh vi\u00ean c\u00f3 k\u0129 n\u0103ng th\u1ef1c h\u00e0nh v\u00e0 v\u1eadn d\u1ee5ng c\u00e1c ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n \u0111\u01b0\u1ee3c h\u1ecdc v\u00e0o th\u1ef1c ti\u1ec5n ngh\u1ec1 nghi\u1ec7p, nh\u1ea5t l\u00e0 trong vi\u1ec7c gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n \u0111a ng\u00e0nh, li\u00ean ng\u00e0nh trong l\u0129nh v\u1ef1c c\u00f3 li\u00ean quan \u0111\u1ebfn khoa h\u1ecdc m\u00e1y t\u00ednh, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u.<\/p>\n

– V\u1ec1 th\u00e1i \u0111\u1ed9: Tr\u1edf th\u00e0nh nh\u1eefng c\u00f4ng d\u00e2n to\u00e0n c\u1ea7u c\u00f3 ph\u1ea9m ch\u1ea5t v\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ea1o \u0111\u1ee9c ngh\u1ec1 nghi\u1ec7p t\u1ed1t; c\u00f3 tr\u00e1ch nhi\u1ec7m trong c\u00f4ng vi\u1ec7c v\u00e0 l\u00e0m vi\u1ec7c v\u1edbi th\u00e1i \u0111\u1ed9 h\u1ee3p t\u00e1c, t\u00edch c\u1ef1c, s\u00e1ng t\u1ea1o, k\u1ef7 lu\u1eadt, ch\u0103m ch\u1ec9, c\u1edfi m\u1edf v\u00e0 d\u00e2n ch\u1ee7.<\/p>\n

3. Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o<\/h3>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
Gi\u00e1o d\u1ee5c \u0111\u1ea1i c\u01b0\u01a1ng<\/strong><\/td>\nC\u01a1 s\u1edf kh\u1ed1i ng\u00e0nh<\/strong><\/td>\nC\u01a1 s\u1edf ng\u00e0nh<\/strong><\/td>\nChuy\u00ean ng\u00e0nh\u00a0<\/strong><\/td>\nTh\u1ef1c t\u1eadp ngh\u1ec1 nghi\u1ec7p v\u00e0 t\u1ed1t nghi\u1ec7p<\/strong><\/td>\n<\/tr>\n
L\u00fd lu\u1eadn ch\u00ednh tr\u1ecb v\u00e0 ph\u00e1p lu\u1eadt<\/em><\/strong><\/td>\nC\u00e1c h\u1ecdc ph\u1ea7n b\u1eaft bu\u1ed9c<\/em><\/strong><\/td>\nC\u00e1c h\u1ecdc ph\u1ea7n b\u1eaft bu\u1ed9c<\/em><\/strong><\/td>\n\u0110\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 d\u1eef li\u1ec7u l\u1edbn<\/em><\/strong><\/td>\nTh\u1ef1c t\u1eadp ngh\u1ec1 nghi\u1ec7p<\/td>\n<\/tr>\n
Tri\u1ebft h\u1ecdc M\u00e1c \u2013 L\u00eanin<\/td>\nTo\u00e1n r\u1eddi r\u1ea1c<\/td>\nPh\u00e1p l\u00fd v\u00e0 \u0110\u1ea1o \u0111\u1ee9c ngh\u1ec1 nghi\u1ec7p<\/td>\nH\u1ecdc s\u00e2u v\u00e0 \u1ee9ng d\u1ee5ng<\/td>\nKh\u00f3a lu\u1eadn t\u1ed1t nghi\u1ec7p<\/td>\n<\/tr>\n
Kinh t\u1ebf ch\u00ednh tr\u1ecb M\u00e1c \u2013 L\u00eanin<\/td>\nNh\u1eadp m\u00f4n C\u00f4ng ngh\u1ec7 th\u00f4ng tin \u2013 Truy\u1ec1n th\u00f4ng<\/td>\nThu\u1eadt to\u00e1n \u1ee9ng d\u1ee5ng<\/td>\nPh\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn<\/td>\nH\u1ecdc ph\u1ea7n thay th\u1ebf Kh\u00f3a lu\u1eadn t\u1ed1t nghi\u1ec7p<\/strong><\/em><\/td>\n<\/tr>\n
Ch\u1ee7 ngh\u0129a x\u00e3 h\u1ed9i khoa h\u1ecdc<\/td>\nC\u1ea5u tr\u00fac d\u1eef li\u1ec7u v\u00e0 gi\u1ea3i thu\u1eadt<\/td>\nAn to\u00e0n th\u00f4ng tin<\/td>\nX\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean<\/td>\nH\u1ecdc ph\u1ea7n chuy\u00ean m\u00f4n 1<\/td>\n<\/tr>\n
L\u1ecbch s\u1eed \u0110\u1ea3ng C\u1ed9ng s\u1ea3n Vi\u1ec7t Nam<\/td>\nC\u01a1 s\u1edf l\u1eadp tr\u00ecnh<\/td>\nM\u1ea1ng m\u00e1y t\u00ednh v\u00e0 truy\u1ec1n th\u00f4ng<\/td>\nTh\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/td>\nH\u1ecdc ph\u1ea7n chuy\u00ean m\u00f4n 2<\/td>\n<\/tr>\n
T\u01b0 t\u01b0\u1edfng H\u1ed3 Ch\u00ed Minh<\/td>\nC\u01a1 s\u1edf l\u1eadp tr\u00ecnh Web<\/td>\nQu\u1ea3n l\u00fd d\u1ef1 \u00e1n CNTT<\/td>\nC\u00e1c h\u1ec7 th\u1ed1ng song song v\u00e0 ph\u00e2n t\u00e1n<\/td>\n<\/td>\n<\/tr>\n
Ph\u00e1p lu\u1eadt \u0111\u1ea1i c\u01b0\u01a1ng<\/td>\nL\u1eadp tr\u00ecnh h\u01b0\u1edbng \u0111\u1ed1i t\u01b0\u1ee3ng<\/td>\nPh\u00e2n t\u00edch v\u00e0 thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
To\u00e1n v\u00e0 khoa h\u1ecdc c\u01a1 b\u1ea3n<\/strong><\/em><\/td>\nKi\u1ebfn tr\u00fac m\u00e1y t\u00ednh<\/td>\nC\u00e1c h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
Gi\u1ea3i t\u00edch<\/td>\nH\u1ec7 \u0111i\u1ec1u h\u00e0nh<\/td>\nGiao di\u1ec7n v\u00e0 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
\u0110\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh<\/td>\nC\u01a1 s\u1edf d\u1eef li\u1ec7u<\/td>\nL\u1eadp tr\u00ecnh C#<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
X\u00e1c su\u1ea5t th\u1ed1ng k\u00ea<\/td>\nC\u00f4ng ngh\u1ec7 ph\u1ea7n m\u1ec1m<\/td>\nC\u00f4ng ngh\u1ec7 v\u00e0 l\u1eadp tr\u00ecnh WEB<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
Ph\u01b0\u01a1ng ph\u00e1p t\u00ednh<\/td>\nH\u1ecdc ph\u1ea7n t\u1ef1 ch\u1ecdn chung (Sinh vi\u00ean ch\u1ecdn 03\/6 t\u00edn ch\u1ec9)<\/strong><\/em><\/td>\n\u0110\u1ed3 \u00e1n chuy\u00ean ng\u00e0nh<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
