{"id":58341,"date":"2024-09-30T09:21:29","date_gmt":"2024-09-30T02:21:29","guid":{"rendered":"https:\/\/jobsgo.vn\/blog\/?p=58341"},"modified":"2025-04-08T14:47:57","modified_gmt":"2025-04-08T07:47:57","slug":"machine-learning-la-gi","status":"publish","type":"post","link":"https:\/\/jobsgo.vn\/blog\/machine-learning-la-gi\/","title":{"rendered":"Machine Learning L\u00e0 G\u00ec? Kh\u00e1m Ph\u00e1 5 Lo\u1ea1i Machine Learning Th\u01b0\u1eddng G\u1eb7p"},"content":{"rendered":"\n
Trong th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 4.0, <\/em>Machine Learning l\u00e0 g\u00ec<\/em><\/strong><\/a> \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t c\u00e2u h\u1ecfi quen thu\u1ed9c \u0111\u1ed1i v\u1edbi nh\u1eefng ai quan t\u00e2m \u0111\u1ebfn tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. \u0110\u00e2y l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a AI (tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o), cho ph\u00e9p m\u00e1y t\u00ednh h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u v\u00e0 t\u1ef1 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t m\u00e0 kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh c\u1ee5 th\u1ec3. Vi\u1ec7c \u00e1p d\u1ee5ng Machine Learning \u0111ang ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn, mang l\u1ea1i s\u1ef1 \u0111\u1ed9t ph\u00e1 v\u00e0 ti\u1ec1m n\u0103ng ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd cho nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p. C\u00f9ng JobsGO kh\u00e1m ph\u00e1 ngay!<\/em><\/p>\n M\u1ee5c l\u1ee5c<\/p> Machine Learning<\/a> (H\u1ecdc m\u00e1y) l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1eadp trung v\u00e0o vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c thu\u1eadt to\u00e1n v\u00e0 m\u00f4 h\u00ecnh cho ph\u00e9p m\u00e1y t\u00ednh “h\u1ecdc” t\u1eeb d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh r\u00f5 r\u00e0ng. Thay v\u00ec tu\u00e2n theo c\u00e1c quy t\u1eafc c\u1ee9ng nh\u1eafc, h\u1ec7 th\u1ed1ng Machine Learning c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t th\u00f4ng qua tr\u1ea3i nghi\u1ec7m v\u00e0 ti\u1ebfp x\u00fac v\u1edbi d\u1eef li\u1ec7u m\u1edbi.<\/p><\/blockquote>\n C\u1ed1t l\u00f5i c\u1ee7a Machine Learning (ML) l\u00e0 vi\u1ec7c t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n m\u1eabu, xu h\u01b0\u1edbng v\u00e0 m\u1ed1i quan h\u1ec7 trong d\u1eef li\u1ec7u. Machine Learning \u0111\u00e3 v\u00e0 \u0111ang d\u1ea7n tr\u1edf th\u00e0nh c\u00f4ng ngh\u1ec7 kh\u00f4ng th\u1ec3 thi\u1ebfu trong th\u1eddi \u0111\u1ea1i s\u1ed1 h\u00f3a, \u0111\u00f3ng vai tr\u00f2 c\u1ed1t l\u00f5i trong nhi\u1ec1u l\u0129nh v\u1ef1c hi\u1ec7n \u0111\u1ea1i.<\/p>\n Trong Machine Learning c\u00f3 r\u1ea5t nhi\u1ec1u thu\u1eadt ng\u1eef kh\u00e1c li\u00ean quan m\u00e0 c\u00e1c b\u1ea1n c\u1ea7n n\u1eafm khi t\u00ecm hi\u1ec3u, h\u1ecdc v\u00e0 l\u00e0m vi\u1ec7c v\u1ec1 l\u0129nh v\u1ef1c n\u00e0y:<\/p>\n Trong b\u1ed1i c\u1ea3nh AI r\u1ed9ng l\u1edbn h\u01a1n, c\u00e1c kh\u00e1i ni\u1ec7m nh\u01b0\u00a0<\/span>prompt engineering l\u00e0 g\u00ec<\/span><\/strong><\/a>\u00a0c\u0169ng \u0111ang thu h\u00fat s\u1ef1 ch\u00fa \u00fd, t\u1eadp trung v\u00e0o vi\u1ec7c thi\u1ebft k\u1ebf c\u00e1c c\u00e2u l\u1ec7nh hi\u1ec7u qu\u1ea3 \u0111\u1ec3 t\u01b0\u01a1ng t\u00e1c v\u1edbi c\u00e1c m\u00f4 h\u00ecnh AI ti\u00ean ti\u1ebfn, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn. M\u1eb7c d\u00f9 kh\u00f4ng tr\u1ef1c ti\u1ebfp l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a ML truy\u1ec1n th\u1ed1ng, k\u1ef9 n\u0103ng n\u00e0y ng\u00e0y c\u00e0ng quan tr\u1ecdng khi l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng AI hi\u1ec7n \u0111\u1ea1i.<\/span><\/p>\n<\/li>\n<\/ul>\n Quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Machine Learning th\u01b0\u1eddng bao g\u1ed3m c\u00e1c b\u01b0\u1edbc sau:<\/p>\n Qu\u00e1 tr\u00ecnh thu th\u1eadp d\u1eef li\u1ec7u l\u00e0 n\u1ec1n t\u1ea3ng cho m\u1ecdi d\u1ef1 \u00e1n Machine Learning. B\u1ea1n ph\u1ea3i x\u00e1c \u0111\u1ecbnh r\u00f5 m\u1ee5c ti\u00eau c\u1ee7a d\u1ef1 \u00e1n \u0111\u1ec3 \u0111\u1ecbnh h\u01b0\u1edbng qu\u00e1 tr\u00ecnh thu th\u1eadp th\u00f4ng tin. V\u00ed d\u1ee5, n\u1ebfu m\u1ee5c ti\u00eau l\u00e0 ph\u00e1t tri\u1ec3n m\u1ed9t h\u1ec7 th\u1ed1ng nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t, b\u1ea1n c\u1ea7n t\u1eadp trung v\u00e0o vi\u1ec7c thu th\u1eadp h\u00ecnh \u1ea3nh khu\u00f4n m\u1eb7t \u0111a d\u1ea1ng v\u1ec1 \u0111\u1ed9 tu\u1ed5i, gi\u1edbi t\u00ednh v\u00e0 s\u1eafc t\u1ed9c.