K\u1ef9 n\u0103ng m\u1ec1m<\/em><\/strong><\/td>\nV\u1eadt l\u00fd \u0111i\u1ec7n \u2013 \u0111i\u1ec7n t\u1eed<\/td>\nPh\u00e2n t\u00edch v\u00e0 thi\u1ebft k\u1ebf gi\u1ea3i thu\u1eadt<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
K\u1ef9 n\u0103ng m\u1ec1m v\u00e0 t\u01b0 duy kh\u1edfi nghi\u1ec7p<\/td>\nL\u1eadp tr\u00ecnh Python<\/td>\n\u0110\u1ed3 h\u1ecda m\u00e1y t\u00ednh<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
Gi\u00e1o d\u1ee5c th\u1ec3 ch\u1ea5t<\/td>\n<\/td>\nTr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
Gi\u00e1o d\u1ee5c Qu\u1ed1c ph\u00f2ng v\u00e0 An ninh<\/td>\n<\/td>\nH\u1ecdc m\u00e1y v\u00e0 khai ph\u00e1 d\u1eef li\u1ec7u<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
<\/td>\n<\/td>\nC\u00e1c h\u1ecdc ph\u1ea7n t\u1ef1 ch\u1ecdn (Sinh vi\u00ean ch\u1ecdn 03\/09 t\u00edn ch\u1ec9)<\/strong><\/em><\/td>\n<\/td>\n<\/td>\n<\/tr>\n
<\/td>\n<\/td>\n\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
<\/td>\n<\/td>\nH\u1ec7 th\u1ed1ng s\u1ed1<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
<\/td>\n<\/td>\nL\u00fd thuy\u1ebft \u0111\u1ed9 ph\u1ee9c t\u1ea1p<\/td>\n<\/td>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"

1. M\u1ed9t s\u1ed1 th\u00f4ng tin v\u1ec1 ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o – T\u00ean ng\u00e0nh \u0111\u00e0o t\u1ea1o: + Ti\u1ebfng Vi\u1ec7t: Khoa h\u1ecdc M\u00e1y t\u00ednh + Ti\u1ebfng Anh: Computer Science – M\u00e3 ng\u00e0nh \u0111\u00e0o t\u1ea1o: 7480101 – T\u1ed5 h\u1ee3p x\u00e9t tuy\u1ec3n: A00, A01, D01, D90 – Tr\u00ecnh \u0111\u1ed9 \u0111\u00e0o t\u1ea1o: C\u1eed nh\u00e2n – Th\u1eddi gian \u0111\u00e0o t\u1ea1o: 03 n\u0103m (kh\u00f4ng t\u00ednh c\u00e1c h\u1ecdc ph\u1ea7n Ti\u1ebfng Anh, Gi\u00e1o d\u1ee5c th\u1ec3 ch\u1ea5t, Gi\u00e1o d\u1ee5c Qu\u1ed1c ph\u00f2ng v\u00e0 An ninh) – T\u00ean v\u0103n b\u1eb1ng sau t\u1ed1t nghi\u1ec7p: + Ti\u1ebfng Vi\u1ec7t: C\u1eed nh\u00e2n Khoa h\u1ecdc M\u00e1y t\u00ednh + Ti\u1ebfng Anh: Bachelor in Computer Science 2. M\u1ee5c ti\u00eau c\u1ee7a ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o 2.1. T\u1ed5ng quan v\u1ec1 ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o T\u1ef1 h\u00e0o l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4i tr\u01b0\u1eddng ti\u00ean phong \u0111\u00e0o t\u1ea1o \u0111\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn \u1edf b\u1eadc \u0110\u1ea1i h\u1ecdc – m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh m\u1edbi t\u1ea1i Vi\u1ec7t Nam, Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC \u0111\u00e3 \u0111\u1ea7u t\u01b0 v\u1ec1 c\u01a1 s\u1edf v\u1eadt ch\u1ea5t, c\u00f9ng v\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia \u0111\u1ea7u ng\u00e0nh v\u00e0 gi\u1ea3ng vi\u00ean tr\u00ecnh \u0111\u1ed9 cao v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, x\u00e2y d\u1ef1ng ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o v\u00e0 tuy\u1ec3n sinh c\u1eed nh\u00e2n ng\u00e0nh C\u00f4ng ngh\u1ec7 th\u00f4ng tin t\u1eeb n\u0103m 2022. Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o c\u1eed nh\u00e2n ng\u00e0nh C\u00f4ng ngh\u1ec7 Th\u00f4ng tin \u0111\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn c\u1ee7a Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf v\u00e0 x\u00e2y d\u1ef1ng nh\u1eb1m \u0111\u00e0o t\u1ea1o ra c\u00e1c nh\u00e0 khoa h\u1ecdc v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, s\u1eb5n s\u00e0ng \u0111\u00e1p \u1ee9ng nhu c\u1ea7u nh\u00e2n l\u1ef1c trong m\u1ed9t ng\u00e0nh \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 l\u00e0 tr\u1ee5 c\u1ed9t c\u1ee7a cu\u1ed9c C\u00e1ch m\u1ea1ng c\u00f4ng nghi\u1ec7p 4.0 t\u1ea1i Vi\u1ec7t Nam v\u00e0 tr\u00ean Th\u1ebf gi\u1edbi. 2.2. Ki\u1ebfn th\u1ee9c, k\u1ef9 n\u0103ng, kinh nghi\u1ec7m t\u00edch l\u0169y \u0111\u01b0\u1ee3c sau khi h\u1ecdc – V\u1ec1 ki\u1ebfn th\u1ee9c: Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o \u0111\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn nh\u1eb1m cung c\u1ea5p cho sinh vi\u00ean nh\u1eefng ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng v\u00e0 to\u00e0n di\u1ec7n v\u1ec1 l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u nh\u1eb1m gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 khoa h\u1ecdc v\u00e0 th\u1ef1c ti\u1ec5n. – V\u1ec1 k\u0129 n\u0103ng: Sinh vi\u00ean c\u00f3 k\u0129 n\u0103ng th\u1ef1c h\u00e0nh v\u00e0 v\u1eadn d\u1ee5ng c\u00e1c ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n \u0111\u01b0\u1ee3c h\u1ecdc v\u00e0o th\u1ef1c ti\u1ec5n ngh\u1ec1 nghi\u1ec7p, nh\u1ea5t l\u00e0 trong vi\u1ec7c gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n \u0111a ng\u00e0nh, li\u00ean ng\u00e0nh trong l\u0129nh v\u1ef1c c\u00f3 li\u00ean quan \u0111\u1ebfn khoa h\u1ecdc m\u00e1y t\u00ednh, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. – V\u1ec1 th\u00e1i \u0111\u1ed9: Tr\u1edf th\u00e0nh nh\u1eefng c\u00f4ng d\u00e2n to\u00e0n c\u1ea7u c\u00f3 ph\u1ea9m ch\u1ea5t v\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ea1o \u0111\u1ee9c ngh\u1ec1 nghi\u1ec7p t\u1ed1t; c\u00f3 tr\u00e1ch nhi\u1ec7m trong c\u00f4ng vi\u1ec7c v\u00e0 l\u00e0m vi\u1ec7c v\u1edbi th\u00e1i \u0111\u1ed9 h\u1ee3p t\u00e1c, t\u00edch c\u1ef1c, s\u00e1ng t\u1ea1o, k\u1ef7 lu\u1eadt, ch\u0103m ch\u1ec9, c\u1edfi m\u1edf v\u00e0 d\u00e2n ch\u1ee7. 3. Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o Gi\u00e1o d\u1ee5c \u0111\u1ea1i c\u01b0\u01a1ng C\u01a1 s\u1edf kh\u1ed1i ng\u00e0nh C\u01a1 s\u1edf ng\u00e0nh Chuy\u00ean ng\u00e0nh\u00a0 Th\u1ef1c t\u1eadp ngh\u1ec1 nghi\u1ec7p v\u00e0 t\u1ed1t nghi\u1ec7p L\u00fd lu\u1eadn ch\u00ednh tr\u1ecb v\u00e0 ph\u00e1p lu\u1eadt C\u00e1c h\u1ecdc ph\u1ea7n b\u1eaft bu\u1ed9c C\u00e1c h\u1ecdc ph\u1ea7n b\u1eaft bu\u1ed9c \u0110\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 d\u1eef li\u1ec7u l\u1edbn Th\u1ef1c t\u1eadp ngh\u1ec1 nghi\u1ec7p Tri\u1ebft h\u1ecdc M\u00e1c \u2013 L\u00eanin To\u00e1n r\u1eddi r\u1ea1c Ph\u00e1p l\u00fd v\u00e0 \u0110\u1ea1o \u0111\u1ee9c ngh\u1ec1 nghi\u1ec7p H\u1ecdc s\u00e2u v\u00e0 \u1ee9ng d\u1ee5ng Kh\u00f3a lu\u1eadn t\u1ed1t nghi\u1ec7p Kinh t\u1ebf ch\u00ednh tr\u1ecb M\u00e1c \u2013 L\u00eanin Nh\u1eadp m\u00f4n C\u00f4ng ngh\u1ec7 th\u00f4ng tin \u2013 Truy\u1ec1n th\u00f4ng Thu\u1eadt to\u00e1n \u1ee9ng d\u1ee5ng Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn H\u1ecdc ph\u1ea7n thay th\u1ebf Kh\u00f3a lu\u1eadn t\u1ed1t nghi\u1ec7p Ch\u1ee7 ngh\u0129a x\u00e3 h\u1ed9i khoa h\u1ecdc C\u1ea5u tr\u00fac d\u1eef li\u1ec7u v\u00e0 gi\u1ea3i thu\u1eadt An to\u00e0n th\u00f4ng tin X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean H\u1ecdc ph\u1ea7n chuy\u00ean m\u00f4n 1 L\u1ecbch s\u1eed \u0110\u1ea3ng C\u1ed9ng s\u1ea3n Vi\u1ec7t Nam C\u01a1 s\u1edf l\u1eadp tr\u00ecnh M\u1ea1ng m\u00e1y t\u00ednh v\u00e0 truy\u1ec1n th\u00f4ng Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh H\u1ecdc ph\u1ea7n chuy\u00ean m\u00f4n 2 T\u01b0 t\u01b0\u1edfng H\u1ed3 Ch\u00ed Minh C\u01a1 s\u1edf l\u1eadp tr\u00ecnh Web Qu\u1ea3n l\u00fd d\u1ef1 \u00e1n CNTT C\u00e1c h\u1ec7 th\u1ed1ng song song v\u00e0 ph\u00e2n t\u00e1n Ph\u00e1p lu\u1eadt \u0111\u1ea1i c\u01b0\u01a1ng L\u1eadp tr\u00ecnh h\u01b0\u1edbng \u0111\u1ed1i t\u01b0\u1ee3ng Ph\u00e2n t\u00edch v\u00e0 thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng To\u00e1n v\u00e0 khoa h\u1ecdc c\u01a1 b\u1ea3n Ki\u1ebfn tr\u00fac m\u00e1y t\u00ednh C\u00e1c h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u Gi\u1ea3i t\u00edch H\u1ec7 \u0111i\u1ec1u h\u00e0nh Giao di\u1ec7n v\u00e0 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng \u0110\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh C\u01a1 s\u1edf d\u1eef li\u1ec7u L\u1eadp tr\u00ecnh C# X\u00e1c su\u1ea5t th\u1ed1ng k\u00ea C\u00f4ng ngh\u1ec7 ph\u1ea7n m\u1ec1m C\u00f4ng ngh\u1ec7 v\u00e0 l\u1eadp tr\u00ecnh WEB Ph\u01b0\u01a1ng ph\u00e1p t\u00ednh H\u1ecdc ph\u1ea7n t\u1ef1 ch\u1ecdn chung (Sinh vi\u00ean ch\u1ecdn 03\/6 t\u00edn ch\u1ec9) \u0110\u1ed3 \u00e1n chuy\u00ean ng\u00e0nh K\u1ef9 n\u0103ng m\u1ec1m V\u1eadt l\u00fd \u0111i\u1ec7n \u2013 \u0111i\u1ec7n t\u1eed Ph\u00e2n t\u00edch v\u00e0 thi\u1ebft k\u1ebf gi\u1ea3i thu\u1eadt K\u1ef9 n\u0103ng m\u1ec1m v\u00e0 t\u01b0 duy kh\u1edfi nghi\u1ec7p L\u1eadp tr\u00ecnh Python \u0110\u1ed3 h\u1ecda m\u00e1y t\u00ednh Gi\u00e1o d\u1ee5c th\u1ec3 ch\u1ea5t Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o Gi\u00e1o d\u1ee5c Qu\u1ed1c ph\u00f2ng v\u00e0 An ninh H\u1ecdc m\u00e1y v\u00e0 khai ph\u00e1 d\u1eef li\u1ec7u C\u00e1c h\u1ecdc ph\u1ea7n t\u1ef1 ch\u1ecdn (Sinh vi\u00ean ch\u1ecdn 03\/09 t\u00edn ch\u1ec9) \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y H\u1ec7 th\u1ed1ng s\u1ed1 L\u00fd thuy\u1ebft \u0111\u1ed9 ph\u1ee9c t\u1ea1p<\/p>\n","protected":false},"author":12,"featured_media":27850,"template":"","course-language":[512],"course-location":[],"course-category":[427],"course-tag":[],"yoast_head":"\nTr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn - Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC<\/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:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn - Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC\" \/>\n<meta property=\"og:description\" content=\"1. M\u1ed9t s\u1ed1 th\u00f4ng tin v\u1ec1 ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o – T\u00ean ng\u00e0nh \u0111\u00e0o t\u1ea1o: + Ti\u1ebfng Vi\u1ec7t: Khoa h\u1ecdc M\u00e1y t\u00ednh + Ti\u1ebfng Anh: Computer Science – M\u00e3 ng\u00e0nh \u0111\u00e0o t\u1ea1o: 7480101 – T\u1ed5 h\u1ee3p x\u00e9t tuy\u1ec3n: A00, A01, D01, D90 – Tr\u00ecnh \u0111\u1ed9 \u0111\u00e0o t\u1ea1o: C\u1eed nh\u00e2n – Th\u1eddi gian \u0111\u00e0o t\u1ea1o: 03 n\u0103m (kh\u00f4ng t\u00ednh c\u00e1c h\u1ecdc ph\u1ea7n Ti\u1ebfng Anh, Gi\u00e1o d\u1ee5c th\u1ec3 ch\u1ea5t, Gi\u00e1o d\u1ee5c Qu\u1ed1c ph\u00f2ng v\u00e0 An ninh) – T\u00ean v\u0103n b\u1eb1ng sau t\u1ed1t nghi\u1ec7p: + Ti\u1ebfng Vi\u1ec7t: C\u1eed nh\u00e2n Khoa h\u1ecdc M\u00e1y t\u00ednh + Ti\u1ebfng Anh: Bachelor in Computer Science 2. M\u1ee5c ti\u00eau c\u1ee7a ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o 2.1. T\u1ed5ng quan v\u1ec1 ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o T\u1ef1 h\u00e0o l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4i tr\u01b0\u1eddng ti\u00ean phong \u0111\u00e0o t\u1ea1o \u0111\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn \u1edf b\u1eadc \u0110\u1ea1i h\u1ecdc – m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh m\u1edbi t\u1ea1i Vi\u1ec7t Nam, Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC \u0111\u00e3 \u0111\u1ea7u t\u01b0 v\u1ec1 c\u01a1 s\u1edf v\u1eadt ch\u1ea5t, c\u00f9ng v\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia \u0111\u1ea7u ng\u00e0nh v\u00e0 gi\u1ea3ng vi\u00ean tr\u00ecnh \u0111\u1ed9 cao v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, x\u00e2y d\u1ef1ng ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o v\u00e0 tuy\u1ec3n sinh c\u1eed nh\u00e2n ng\u00e0nh C\u00f4ng ngh\u1ec7 th\u00f4ng tin t\u1eeb n\u0103m 2022. Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o c\u1eed nh\u00e2n ng\u00e0nh C\u00f4ng ngh\u1ec7 Th\u00f4ng tin \u0111\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn c\u1ee7a Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf v\u00e0 x\u00e2y d\u1ef1ng nh\u1eb1m \u0111\u00e0o t\u1ea1o ra c\u00e1c nh\u00e0 khoa h\u1ecdc v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, s\u1eb5n s\u00e0ng \u0111\u00e1p \u1ee9ng nhu c\u1ea7u nh\u00e2n l\u1ef1c trong m\u1ed9t ng\u00e0nh \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 l\u00e0 tr\u1ee5 c\u1ed9t c\u1ee7a cu\u1ed9c C\u00e1ch m\u1ea1ng c\u00f4ng nghi\u1ec7p 4.0 t\u1ea1i Vi\u1ec7t Nam v\u00e0 tr\u00ean Th\u1ebf gi\u1edbi. 2.2. Ki\u1ebfn th\u1ee9c, k\u1ef9 n\u0103ng, kinh nghi\u1ec7m t\u00edch l\u0169y \u0111\u01b0\u1ee3c sau khi h\u1ecdc – V\u1ec1 ki\u1ebfn th\u1ee9c: Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o \u0111\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn nh\u1eb1m cung c\u1ea5p cho sinh vi\u00ean nh\u1eefng ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng v\u00e0 to\u00e0n di\u1ec7n v\u1ec1 l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u nh\u1eb1m gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 khoa h\u1ecdc v\u00e0 th\u1ef1c ti\u1ec5n. – V\u1ec1 k\u0129 n\u0103ng: Sinh vi\u00ean c\u00f3 k\u0129 n\u0103ng th\u1ef1c h\u00e0nh v\u00e0 v\u1eadn d\u1ee5ng c\u00e1c ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n \u0111\u01b0\u1ee3c h\u1ecdc v\u00e0o th\u1ef1c ti\u1ec5n ngh\u1ec1 nghi\u1ec7p, nh\u1ea5t l\u00e0 trong vi\u1ec7c gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n \u0111a ng\u00e0nh, li\u00ean ng\u00e0nh trong l\u0129nh v\u1ef1c c\u00f3 li\u00ean quan \u0111\u1ebfn khoa h\u1ecdc m\u00e1y t\u00ednh, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. – V\u1ec1 th\u00e1i \u0111\u1ed9: Tr\u1edf th\u00e0nh nh\u1eefng c\u00f4ng d\u00e2n to\u00e0n c\u1ea7u c\u00f3 ph\u1ea9m ch\u1ea5t v\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ea1o \u0111\u1ee9c ngh\u1ec1 nghi\u1ec7p t\u1ed1t; c\u00f3 tr\u00e1ch nhi\u1ec7m trong c\u00f4ng vi\u1ec7c v\u00e0 l\u00e0m vi\u1ec7c v\u1edbi th\u00e1i \u0111\u1ed9 h\u1ee3p t\u00e1c, t\u00edch c\u1ef1c, s\u00e1ng t\u1ea1o, k\u1ef7 lu\u1eadt, ch\u0103m ch\u1ec9, c\u1edfi m\u1edf v\u00e0 d\u00e2n ch\u1ee7. 3. Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o Gi\u00e1o d\u1ee5c \u0111\u1ea1i c\u01b0\u01a1ng C\u01a1 s\u1edf kh\u1ed1i ng\u00e0nh C\u01a1 s\u1edf ng\u00e0nh Chuy\u00ean ng\u00e0nh\u00a0 Th\u1ef1c t\u1eadp ngh\u1ec1 nghi\u1ec7p v\u00e0 t\u1ed1t nghi\u1ec7p L\u00fd lu\u1eadn ch\u00ednh tr\u1ecb v\u00e0 ph\u00e1p lu\u1eadt C\u00e1c h\u1ecdc ph\u1ea7n b\u1eaft bu\u1ed9c C\u00e1c h\u1ecdc ph\u1ea7n b\u1eaft bu\u1ed9c \u0110\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 d\u1eef li\u1ec7u l\u1edbn Th\u1ef1c t\u1eadp ngh\u1ec1 nghi\u1ec7p Tri\u1ebft h\u1ecdc M\u00e1c \u2013 L\u00eanin To\u00e1n r\u1eddi r\u1ea1c Ph\u00e1p l\u00fd v\u00e0 \u0110\u1ea1o \u0111\u1ee9c ngh\u1ec1 nghi\u1ec7p H\u1ecdc s\u00e2u v\u00e0 \u1ee9ng d\u1ee5ng Kh\u00f3a lu\u1eadn t\u1ed1t nghi\u1ec7p Kinh t\u1ebf ch\u00ednh tr\u1ecb M\u00e1c \u2013 L\u00eanin Nh\u1eadp m\u00f4n C\u00f4ng ngh\u1ec7 th\u00f4ng tin \u2013 Truy\u1ec1n th\u00f4ng Thu\u1eadt to\u00e1n \u1ee9ng d\u1ee5ng Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn H\u1ecdc ph\u1ea7n thay th\u1ebf Kh\u00f3a lu\u1eadn t\u1ed1t nghi\u1ec7p Ch\u1ee7 ngh\u0129a x\u00e3 h\u1ed9i khoa h\u1ecdc C\u1ea5u tr\u00fac d\u1eef li\u1ec7u v\u00e0 gi\u1ea3i thu\u1eadt An to\u00e0n th\u00f4ng tin X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean H\u1ecdc ph\u1ea7n chuy\u00ean m\u00f4n 1 L\u1ecbch s\u1eed \u0110\u1ea3ng C\u1ed9ng s\u1ea3n Vi\u1ec7t Nam C\u01a1 s\u1edf l\u1eadp tr\u00ecnh M\u1ea1ng m\u00e1y t\u00ednh v\u00e0 truy\u1ec1n th\u00f4ng Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh H\u1ecdc ph\u1ea7n chuy\u00ean m\u00f4n 2 T\u01b0 t\u01b0\u1edfng H\u1ed3 Ch\u00ed Minh C\u01a1 s\u1edf l\u1eadp tr\u00ecnh Web Qu\u1ea3n l\u00fd d\u1ef1 \u00e1n CNTT C\u00e1c h\u1ec7 th\u1ed1ng song song v\u00e0 ph\u00e2n t\u00e1n Ph\u00e1p lu\u1eadt \u0111\u1ea1i c\u01b0\u01a1ng L\u1eadp tr\u00ecnh h\u01b0\u1edbng \u0111\u1ed1i t\u01b0\u1ee3ng Ph\u00e2n t\u00edch v\u00e0 thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng To\u00e1n v\u00e0 khoa h\u1ecdc c\u01a1 b\u1ea3n Ki\u1ebfn tr\u00fac m\u00e1y t\u00ednh C\u00e1c h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u Gi\u1ea3i t\u00edch H\u1ec7 \u0111i\u1ec1u h\u00e0nh Giao di\u1ec7n v\u00e0 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng \u0110\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh C\u01a1 s\u1edf d\u1eef li\u1ec7u L\u1eadp tr\u00ecnh C# X\u00e1c su\u1ea5t th\u1ed1ng k\u00ea C\u00f4ng ngh\u1ec7 ph\u1ea7n m\u1ec1m C\u00f4ng ngh\u1ec7 v\u00e0 l\u1eadp tr\u00ecnh WEB Ph\u01b0\u01a1ng ph\u00e1p t\u00ednh H\u1ecdc ph\u1ea7n t\u1ef1 ch\u1ecdn chung (Sinh vi\u00ean ch\u1ecdn 03\/6 t\u00edn ch\u1ec9) \u0110\u1ed3 \u00e1n chuy\u00ean ng\u00e0nh K\u1ef9 n\u0103ng m\u1ec1m V\u1eadt l\u00fd \u0111i\u1ec7n \u2013 \u0111i\u1ec7n t\u1eed Ph\u00e2n t\u00edch v\u00e0 thi\u1ebft k\u1ebf gi\u1ea3i thu\u1eadt K\u1ef9 n\u0103ng m\u1ec1m v\u00e0 t\u01b0 duy kh\u1edfi nghi\u1ec7p L\u1eadp tr\u00ecnh Python \u0110\u1ed3 h\u1ecda m\u00e1y t\u00ednh Gi\u00e1o d\u1ee5c th\u1ec3 ch\u1ea5t Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o Gi\u00e1o d\u1ee5c Qu\u1ed1c ph\u00f2ng v\u00e0 An ninh H\u1ecdc m\u00e1y v\u00e0 khai ph\u00e1 d\u1eef li\u1ec7u C\u00e1c h\u1ecdc ph\u1ea7n t\u1ef1 ch\u1ecdn (Sinh vi\u00ean ch\u1ecdn 03\/09 t\u00edn ch\u1ec9) \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y H\u1ec7 th\u1ed1ng s\u1ed1 L\u00fd thuy\u1ebft \u0111\u1ed9 ph\u1ee9c t\u1ea1p\" \/>\n<meta property=\"og:url\" content=\"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/\" \/>\n<meta property=\"og:site_name\" content=\"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/TruongDaiHocCMC\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-25T08:52:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/spa-g.com\/wp-content\/uploads\/2021\/05\/thumbnail_Tri-tue-nhan-tao-du-lieu-lon.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1251\" \/>\n\t<meta property=\"og:image:height\" content=\"655\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/\",\"url\":\"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/\",\"name\":\"Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn - Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC\",\"isPartOf\":{\"@id\":\"https:\/\/spa-g.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/spa-g.com\/wp-content\/uploads\/2021\/05\/thumbnail_Tri-tue-nhan-tao-du-lieu-lon.jpg\",\"datePublished\":\"2021-05-10T01:26:51+00:00\",\"dateModified\":\"2024-04-25T08:52:28+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/#primaryimage\",\"url\":\"https:\/\/spa-g.com\/wp-content\/uploads\/2021\/05\/thumbnail_Tri-tue-nhan-tao-du-lieu-lon.jpg\",\"contentUrl\":\"https:\/\/spa-g.com\/wp-content\/uploads\/2021\/05\/thumbnail_Tri-tue-nhan-tao-du-lieu-lon.jpg\",\"width\":1251,\"height\":655},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/spa-g.