<\/p>\n Ngu\u1ed3n d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u1ebfn t\u1eeb c\u00e1c c\u01a1 s\u1edf d\u1eef li\u1ec7u c\u00f4ng khai, kh\u1ea3o s\u00e1t, c\u1ea3m bi\u1ebfn IoT ho\u1eb7c th\u1eadm ch\u00ed l\u00e0 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra t\u1eeb m\u00f4 ph\u1ecfng. \u0110i\u1ec1u quan tr\u1ecdng l\u00e0 \u0111\u1ea3m b\u1ea3o t\u00ednh \u0111a d\u1ea1ng v\u00e0 \u0111\u1ea1i di\u1ec7n c\u1ee7a d\u1eef li\u1ec7u \u0111\u1ec3 tr\u00e1nh thi\u00ean l\u1ec7ch trong m\u00f4 h\u00ecnh sau n\u00e0y. B\u1ea1n c\u0169ng c\u1ea7n ch\u00fa \u00fd \u0111\u1ebfn c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u00e1p l\u00fd trong qu\u00e1 tr\u00ecnh thu th\u1eadp, nh\u1ea5t l\u00e0 khi l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u c\u00e1 nh\u00e2n. Vi\u1ec7c l\u1eadp k\u1ebf ho\u1ea1ch chi ti\u1ebft cho qu\u00e1 tr\u00ecnh thu th\u1eadp, bao g\u1ed3m c\u1ea3 vi\u1ec7c x\u00e1c \u0111\u1ecbnh kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft, s\u1ebd gi\u00fap b\u1ea1n ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 ngu\u1ed3n l\u1ef1c trong c\u00e1c giai \u0111o\u1ea1n sau c\u1ee7a d\u1ef1 \u00e1n.<\/p>\n >> Xem th\u00eam: <\/strong>Big data l\u00e0 g\u00ec? T\u1ed5ng h\u1ee3p nh\u1eefng th\u00f4ng tin c\u1ea7n thi\u1ebft cho b\u1ea1n<\/strong><\/a><\/p>\n Giai \u0111o\u1ea1n ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t trong vi\u1ec7c n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a m\u00f4 h\u00ecnh Machine Learning. \u0110\u00e2y l\u00e0 qu\u00e1 tr\u00ecnh bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u th\u00f4 th\u00e0nh d\u1ea1ng m\u00e0 c\u00e1c thu\u1eadt to\u00e1n ML c\u00f3 th\u1ec3 hi\u1ec3u v\u00e0 x\u1eed l\u00fd \u0111\u01b0\u1ee3c. B\u01b0\u1edbc n\u00e0y bao g\u1ed3m nhi\u1ec1u thao t\u00e1c nh\u01b0 l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u, x\u1eed l\u00fd gi\u00e1 tr\u1ecb thi\u1ebfu v\u00e0 chu\u1ea9n h\u00f3a.<\/p>\n Trong qu\u00e1 tr\u00ecnh l\u00e0m s\u1ea1ch, b\u1ea1n c\u1ea7n lo\u1ea1i b\u1ecf ho\u1eb7c s\u1eeda ch\u1eefa c\u00e1c b\u1ea3n ghi kh\u00f4ng h\u1ee3p l\u1ec7, kh\u00f4ng nh\u1ea5t qu\u00e1n ho\u1eb7c tr\u00f9ng l\u1eb7p. Vi\u1ec7c x\u1eed l\u00fd gi\u00e1 tr\u1ecb thi\u1ebfu \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1eb1ng c\u00e1ch lo\u1ea1i b\u1ecf c\u00e1c b\u1ea3n ghi kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 ho\u1eb7c \u0111i\u1ec1n v\u00e0o c\u00e1c gi\u00e1 tr\u1ecb thi\u1ebfu b\u1eb1ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p nh\u01b0 trung b\u00ecnh, trung v\u1ecb ho\u1eb7c n\u1ed9i suy. Chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u s\u1ebd gi\u00fap b\u1ea1n \u0111\u01b0a c\u00e1c \u0111\u1eb7c tr\u01b0ng v\u1ec1 c\u00f9ng m\u1ed9t t\u1ef7 l\u1ec7, tr\u00e1nh t\u00ecnh tr\u1ea1ng m\u1ed9t \u0111\u1eb7c tr\u01b0ng n\u00e0o \u0111\u00f3 chi ph\u1ed1i qu\u00e1 m\u1ee9c trong qu\u00e1 tr\u00ecnh h\u1ecdc m\u00e1y.<\/p>\n B\u1ea1n c\u0169ng c\u1ea7n ch\u00fa \u00fd \u0111\u1ebfn vi\u1ec7c m\u00e3 h\u00f3a d\u1eef li\u1ec7u ph\u00e2n lo\u1ea1i, ch\u1eb3ng h\u1ea1n nh\u01b0 chuy\u1ec3n \u0111\u1ed5i c\u00e1c bi\u1ebfn chu\u1ed7i th\u00e0nh d\u1ea1ng s\u1ed1 m\u00e0 m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 x\u1eed l\u00fd. Qu\u00e1 tr\u00ecnh ti\u1ec1n x\u1eed l\u00fd c\u00f2n g\u1ed3m vi\u1ec7c tr\u00edch xu\u1ea5t \u0111\u1eb7c tr\u01b0ng \u0111\u1ec3 t\u1ea1o ra c\u00e1c bi\u1ebfn m\u1edbi c\u00f3 \u00fd ngh\u0129a t\u1eeb d\u1eef li\u1ec7u g\u1ed1c. Qu\u00e1 tr\u00ecnh ti\u1ec1n x\u1eed l\u00fd k\u1ef9 l\u01b0\u1ee1ng kh\u00f4ng ch\u1ec9 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh m\u00e0 c\u00f2n gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c trong c\u00e1c b\u01b0\u1edbc ti\u1ebfp theo c\u1ee7a quy tr\u00ecnh Machine Learning.<\/p>\n \u0110\u00e2y l\u00e0 qu\u00e1 tr\u00ecnh m\u00e0 m\u00f4 h\u00ecnh h\u1ecdc c\u00e1ch nh\u1eadn di\u1ec7n m\u1eabu v\u00e0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c x\u1eed l\u00fd. B\u01b0\u1edbc \u0111\u1ea7u ti\u00ean trong giai \u0111o\u1ea1n n\u00e0y l\u00e0 l\u1ef1a ch\u1ecdn ki\u1ebfn tr\u00fac m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p v\u1edbi b\u00e0i to\u00e1n c\u1ee7a b\u1ea1n. \u0110\u1ed1i v\u1edbi b\u00e0i to\u00e1n ph\u00e2n lo\u1ea1i, b\u1ea1n c\u00f3 th\u1ec3 ch\u1ecdn m\u00f4 h\u00ecnh nh\u01b0 Support Vector Machines ho\u1eb7c Random Forests. V\u1edbi c\u00e1c b\u00e0i to\u00e1n ph\u1ee9c t\u1ea1p h\u01a1n nh\u01b0 nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh, c\u00e1c m\u00f4 h\u00ecnh Deep Learning nh\u01b0 Convolutional Neural Networks l\u00e0 l\u1ef1a ch\u1ecdn t\u1ed1t h\u01a1n.