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Courses\",\"item\":\"https:\/\/spa-g.com\/courses\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/spa-g.com\/#website\",\"url\":\"https:\/\/spa-g.com\/\",\"name\":\"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC\",\"description\":\"M\u00f4 h\u00ecnh \u0111\u1ea1i h\u1ecdc s\u1ed1 \u0111\u1ea7u ti\u00ean t\u1ea1i Vi\u1ec7t Nam\",\"publisher\":{\"@id\":\"https:\/\/spa-g.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/spa-g.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/spa-g.com\/#organization\",\"name\":\"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC\",\"alternateName\":\"CMC University\",\"url\":\"https:\/\/spa-g.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/spa-g.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/spa-g.com\/wp-content\/uploads\/2022\/08\/CMC-UNIVERSITY-3.jpg\",\"contentUrl\":\"https:\/\/spa-g.com\/wp-content\/uploads\/2022\/08\/CMC-UNIVERSITY-3.jpg\",\"width\":1920,\"height\":1080,\"caption\":\"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC\"},\"image\":{\"@id\":\"https:\/\/spa-g.com\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/TruongDaiHocCMC\",\"https:\/\/www.tiktok.com\/@cmcuniversity\",\"https:\/\/www.instagram.com\/cmcuniversity\/\",\"https:\/\/www.youtube.com\/@cmcuniversity\"]}]}<\/script>\n","yoast_head_json":{"title":"Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn - Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC","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:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/","og_locale":"en_US","og_type":"article","og_title":"Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn - Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC","og_description":"1. M\u1ed9t s\u1ed1 th\u00f4ng tin v\u1ec1 ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o – T\u00ean ng\u00e0nh \u0111\u00e0o t\u1ea1o: + Ti\u1ebfng Vi\u1ec7t: Khoa h\u1ecdc M\u00e1y t\u00ednh + Ti\u1ebfng Anh: Computer Science – M\u00e3 ng\u00e0nh \u0111\u00e0o t\u1ea1o: 7480101 – T\u1ed5 h\u1ee3p x\u00e9t tuy\u1ec3n: A00, A01, D01, D90 – Tr\u00ecnh \u0111\u1ed9 \u0111\u00e0o t\u1ea1o: C\u1eed nh\u00e2n – Th\u1eddi gian \u0111\u00e0o t\u1ea1o: 03 n\u0103m (kh\u00f4ng t\u00ednh c\u00e1c h\u1ecdc ph\u1ea7n Ti\u1ebfng Anh, Gi\u00e1o d\u1ee5c th\u1ec3 ch\u1ea5t, Gi\u00e1o d\u1ee5c Qu\u1ed1c ph\u00f2ng v\u00e0 An ninh) – T\u00ean v\u0103n b\u1eb1ng sau t\u1ed1t nghi\u1ec7p: + Ti\u1ebfng Vi\u1ec7t: C\u1eed nh\u00e2n Khoa h\u1ecdc M\u00e1y t\u00ednh + Ti\u1ebfng Anh: Bachelor in Computer Science 2. M\u1ee5c ti\u00eau c\u1ee7a ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o 2.1. T\u1ed5ng quan v\u1ec1 ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o T\u1ef1 h\u00e0o l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4i tr\u01b0\u1eddng ti\u00ean phong \u0111\u00e0o t\u1ea1o \u0111\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn \u1edf b\u1eadc \u0110\u1ea1i h\u1ecdc – m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh m\u1edbi t\u1ea1i Vi\u1ec7t Nam, Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC \u0111\u00e3 \u0111\u1ea7u t\u01b0 v\u1ec1 c\u01a1 s\u1edf v\u1eadt ch\u1ea5t, c\u00f9ng v\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia \u0111\u1ea7u ng\u00e0nh v\u00e0 gi\u1ea3ng vi\u00ean tr\u00ecnh \u0111\u1ed9 cao v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, x\u00e2y d\u1ef1ng ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o v\u00e0 tuy\u1ec3n sinh c\u1eed nh\u00e2n ng\u00e0nh C\u00f4ng ngh\u1ec7 th\u00f4ng tin t\u1eeb n\u0103m 2022. Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o c\u1eed nh\u00e2n ng\u00e0nh C\u00f4ng ngh\u1ec7 Th\u00f4ng tin \u0111\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn c\u1ee7a Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf v\u00e0 x\u00e2y d\u1ef1ng nh\u1eb1m \u0111\u00e0o t\u1ea1o ra c\u00e1c nh\u00e0 khoa h\u1ecdc v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, s\u1eb5n s\u00e0ng \u0111\u00e1p \u1ee9ng nhu c\u1ea7u nh\u00e2n l\u1ef1c trong m\u1ed9t ng\u00e0nh \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 l\u00e0 tr\u1ee5 c\u1ed9t c\u1ee7a cu\u1ed9c C\u00e1ch m\u1ea1ng c\u00f4ng nghi\u1ec7p 4.0 t\u1ea1i Vi\u1ec7t Nam v\u00e0 tr\u00ean Th\u1ebf gi\u1edbi. 2.2. Ki\u1ebfn th\u1ee9c, k\u1ef9 n\u0103ng, kinh nghi\u1ec7m t\u00edch l\u0169y \u0111\u01b0\u1ee3c sau khi h\u1ecdc – V\u1ec1 ki\u1ebfn th\u1ee9c: Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o \u0111\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn nh\u1eb1m cung c\u1ea5p cho sinh vi\u00ean nh\u1eefng ki\u1ebfn th\u1ee9c n\u1ec1n t\u1ea3ng v\u00e0 to\u00e0n di\u1ec7n v\u1ec1 l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u nh\u1eb1m gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 khoa h\u1ecdc v\u00e0 th\u1ef1c ti\u1ec5n. – V\u1ec1 k\u0129 n\u0103ng: Sinh vi\u00ean c\u00f3 k\u0129 n\u0103ng th\u1ef1c h\u00e0nh v\u00e0 v\u1eadn d\u1ee5ng c\u00e1c ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n \u0111\u01b0\u1ee3c h\u1ecdc v\u00e0o th\u1ef1c ti\u1ec5n ngh\u1ec1 nghi\u1ec7p, nh\u1ea5t l\u00e0 trong vi\u1ec7c gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n \u0111a ng\u00e0nh, li\u00ean ng\u00e0nh trong l\u0129nh v\u1ef1c c\u00f3 li\u00ean quan \u0111\u1ebfn khoa h\u1ecdc m\u00e1y t\u00ednh, tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. – V\u1ec1 th\u00e1i \u0111\u1ed9: Tr\u1edf th\u00e0nh nh\u1eefng c\u00f4ng d\u00e2n to\u00e0n c\u1ea7u c\u00f3 ph\u1ea9m ch\u1ea5t v\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ea1o \u0111\u1ee9c ngh\u1ec1 nghi\u1ec7p t\u1ed1t; c\u00f3 tr\u00e1ch nhi\u1ec7m trong c\u00f4ng vi\u1ec7c v\u00e0 l\u00e0m vi\u1ec7c v\u1edbi th\u00e1i \u0111\u1ed9 h\u1ee3p t\u00e1c, t\u00edch c\u1ef1c, s\u00e1ng t\u1ea1o, k\u1ef7 lu\u1eadt, ch\u0103m ch\u1ec9, c\u1edfi m\u1edf v\u00e0 d\u00e2n ch\u1ee7. 3. Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o Gi\u00e1o d\u1ee5c \u0111\u1ea1i c\u01b0\u01a1ng C\u01a1 s\u1edf kh\u1ed1i ng\u00e0nh C\u01a1 s\u1edf ng\u00e0nh Chuy\u00ean ng\u00e0nh\u00a0 Th\u1ef1c t\u1eadp ngh\u1ec1 nghi\u1ec7p v\u00e0 t\u1ed1t nghi\u1ec7p L\u00fd lu\u1eadn ch\u00ednh tr\u1ecb v\u00e0 ph\u00e1p lu\u1eadt C\u00e1c h\u1ecdc ph\u1ea7n b\u1eaft bu\u1ed9c C\u00e1c h\u1ecdc ph\u1ea7n b\u1eaft bu\u1ed9c \u0110\u1ecbnh h\u01b0\u1edbng Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 d\u1eef li\u1ec7u l\u1edbn Th\u1ef1c t\u1eadp ngh\u1ec1 nghi\u1ec7p Tri\u1ebft h\u1ecdc M\u00e1c \u2013 L\u00eanin To\u00e1n r\u1eddi r\u1ea1c Ph\u00e1p l\u00fd v\u00e0 \u0110\u1ea1o \u0111\u1ee9c ngh\u1ec1 nghi\u1ec7p H\u1ecdc s\u00e2u v\u00e0 \u1ee9ng d\u1ee5ng Kh\u00f3a lu\u1eadn t\u1ed1t nghi\u1ec7p Kinh t\u1ebf ch\u00ednh tr\u1ecb M\u00e1c \u2013 L\u00eanin Nh\u1eadp m\u00f4n C\u00f4ng ngh\u1ec7 th\u00f4ng tin \u2013 Truy\u1ec1n th\u00f4ng Thu\u1eadt to\u00e1n \u1ee9ng d\u1ee5ng Ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn H\u1ecdc ph\u1ea7n thay th\u1ebf Kh\u00f3a lu\u1eadn t\u1ed1t nghi\u1ec7p Ch\u1ee7 ngh\u0129a x\u00e3 h\u1ed9i khoa h\u1ecdc C\u1ea5u tr\u00fac d\u1eef li\u1ec7u v\u00e0 gi\u1ea3i thu\u1eadt An to\u00e0n th\u00f4ng tin X\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean H\u1ecdc ph\u1ea7n chuy\u00ean m\u00f4n 1 L\u1ecbch s\u1eed \u0110\u1ea3ng C\u1ed9ng s\u1ea3n Vi\u1ec7t Nam C\u01a1 s\u1edf l\u1eadp tr\u00ecnh M\u1ea1ng m\u00e1y t\u00ednh v\u00e0 truy\u1ec1n th\u00f4ng Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh H\u1ecdc ph\u1ea7n chuy\u00ean m\u00f4n 2 T\u01b0 t\u01b0\u1edfng H\u1ed3 Ch\u00ed Minh C\u01a1 s\u1edf l\u1eadp tr\u00ecnh Web Qu\u1ea3n l\u00fd d\u1ef1 \u00e1n CNTT C\u00e1c h\u1ec7 th\u1ed1ng song song v\u00e0 ph\u00e2n t\u00e1n Ph\u00e1p lu\u1eadt \u0111\u1ea1i c\u01b0\u01a1ng L\u1eadp tr\u00ecnh h\u01b0\u1edbng \u0111\u1ed1i t\u01b0\u1ee3ng Ph\u00e2n t\u00edch v\u00e0 thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng To\u00e1n v\u00e0 khoa h\u1ecdc c\u01a1 b\u1ea3n Ki\u1ebfn tr\u00fac m\u00e1y t\u00ednh C\u00e1c h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u Gi\u1ea3i t\u00edch H\u1ec7 \u0111i\u1ec1u h\u00e0nh Giao di\u1ec7n v\u00e0 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng \u0110\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh C\u01a1 s\u1edf d\u1eef li\u1ec7u L\u1eadp tr\u00ecnh C# X\u00e1c su\u1ea5t th\u1ed1ng k\u00ea C\u00f4ng ngh\u1ec7 ph\u1ea7n m\u1ec1m C\u00f4ng ngh\u1ec7 v\u00e0 l\u1eadp tr\u00ecnh WEB Ph\u01b0\u01a1ng ph\u00e1p t\u00ednh H\u1ecdc ph\u1ea7n t\u1ef1 ch\u1ecdn chung (Sinh vi\u00ean ch\u1ecdn 03\/6 t\u00edn ch\u1ec9) \u0110\u1ed3 \u00e1n chuy\u00ean ng\u00e0nh K\u1ef9 n\u0103ng m\u1ec1m V\u1eadt l\u00fd \u0111i\u1ec7n \u2013 \u0111i\u1ec7n t\u1eed Ph\u00e2n t\u00edch v\u00e0 thi\u1ebft k\u1ebf gi\u1ea3i thu\u1eadt