<\/p>\n Sau khi ch\u1ecdn m\u00f4 h\u00ecnh, b\u1ea1n c\u1ea7n chia d\u1eef li\u1ec7u th\u00e0nh t\u1eadp hu\u1ea5n luy\u1ec7n v\u00e0 t\u1eadp ki\u1ec3m tra. T\u1eadp hu\u1ea5n luy\u1ec7n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 “d\u1ea1y” m\u00f4 h\u00ecnh, trong khi t\u1eadp ki\u1ec3m tra d\u00f9ng \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh tr\u00ean d\u1eef li\u1ec7u m\u1edbi. Qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n th\u01b0\u1eddng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n theo c\u00e1c epoch, trong \u0111\u00f3 m\u00f4 h\u00ecnh l\u1eb7p \u0111i l\u1eb7p l\u1ea1i vi\u1ec7c h\u1ecdc t\u1eeb to\u00e0n b\u1ed9 t\u1eadp d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n. Trong qu\u00e1 tr\u00ecnh n\u00e0y, c\u00e1c tham s\u1ed1 c\u1ee7a m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c li\u00ean t\u1ee5c \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 t\u1ed1i thi\u1ec3u h\u00f3a sai s\u1ed1 gi\u1eefa d\u1ef1 \u0111o\u00e1n v\u00e0 gi\u00e1 tr\u1ecb th\u1ef1c t\u1ebf. \u0110\u00e2y l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh l\u1eb7p \u0111i l\u1eb7p l\u1ea1i v\u00e0 c\u00f3 th\u1ec3 m\u1ea5t nhi\u1ec1u th\u1eddi gian, \u0111\u1eb7c bi\u1ec7t v\u1edbi c\u00e1c m\u00f4 h\u00ecnh ph\u1ee9c t\u1ea1p v\u00e0 b\u1ed9 d\u1eef li\u1ec7u l\u1edbn.<\/p>\n Giai \u0111o\u1ea1n \u0111\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh l\u00e0 b\u01b0\u1edbc quan tr\u1ecdng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u1ed9 tin c\u1eady c\u1ee7a m\u00f4 h\u00ecnh Machine Learning sau khi hu\u1ea5n luy\u1ec7n. Kh\u00f4ng ch\u1ec9 xem x\u00e9t m\u1ed9t con s\u1ed1 \u0111\u01a1n l\u1ebb m\u00e0 \u0111\u00e2y l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh to\u00e0n di\u1ec7n nh\u1eb1m hi\u1ec3u r\u00f5 c\u00e1ch m\u00f4 h\u00ecnh ho\u1ea1t \u0111\u1ed9ng trong c\u00e1c t\u00ecnh hu\u1ed1ng kh\u00e1c nhau.<\/p>\n B\u1ea1n s\u1ebd b\u1eaft \u0111\u1ea7u b\u1eb1ng vi\u1ec7c \u00e1p d\u1ee5ng m\u00f4 h\u00ecnh \u0111\u00e3 hu\u1ea5n luy\u1ec7n l\u00ean t\u1eadp d\u1eef li\u1ec7u ki\u1ec3m tra – m\u1ed9t t\u1eadp d\u1eef li\u1ec7u m\u00e0 m\u00f4 h\u00ecnh ch\u01b0a t\u1eebng “th\u1ea5y” trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 kh\u1ea3 n\u0103ng t\u1ed5ng qu\u00e1t h\u00f3a c\u1ee7a m\u00f4 h\u00ecnh. C\u00e1c ch\u1ec9 s\u1ed1 \u0111\u00e1nh gi\u00e1 ph\u1ed5 bi\u1ebfn bao g\u1ed3m \u0111\u1ed9 ch\u00ednh x\u00e1c, precision, recall v\u00e0 F1-score cho c\u00e1c b\u00e0i to\u00e1n ph\u00e2n lo\u1ea1i; mean squared error ho\u1eb7c R-squared cho c\u00e1c b\u00e0i to\u00e1n h\u1ed3i quy.<\/p>\n Vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 cross-validation s\u1ebd \u0111\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh m\u1ed9t c\u00e1ch to\u00e0n di\u1ec7n h\u01a1n, \u0111\u1ea3m b\u1ea3o r\u1eb1ng hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh kh\u00f4ng ph\u1ee5 thu\u1ed9c v\u00e0o m\u1ed9t ph\u00e2n chia c\u1ee5 th\u1ec3 c\u1ee7a d\u1eef li\u1ec7u. B\u1ea1n c\u0169ng n\u00ean xem x\u00e9t ma tr\u1eadn nh\u1ea7m l\u1eabn \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 c\u00e1c l\u1ed7i m\u00e0 m\u00f4 h\u00ecnh m\u1eafc ph\u1ea3i. B\u1ea1n c\u0169ng c\u1ea7n \u0111\u1ea3m b\u1ea3o r\u1eb1ng m\u00f4 h\u00ecnh kh\u00f4ng c\u00f3 s\u1ef1 kh\u00e1c bi\u1ec7t v\u1ec1 c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m nh\u01b0 gi\u1edbi t\u00ednh, ch\u1ee7ng t\u1ed9c hay \u0111\u1ed9 tu\u1ed5i.<\/p>\n Qu\u00e1 tr\u00ecnh c\u1ea3i thi\u1ec7n m\u00f4 h\u00ecnh l\u00e0 m\u1ed9t chu tr\u00ecnh l\u1eb7p \u0111i l\u1eb7p l\u1ea1i nh\u1eb1m n\u00e2ng cao hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a m\u00f4 h\u00ecnh Machine Learning. \u0110\u00e2y l\u00e0 giai \u0111o\u1ea1n \u0111\u00f2i h\u1ecfi ki\u00ean nh\u1eabn khi b\u1ea1n ph\u1ea3i li\u00ean t\u1ee5c th\u1eed nghi\u1ec7m v\u00e0 \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 t\u1ed1i \u01b0u.<\/p>\n M\u1ed9t trong nh\u1eefng c\u00e1ch ti\u1ebfp c\u1eadn ph\u1ed5 bi\u1ebfn l\u00e0 tinh ch\u1ec9nh si\u00eau tham s\u1ed1. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 grid search ho\u1eb7c random search \u0111\u1ec3 t\u00ecm ra b\u1ed9 si\u00eau tham s\u1ed1 t\u1ed1i \u01b0u cho m\u00f4 h\u00ecnh. B\u1ea1n c\u00f3 th\u1ec3 \u0111i\u1ec1u ch\u1ec9nh learning rate, s\u1ed1 l\u01b0\u1ee3ng layer trong m\u1ea1ng neural hay s\u1ed1 l\u01b0\u1ee3ng c\u00e2y trong m\u00f4 h\u00ecnh Random Forest.<\/p>\n Vi\u1ec7c thu th\u1eadp th\u00eam ho\u1eb7c c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u hi\u1ec7n c\u00f3 c\u0169ng l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p hi\u1ec7u qu\u1ea3. B\u1ea1n c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng k\u1ef9 thu\u1eadt data augmentation trong tr\u01b0\u1eddng h\u1ee3p d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh ho\u1eb7c thu th\u1eadp th\u00eam d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n \u0111a d\u1ea1ng h\u01a1n \u0111\u1ec3 t\u0103ng t\u00ednh \u0111\u1ea1i di\u1ec7n c\u1ee7a t\u1eadp d\u1eef li\u1ec7u. B\u1eb1ng c\u00e1ch xem x\u00e9t k\u1ef9 l\u01b0\u1ee1ng c\u00e1c tr\u01b0\u1eddng h\u1ee3p m\u00e0 m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n sai, b\u1ea1n c\u00f3 th\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 nh\u1eefng \u0111i\u1ec3m y\u1ebfu c\u1ee7a m\u00f4 h\u00ecnh, t\u1eeb \u0111\u00f3 c\u00f3 h\u01b0\u1edbng c\u1ea3i thi\u1ec7n ph\u00f9 h\u1ee3p. \u0110\u00f4i khi, vi\u1ec7c thay \u0111\u1ed5i ki\u1ebfn tr\u00fac m\u00f4 h\u00ecnh ho\u1eb7c k\u1ebft h\u1ee3p nhi\u1ec1u m\u00f4 h\u00ecnh (ensemble learning) c\u0169ng l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p kh\u00f4ng th\u1ec3 b\u1ecf qua.<\/p>\n >> Xem th\u00eam: <\/strong>Ng\u00f4n ng\u1eef m\u00e1y l\u00e0 g\u00ec? B\u1eadt m\u00ed c\u00e1ch h\u1ecdc ng\u00f4n ng\u1eef m\u00e1y hi\u1ec7u qu\u1ea3<\/strong><\/a><\/p>\n Machine Learning c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i th\u00e0nh nhi\u1ec1u lo\u1ea1i d\u1ef1a tr\u00ean c\u00e1ch n\u00f3 h\u1ecdc v\u00e0 c\u00e1ch n\u00f3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 c\u00e1c lo\u1ea1i ch\u00ednh:<\/p>\n H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t l\u00e0 ph\u01b0\u01a1ng ph\u00e1p Machine Learning ph\u1ed5 bi\u1ebfn nh\u1ea5t, n\u01a1i m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c “d\u1ea1y” b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c g\u00e1n nh\u00e3n. V\u1edbi h\u1ecdc c\u00f3 gi\u00e1m s\u00e1t, m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c cung c\u1ea5p nhi\u1ec1u v\u00ed d\u1ee5 v\u1ec1 d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o (v\u00ed d\u1ee5: h\u00ecnh \u1ea3nh) v\u00e0 \u0111\u1ea7u ra t\u01b0\u01a1ng \u1ee9ng (v\u00ed d\u1ee5: t\u00ean lo\u00e0i \u0111\u1ed9ng v\u1eadt).<\/p>\n Qu\u00e1 tr\u00ecnh h\u1ecdc n\u00e0y di\u1ec5n ra th\u00f4ng qua vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a m\u1ed9t h\u00e0m m\u1ea5t m\u00e1t, \u0111o l\u01b0\u1eddng s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa d\u1ef1 \u0111o\u00e1n c\u1ee7a m\u00f4 h\u00ecnh v\u00e0 gi\u00e1 tr\u1ecb th\u1ef1c t\u1ebf. M\u00f4 h\u00ecnh li\u00ean t\u1ee5c \u0111i\u1ec1u ch\u1ec9nh c\u00e1c tham s\u1ed1 c\u1ee7a n\u00f3 \u0111\u1ec3 gi\u1ea3m thi\u1ec3u sai s\u1ed1 n\u00e0y. H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t \u0111\u01b0\u1ee3c chia th\u00e0nh hai lo\u1ea1i ch\u00ednh: b\u00e0i to\u00e1n ph\u00e2n lo\u1ea1i (classification) c\u00f3 \u0111\u1ea7u ra l\u00e0 m\u1ed9t nh\u00e3n r\u1eddi r\u1ea1c (lo\u00e0i \u0111\u1ed9ng v\u1eadt), v\u00e0 b\u00e0i to\u00e1n h\u1ed3i quy (regression) c\u00f3 \u0111\u1ea7u ra l\u00e0 m\u1ed9t gi\u00e1 tr\u1ecb li\u00ean t\u1ee5c (gi\u00e1 nh\u00e0).<\/p>\n \u01afu \u0111i\u1ec3m c\u1ee7a h\u1ecdc c\u00f3 gi\u00e1m s\u00e1t l\u00e0 kh\u1ea3 n\u0103ng t\u1ea1o ra c\u00e1c d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c cho d\u1eef li\u1ec7u m\u1edbi, nh\u1ea5t l\u00e0 khi c\u00f3 \u0111\u1ee7 d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng cao. Tuy nhi\u00ean, th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t l\u00e0 vi\u1ec7c thu th\u1eadp v\u00e0 g\u00e1n nh\u00e3n cho m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u khi\u1ebfn t\u1ed1n k\u00e9m v\u00e0 m\u1ea5t th\u1eddi gian. Ngo\u00e0i ra, m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 g\u1eb7p v\u1ea5n \u0111\u1ec1 overfitting (hi\u1ec7n t\u01b0\u1ee3ng nhi\u1ec5u) n\u1ebfu n\u00f3 h\u1ecdc qu\u00e1 k\u1ef9 t\u1eeb d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n m\u00e0 kh\u00f4ng th\u1ec3 t\u1ed5ng qu\u00e1t h\u00f3a t\u1ed1t cho d\u1eef li\u1ec7u m\u1edbi.<\/p>\n H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t l\u00e0 ph\u01b0\u01a1ng ph\u00e1p t\u1eadp trung v\u00e0o vi\u1ec7c kh\u00e1m ph\u00e1 c\u1ea5u tr\u00fac \u1ea9n trong d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ebfn nh\u00e3n. C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t t\u00ecm ki\u1ebfm c\u00e1c m\u1eabu, nh\u00f3m ho\u1eb7c c\u1ea5u tr\u00fac trong d\u1eef li\u1ec7u. Thu\u1eadt to\u00e1n th\u01b0\u1eddng t\u1ef1 \u0111\u1ed9ng nh\u00f3m c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u t\u01b0\u01a1ng t\u1ef1 nhau. Trong ti\u1ebfp th\u1ecb, ph\u00e2n c\u1ee5m c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n \u0111o\u1ea1n kh\u00e1ch h\u00e0ng d\u1ef1a tr\u00ean h\u00e0nh vi mua h\u00e0ng. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y c\u0169ng gi\u00fap gi\u1ea3m chi\u1ec1u d\u1eef li\u1ec7u (dimensionality reduction), \u0111\u01a1n gi\u1ea3n h\u00f3a d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p b\u1eb1ng c\u00e1ch gi\u1ea3m s\u1ed1 l\u01b0\u1ee3ng bi\u1ebfn m\u00e0 v\u1eabn gi\u1eef \u0111\u01b0\u1ee3c th\u00f4ng tin quan tr\u1ecdng nh\u1ea5t.<\/p>\n H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t gi\u00fap x\u1eed l\u00fd d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 nh\u00e3n d\u1ec5 d\u00e0ng, th\u01b0\u1eddng d\u1ec5 thu th\u1eadp h\u01a1n v\u00e0 c\u00f3 s\u1eb5n v\u1edbi s\u1ed1 l\u01b0\u1ee3ng l\u1edbn. N\u00f3 c\u0169ng c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu m\u00e0 con ng\u01b0\u1eddi c\u00f3 th\u1ec3 b\u1ecf qua. D\u1eabu v\u1eady, h\u1ea1n ch\u1ebf c\u1ee7a ph\u01b0\u01a1ng ph\u00e1p n\u00e0y l\u00e0 vi\u1ec7c \u0111\u00e1nh gi\u00e1 k\u1ebft qu\u1ea3 v\u00ec kh\u00f4ng c\u00f3 “\u0111\u00e1p \u00e1n \u0111\u00fang” \u0111\u1ec3 so s\u00e1nh. C\u00e1c m\u1eabu \u0111\u01b0\u1ee3c ph\u00e1t hi\u1ec7n kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng c\u00f3 \u00fd ngh\u0129a ho\u1eb7c h\u1eefu \u00edch trong ng\u1eef c\u1ea3nh c\u1ee5 th\u1ec3 c\u1ee7a b\u00e0i to\u00e1n.<\/p>\n H\u1ecdc b\u00e1n gi\u00e1m s\u00e1t l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p k\u1ebft h\u1ee3p gi\u1eefa h\u1ecdc c\u00f3 gi\u00e1m s\u00e1t v\u00e0 h\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t, t\u1eadn d\u1ee5ng c\u1ea3 d\u1eef li\u1ec7u c\u00f3 nh\u00e3n v\u00e0 kh\u00f4ng c\u00f3 nh\u00e3n. M\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean m\u1ed9t t\u1eadp d\u1eef li\u1ec7u nh\u1ecf c\u00f3 nh\u00e3n v\u00e0 m\u1ed9t t\u1eadp d\u1eef li\u1ec7u l\u1edbn h\u01a1n kh\u00f4ng c\u00f3 nh\u00e3n. M\u00f4 h\u00ecnh s\u1eed d\u1ee5ng d\u1eef li\u1ec7u c\u00f3 nh\u00e3n \u0111\u1ec3 h\u1ecdc c\u00e1c m\u1ed1i quan h\u1ec7 c\u01a1 b\u1ea3n, sau \u0111\u00f3 \u00e1p d\u1ee5ng ki\u1ebfn th\u1ee9c n\u00e0y \u0111\u1ec3 kh\u00e1m ph\u00e1 c\u1ea5u tr\u00fac trong d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 nh\u00e3n. C\u00e1ch n\u00e0y c\u00f3 th\u1ec3 gi\u00fap c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh, \u0111\u1eb7c bi\u1ec7t khi c\u00f3 \u00edt d\u1eef li\u1ec7u c\u00f3 nh\u00e3n.<\/p>\n \u01afu \u0111i\u1ec3m ch\u00ednh c\u1ee7a h\u1ecdc b\u00e1n gi\u00e1m s\u00e1t l\u00e0 kh\u1ea3 n\u0103ng t\u1eadn d\u1ee5ng c\u1ea3 d\u1eef li\u1ec7u c\u00f3 nh\u00e3n v\u00e0 kh\u00f4ng c\u00f3 nh\u00e3n, gi\u00fap gi\u1ea3m chi ph\u00ed v\u00e0 th\u1eddi gian g\u00e1n nh\u00e3n. Tuy nhi\u00ean, b\u1ea1n \u0111\u1ea3m b\u1ea3o th\u00f4ng tin t\u1eeb d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 nh\u00e3n th\u1ef1c s\u1ef1 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh ch\u1ee9 kh\u00f4ng l\u00e0m sai l\u1ec7ch n\u00f3.<\/p>\n H\u1ecdc s\u00e2u l\u00e0 m\u1ed9t ph\u00e2n nh\u00e1nh c\u1ee7a Machine Learning l\u1ea5y c\u1ea3m h\u1ee9ng t\u1eeb c\u1ea5u tr\u00fac v\u00e0 ch\u1ee9c n\u0103ng c\u1ee7a n\u00e3o ng\u01b0\u1eddi. N\u00f3 s\u1eed d\u1ee5ng c\u00e1c m\u1ea1ng n\u01a1-ron nh\u00e2n t\u1ea1o v\u1edbi nhi\u1ec1u l\u1edbp \u1ea9n \u0111\u1ec3 h\u1ecdc v\u00e0 tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1eb7c tr\u01b0ng ph\u1ee9c t\u1ea1p t\u1eeb d\u1eef li\u1ec7u. C\u00e1c m\u1ea1ng n\u01a1-ron c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u1ecdc c\u00e1c \u0111\u1eb7c tr\u01b0ng t\u1eeb d\u1eef li\u1ec7u th\u00f4, kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi trong vi\u1ec7c thi\u1ebft k\u1ebf \u0111\u1eb7c tr\u01b0ng. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 x\u1eed l\u00fd h\u00ecnh \u1ea3nh. C\u1ee5 th\u1ec3, trong nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t, c\u00e1c l\u1edbp \u0111\u1ea7u ti\u00ean c\u00f3 th\u1ec3 h\u1ecdc c\u00e1ch ph\u00e1t hi\u1ec7n c\u00e1c c\u1ea1nh v\u00e0 \u0111\u01b0\u1eddng cong, c\u00e1c l\u1edbp ti\u1ebfp theo h\u1ecdc c\u00e1ch nh\u1eadn bi\u1ebft c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m nh\u01b0 m\u1eaft m\u0169i v\u00e0 c\u00e1c l\u1edbp cu\u1ed1i c\u00f9ng k\u1ebft h\u1ee3p t\u1ea5t c\u1ea3 \u0111\u1ec3 nh\u1eadn d\u1ea1ng khu\u00f4n m\u1eb7t c\u1ee5 th\u1ec3.