K\u1ef9 n\u0103ng m\u1ec1m v\u00e0 t\u01b0 duy kh\u1edfi nghi\u1ec7p L\u1eadp tr\u00ecnh Python \u0110\u1ed3 h\u1ecda m\u00e1y t\u00ednh Gi\u00e1o d\u1ee5c th\u1ec3 ch\u1ea5t Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o Gi\u00e1o d\u1ee5c Qu\u1ed1c ph\u00f2ng v\u00e0 An ninh H\u1ecdc m\u00e1y v\u00e0 khai ph\u00e1 d\u1eef li\u1ec7u C\u00e1c h\u1ecdc ph\u1ea7n t\u1ef1 ch\u1ecdn (Sinh vi\u00ean ch\u1ecdn 03\/09 t\u00edn ch\u1ec9) \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y H\u1ec7 th\u1ed1ng s\u1ed1 L\u00fd thuy\u1ebft \u0111\u1ed9 ph\u1ee9c t\u1ea1p","og_url":"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/","og_site_name":"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC","article_publisher":"https:\/\/www.facebook.com\/TruongDaiHocCMC","article_modified_time":"2024-04-25T08:52:28+00:00","og_image":[{"width":1251,"height":655,"url":"https:\/\/spa-g.com\/wp-content\/uploads\/2021\/05\/thumbnail_Tri-tue-nhan-tao-du-lieu-lon.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/","url":"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/","name":"Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn - Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC","isPartOf":{"@id":"https:\/\/spa-g.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/#primaryimage"},"image":{"@id":"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/#primaryimage"},"thumbnailUrl":"https:\/\/spa-g.com\/wp-content\/uploads\/2021\/05\/thumbnail_Tri-tue-nhan-tao-du-lieu-lon.jpg","datePublished":"2021-05-10T01:26:51+00:00","dateModified":"2024-04-25T08:52:28+00:00","breadcrumb":{"@id":"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/#primaryimage","url":"https:\/\/spa-g.com\/wp-content\/uploads\/2021\/05\/thumbnail_Tri-tue-nhan-tao-du-lieu-lon.jpg","contentUrl":"https:\/\/spa-g.com\/wp-content\/uploads\/2021\/05\/thumbnail_Tri-tue-nhan-tao-du-lieu-lon.jpg","width":1251,"height":655},{"@type":"BreadcrumbList","@id":"https:\/\/spa-g.com\/courses\/tri-tue-nhan-tao-va-du-lieu-lon\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/spa-g.com\/"},{"@type":"ListItem","position":2,"name":"Courses","item":"https:\/\/spa-g.com\/courses\/"},{"@type":"ListItem","position":3,"name":"Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u00e0 D\u1eef li\u1ec7u l\u1edbn"}]},{"@type":"WebSite","@id":"https:\/\/spa-g.com\/#website","url":"https:\/\/spa-g.com\/","name":"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC","description":"M\u00f4 h\u00ecnh \u0111\u1ea1i h\u1ecdc s\u1ed1 \u0111\u1ea7u ti\u00ean t\u1ea1i Vi\u1ec7t Nam","publisher":{"@id":"https:\/\/spa-g.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/spa-g.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/spa-g.com\/#organization","name":"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC","alternateName":"CMC University","url":"https:\/\/spa-g.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/spa-g.com\/#\/schema\/logo\/image\/","url":"https:\/\/spa-g.com\/wp-content\/uploads\/2022\/08\/CMC-UNIVERSITY-3.jpg","contentUrl":"https:\/\/spa-g.com\/wp-content\/uploads\/2022\/08\/CMC-UNIVERSITY-3.jpg","width":1920,"height":1080,"caption":"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc CMC"},"image":{"@id":"https:\/\/spa-g.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/TruongDaiHocCMC","https:\/\/www.tiktok.com\/@cmcuniversity","https:\/\/www.instagram.com\/cmcuniversity\/","https:\/\/www.youtube.com\/@cmcuniversity"]}]}},"_links":{"self":[{"href":"https:\/\/spa-g.com\/wp-json\/wp\/v2\/courses\/3359"}],"collection":[{"href":"https:\/\/spa-g.com\/wp-json\/wp\/v2\/courses"}],"about":[{"href":"https:\/\/spa-g.com\/wp-json\/wp\/v2\/types\/courses"}],"author":[{"embeddable":true,"href":"https:\/\/spa-g.com\/wp-json\/wp\/v2\/users\/12"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/spa-g.com\/wp-json\/wp\/v2\/media\/27850"}],"wp:attachment":[{"href":"https:\/\/spa-g.com\/wp-json\/wp\/v2\/media?parent=3359"}],"wp:term":[{"taxonomy":"course-language","embeddable":true,"href":"https:\/\/spa-g.com\/wp-json\/wp\/v2\/course-language?post=3359"},{"taxonomy":"course-location","embeddable":true,"href":"https:\/\/spa-g.com\/wp-json\/wp\/v2\/course-location?post=3359"},{"taxonomy":"course-category","embeddable":true,"href":"https:\/\/spa-g.com\/wp-json\/wp\/v2\/course-category?post=3359"},{"taxonomy":"course-tag","embeddable":true,"href":"https:\/\/spa-g.com\/wp-json\/wp\/v2\/course-tag?post=3359"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}