<\/p>\n H\u1ecdc s\u00e2u \u0111\u00e3 t\u1ea1o ra nh\u1eefng b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 trong nhi\u1ec1u l\u0129nh v\u1ef1c nh\u01b0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, th\u1eadm ch\u00ed trong c\u00e1c \u1ee9ng d\u1ee5ng s\u00e1ng t\u1ea1o. Song, h\u1ecdc s\u00e2u c\u0169ng c\u00f3 nh\u1eefng nh\u01b0\u1ee3c \u0111i\u1ec3m nh\u01b0 y\u00eau c\u1ea7u l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 hu\u1ea5n luy\u1ec7n, t\u00ednh to\u00e1n \u0111\u00f2i h\u1ecfi nhi\u1ec1u t\u00e0i nguy\u00ean, kh\u00f3 kh\u0103n trong vi\u1ec7c gi\u1ea3i th\u00edch c\u00e1c quy\u1ebft \u0111\u1ecbnh c\u1ee7a m\u00f4 h\u00ecnh.<\/p>\n H\u1ecdc t\u0103ng c\u01b0\u1eddng l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p Machine Learning t\u1eadp trung v\u00e0o vi\u1ec7c m\u1ed9t t\u00e1c nh\u00e2n h\u1ecdc c\u00e1ch \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh th\u00f4ng qua t\u01b0\u01a1ng t\u00e1c v\u1edbi m\u00f4i tr\u01b0\u1eddng. H\u00e3y t\u01b0\u1edfng t\u01b0\u1ee3ng b\u1ea1n \u0111ang d\u1ea1y m\u1ed9t ch\u00fa ch\u00f3 nh\u1eefng tr\u00f2 m\u1edbi: b\u1ea1n kh\u00f4ng th\u1ec3 tr\u1ef1c ti\u1ebfp n\u00f3i cho n\u00f3 bi\u1ebft ph\u1ea3i l\u00e0m g\u00ec, nh\u01b0ng b\u1ea1n c\u00f3 th\u1ec3 th\u01b0\u1edfng cho n\u00f3 khi n\u00f3 l\u00e0m \u0111\u00fang v\u00e0 kh\u00f4ng th\u01b0\u1edfng khi n\u00f3 l\u00e0m sai. Qua th\u1eddi gian, ch\u00fa ch\u00f3 h\u1ecdc \u0111\u01b0\u1ee3c h\u00e0nh vi n\u00e0o d\u1eabn \u0111\u1ebfn ph\u1ea7n th\u01b0\u1edfng. \u0110\u00e2y ch\u00ednh l\u00e0 nguy\u00ean l\u00fd c\u01a1 b\u1ea3n c\u1ee7a h\u1ecdc t\u0103ng c\u01b0\u1eddng.<\/p>\n Trong h\u1ecdc t\u0103ng c\u01b0\u1eddng, t\u00e1c nh\u00e2n (agent) t\u01b0\u01a1ng t\u00e1c v\u1edbi m\u00f4i tr\u01b0\u1eddng b\u1eb1ng c\u00e1ch th\u1ef1c hi\u1ec7n c\u00e1c h\u00e0nh \u0111\u1ed9ng. M\u1ed7i h\u00e0nh \u0111\u1ed9ng d\u1eabn \u0111\u1ebfn m\u1ed9t tr\u1ea1ng th\u00e1i m\u1edbi c\u1ee7a m\u00f4i tr\u01b0\u1eddng v\u00e0 m\u1ed9t ph\u1ea7n th\u01b0\u1edfng (c\u00f3 th\u1ec3 l\u00e0 d\u01b0\u01a1ng, \u00e2m ho\u1eb7c b\u1eb1ng kh\u00f4ng). M\u1ee5c ti\u00eau c\u1ee7a t\u00e1c nh\u00e2n l\u00e0 h\u1ecdc c\u00e1ch t\u1ed1i \u0111a h\u00f3a t\u1ed5ng ph\u1ea7n th\u01b0\u1edfng nh\u1eadn \u0111\u01b0\u1ee3c theo th\u1eddi gian.<\/p>\n H\u1ecdc t\u0103ng c\u01b0\u1eddng \u0111\u1eb7c bi\u1ec7t hi\u1ec7u qu\u1ea3 trong c\u00e1c t\u00ecnh hu\u1ed1ng c\u00f3 t\u00ednh t\u01b0\u01a1ng t\u00e1c cao nh\u01b0 ch\u01a1i game, \u0111i\u1ec1u khi\u1ec3n robot ho\u1eb7c t\u1ed1i \u01b0u h\u00f3a h\u1ec7 th\u1ed1ng \u0111i\u1ec1u khi\u1ec3n. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y c\u00f3 th\u1ec3 \u1ee9ng d\u1ee5ng trong m\u00f4i tr\u01b0\u1eddng ph\u1ee9c t\u1ea1p, kh\u00f4ng \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh r\u00f5 r\u00e0ng. Tuy nhi\u00ean, h\u1ecdc t\u0103ng c\u01b0\u1eddng th\u01b0\u1eddng \u0111\u00f2i h\u1ecfi nhi\u1ec1u l\u1ea7n th\u1eed nghi\u1ec7m d\u1eabn \u0111\u1ebfn t\u1ed1n k\u00e9m ho\u1eb7c kh\u00f4ng kh\u1ea3 thi trong m\u1ed9t s\u1ed1 m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf.<\/p>\n >> Xem th\u00eam: <\/strong>Ng\u00e0nh khoa h\u1ecdc m\u00e1y t\u00ednh l\u00e0 g\u00ec, h\u1ecdc g\u00ec v\u00e0 ra tr\u01b0\u1eddng l\u00e0m g\u00ec?<\/strong><\/a><\/p>\n C\u00f4ng ngh\u1ec7 Machine Learning \u0111\u00e3 c\u00f3 s\u1ef1 lan r\u1ed9ng v\u00e0 \u1ee9ng d\u1ee5ng trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau. D\u01b0\u1edbi \u0111\u00e2y, ch\u00fang ta s\u1ebd xem x\u00e9t c\u1ee5 th\u1ec3 c\u00e1ch Machine Learning \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng trong m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c quan tr\u1ecdng:<\/p>\n Trong t\u00e0i ch\u00ednh v\u00e0 ng\u00e2n h\u00e0ng<\/a>, Machine Learning \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t trong vi\u1ec7c ph\u00e2n t\u00edch r\u1ee7i ro v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u0111\u1ea7u t\u01b0 ch\u00ednh x\u00e1c. C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau nh\u01b0 bi\u1ebfn \u0111\u1ed9ng th\u1ecb tr\u01b0\u1eddng, l\u1ecbch s\u1eed giao d\u1ecbch, v\u00e0 th\u00f4ng tin kh\u00e1ch h\u00e0ng. Nh\u1edd \u0111\u00f3, c\u00e1c t\u1ed5 ch\u1ee9c t\u00e0i ch\u00ednh c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng nh\u1eefng m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c v\u1ec1 xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng, \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 t\u00edn nhi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 ph\u00e1t hi\u1ec7n c\u00e1c giao d\u1ecbch b\u1ea5t th\u01b0\u1eddng c\u00f3 d\u1ea5u hi\u1ec7u gian l\u1eadn.<\/p>\n B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Machine Learning \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a qu\u00e1 tr\u00ecnh th\u1ea9m \u0111\u1ecbnh kho\u1ea3n vay, gi\u1ea3m th\u1eddi gian x\u1eed l\u00fd v\u00e0 n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c trong vi\u1ec7c \u0111\u00e1nh gi\u00e1 r\u1ee7i ro. C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y c\u00f2n h\u1ed7 tr\u1ee3 qu\u1ea3n l\u00fd danh m\u1ee5c \u0111\u1ea7u t\u01b0 hi\u1ec7u qu\u1ea3 b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u00e1c chi\u1ebfn l\u01b0\u1ee3c ph\u00e2n b\u1ed5 t\u00e0i s\u1ea3n t\u1ed1i \u01b0u d\u1ef1a tr\u00ean m\u1ee5c ti\u00eau v\u00e0 kh\u1ea9u v\u1ecb r\u1ee7i ro c\u1ee7a nh\u00e0 \u0111\u1ea7u t\u01b0. Vi\u1ec7c \u1ee9ng d\u1ee5ng Machine Learning kh\u00f4ng ch\u1ec9 gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c t\u00e0i ch\u00ednh t\u1ed1i \u0111a h\u00f3a l\u1ee3i nhu\u1eadn m\u00e0 c\u00f2n g\u00f3p ph\u1ea7n t\u0103ng c\u01b0\u1eddng an ninh v\u00e0 tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh th\u00f4ng qua vi\u1ec7c ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c ho\u1ea1t \u0111\u1ed9ng \u0111\u00e1ng ng\u1edd.<\/p>\n Trong l\u0129nh v\u1ef1c y t\u1ebf, Machine Learning \u0111ang m\u1edf ra nh\u1eefng kh\u1ea3 n\u0103ng m\u1edbi trong ch\u1ea9n \u0111o\u00e1n, \u0111i\u1ec1u tr\u1ecb v\u00e0 nghi\u00ean c\u1ee9u y khoa. C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh y t\u1ebf nh\u01b0 X-quang, CT scan v\u00e0 MRI v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c ngang b\u1eb1ng ho\u1eb7c th\u1eadm ch\u00ed v\u01b0\u1ee3t qua c\u00e1c b\u00e1c s\u0129 chuy\u00ean khoa. N\u00f3 kh\u00f4ng ch\u1ec9 gi\u00fap ph\u00e1t hi\u1ec7n b\u1ec7nh s\u1edbm m\u00e0 c\u00f2n h\u1ed7 tr\u1ee3 c\u00e1c b\u00e1c s\u0129 trong vi\u1ec7c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u0111i\u1ec1u tr\u1ecb ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n Trong nghi\u00ean c\u1ee9u d\u01b0\u1ee3c ph\u1ea9m, Machine Learning \u0111ang \u0111\u1ea9y nhanh qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n thu\u1ed1c m\u1edbi. B\u1eb1ng c\u00e1ch m\u00f4 ph\u1ecfng t\u01b0\u01a1ng t\u00e1c gi\u1eefa c\u00e1c ph\u00e2n t\u1eed, c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n hi\u1ec7u qu\u1ea3 v\u00e0 t\u00e1c d\u1ee5ng ph\u1ee5 c\u1ee7a c\u00e1c h\u1ee3p ch\u1ea5t m\u1edbi, ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 chi ph\u00ed trong qu\u00e1 tr\u00ecnh th\u1eed nghi\u1ec7m l\u00e2m s\u00e0ng. Vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u gen b\u1eb1ng Machine Learning c\u0169ng \u0111ang m\u1edf ra c\u01a1 h\u1ed9i cho y h\u1ecdc c\u00e1 nh\u00e2n h\u00f3a c\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u0111i\u1ec1u tr\u1ecb d\u1ef1a tr\u00ean c\u1ea5u tr\u00fac gen c\u1ee5 th\u1ec3 c\u1ee7a t\u1eebng b\u1ec7nh nh\u00e2n.<\/p>\n V\u1edbi l\u0129nh v\u1ef1c n\u00f4ng nghi\u1ec7p, Machine Learning \u0111ang g\u00f3p ph\u1ea7n quan tr\u1ecdng v\u00e0o vi\u1ec7c n\u00e2ng cao n\u0103ng su\u1ea5t v\u00e0 b\u1ec1n v\u1eefng. C\u00e1c m\u00f4 h\u00ecnh d\u1ef1 b\u00e1o th\u1eddi ti\u1ebft ti\u00ean ti\u1ebfn s\u1eed d\u1ee5ng h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 cung c\u1ea5p d\u1ef1 b\u00e1o ch\u00ednh x\u00e1c h\u01a1n v\u1ec1 \u0111i\u1ec1u ki\u1ec7n th\u1eddi ti\u1ebft trong t\u01b0\u01a1ng lai, gi\u00fap n\u00f4ng d\u00e2n l\u00ean k\u1ebf ho\u1ea1ch tr\u1ed3ng tr\u1ecdt v\u00e0 thu ho\u1ea1ch hi\u1ec7u qu\u1ea3 h\u01a1n. C\u00e1c thu\u1eadt to\u00e1n x\u1eed l\u00fd \u1ea3nh t\u1eeb v\u1ec7 tinh v\u00e0 drone c\u00f3 th\u1ec3 ph\u00e2n t\u00edch s\u1ee9c kh\u1ecfe c\u00e2y tr\u1ed3ng tr\u00ean di\u1ec7n t\u00edch l\u1edbn, gi\u00fap ph\u00e1t hi\u1ec7n s\u1edbm d\u1ecbch b\u1ec7nh ho\u1eb7c t\u00ecnh tr\u1ea1ng thi\u1ebfu dinh d\u01b0\u1ee1ng.<\/p>\n Trong ch\u0103n nu\u00f4i, c\u00e1c h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t th\u00f4ng minh s\u1eed d\u1ee5ng Machine Learning c\u00f3 th\u1ec3 theo d\u00f5i s\u1ee9c kh\u1ecfe v\u00e0 h\u00e0nh vi c\u1ee7a t\u1eebng con v\u1eadt \u0111\u1ec3 s\u1edbm ph\u00e1t hi\u1ec7n c\u00e1c v\u1ea5n \u0111\u1ec1 s\u1ee9c kh\u1ecfe v\u00e0 t\u1ed1i \u01b0u h\u00f3a ch\u1ebf \u0111\u1ed9 dinh d\u01b0\u1ee1ng. \u1ee8ng d\u1ee5ng Machine Learning trong qu\u1ea3n l\u00fd t\u00e0i nguy\u00ean n\u01b0\u1edbc v\u00e0 ph\u00e2n b\u00f3n c\u0169ng t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c ngu\u1ed3n l\u1ef1c quan tr\u1ecdng n\u00e0y, g\u00f3p ph\u1ea7n v\u00e0o ph\u00e1t tri\u1ec3n n\u1ec1n n\u00f4ng nghi\u1ec7p b\u1ec1n v\u1eefng.<\/p>\n V\u1ec1 s\u1ea3n xu\u1ea5t v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a, c\u00e1c h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t th\u00f4ng minh s\u1eed d\u1ee5ng h\u1ecdc m\u00e1y c\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111i\u1ec1u ch\u1ec9nh v\u00e0 t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh s\u1ea3n xu\u1ea5t d\u1ef1a tr\u00ean d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c. Trong ng\u00e0nh c\u00f4ng nghi\u1ec7p \u00f4 t\u00f4, c\u00e1c robot h\u00e0n \u0111\u01b0\u1ee3c trang b\u1ecb thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh c\u00e1c th\u00f4ng s\u1ed1 h\u00e0n d\u1ef1a tr\u00ean ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a m\u1ed1i h\u00e0n tr\u01b0\u1edbc \u0111\u00f3, \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 nh\u1ea5t qu\u00e1n cao h\u01a1n.<\/p>\n B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb c\u00e1c c\u1ea3m bi\u1ebfn tr\u00ean m\u00e1y m\u00f3c, c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n khi n\u00e0o m\u1ed9t thi\u1ebft b\u1ecb c\u00f3 kh\u1ea3 n\u0103ng g\u1eb7p s\u1ef1 c\u1ed1, cho ph\u00e9p th\u1ef1c hi\u1ec7n b\u1ea3o tr\u00ec tr\u01b0\u1edbc khi x\u1ea3y ra h\u1ecfng h\u00f3c. \u0110i\u1ec1u n\u00e0y gi\u00fap gi\u1ea3m th\u1eddi gian ng\u1eebng m\u00e1y, t\u0103ng tu\u1ed5i th\u1ecd thi\u1ebft b\u1ecb v\u00e0 ti\u1ebft ki\u1ec7m \u0111\u00e1ng k\u1ec3 chi ph\u00ed b\u1ea3o tr\u00ec. Vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng b\u1eb1ng Machine Learning c\u0169ng gi\u00fap doanh nghi\u1ec7p qu\u1ea3n l\u00fd h\u00e0ng t\u1ed3n kho hi\u1ec7u qu\u1ea3 h\u01a1n, d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u ch\u00ednh x\u00e1c h\u01a1n v\u00e0 gi\u1ea3m thi\u1ec3u l\u00e3ng ph\u00ed.<\/p>\n >> Xem th\u00eam: <\/strong>Ng\u00e0nh k\u1ef9 thu\u1eadt \u0111i\u1ec1u khi\u1ec3n v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a l\u00e0 g\u00ec? H\u1ecdc tr\u01b0\u1eddng n\u00e0o?<\/strong><\/a><\/p>\n C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y ti\u00ean ti\u1ebfn cho ph\u00e9p robot kh\u00f4ng ch\u1ec9 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh s\u1eb5n m\u00e0 c\u00f2n c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t qua th\u1eddi gian. Trong c\u00e1c nh\u00e0 m\u00e1y th\u00f4ng minh, robot \u0111\u01b0\u1ee3c trang b\u1ecb c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc t\u0103ng c\u01b0\u1eddng c\u00f3 th\u1ec3 t\u1ef1 \u0111i\u1ec1u ch\u1ec9nh c\u00e1c th\u00f4ng s\u1ed1 ho\u1ea1t \u0111\u1ed9ng d\u1ef1a tr\u00ean ph\u1ea3n h\u1ed3i t\u1eeb m\u00f4i tr\u01b0\u1eddng \u0111\u1ec3 t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c trong c\u00e1c quy tr\u00ecnh s\u1ea3n xu\u1ea5t ph\u1ee9c t\u1ea1p v\u00e0 gi\u1ea3m thi\u1ec3u sai s\u00f3t.<\/p>\n Machine Learning c\u0169ng n\u00e2ng c\u1ea5p nh\u1eefng kh\u1ea3 n\u0103ng m\u1edbi trong l\u0129nh v\u1ef1c robot t\u01b0\u01a1ng t\u00e1c, m\u1ed9t l\u0129nh v\u1ef1c thu h\u00fat s\u1ef1 quan t\u00e2m c\u1ee7a nhi\u1ec1u\u00a0<\/span>k\u1ef9 s\u01b0 AI<\/span><\/strong><\/a>. C\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u cho ph\u00e9p robot hi\u1ec3u v\u00e0 ph\u1ea3n \u1ee9ng v\u1edbi ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, c\u1eed ch\u1ec9 v\u00e0 bi\u1ec3u c\u1ea3m c\u1ee7a con ng\u01b0\u1eddi m\u1ed9t c\u00e1ch t\u1ef1 nhi\u00ean h\u01a1n. N\u00f3 r\u1ea5t h\u1eefu \u00edch trong c\u00e1c \u1ee9ng d\u1ee5ng ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, n\u01a1i robot h\u1ed7 tr\u1ee3 c\u1ea7n ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng giao ti\u1ebfp hi\u1ec7u qu\u1ea3 v\u1edbi b\u1ec7nh nh\u00e2n v\u00e0 nh\u00e2n vi\u00ean y t\u1ebf.<\/p>\n Machine Learning \u0111ang m\u1edf ra nh\u1eefng h\u01b0\u1edbng \u0111i m\u1edbi trong vi\u1ec7c thi\u1ebft k\u1ebf v\u00e0 t\u1ed5ng h\u1ee3p ph\u00e2n t\u1eed. C\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y c\u00f3 kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n t\u00ednh ch\u1ea5t c\u1ee7a c\u00e1c h\u1ee3p ch\u1ea5t m\u1edbi d\u1ef1a tr\u00ean c\u1ea5u tr\u00fac ph\u00e2n t\u1eed gi\u00fap c\u00e1c nh\u00e0 khoa h\u1ecdc ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 ngu\u1ed3n l\u1ef1c trong qu\u00e1 tr\u00ecnh nghi\u00ean c\u1ee9u. Trong ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m, c\u00e1c thu\u1eadt to\u00e1n Machine Learning<\/strong> \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 s\u00e0ng l\u1ecdc h\u00e0ng tri\u1ec7u h\u1ee3p ch\u1ea5t ti\u1ec1m n\u0103ng v\u00e0 x\u00e1c \u0111\u1ecbnh lo\u1ea1i n\u00e0o c\u00f3 kh\u1ea3 n\u0103ng tr\u1edf th\u00e0nh thu\u1ed1c m\u1edbi.<\/p>\n C\u00e1c thu\u1eadt to\u00e1n t\u1ed1i \u01b0u h\u00f3a c\u00f3 th\u1ec3 \u0111\u1ec1 xu\u1ea5t \u0111i\u1ec1u ki\u1ec7n ph\u1ea3n \u1ee9ng t\u1ed1i \u01b0u, t\u0103ng hi\u1ec7u su\u1ea5t v\u00e0 gi\u1ea3m t\u00e1c \u0111\u1ed9ng m\u00f4i tr\u01b0\u1eddng t\u1eeb c\u00e1c quy tr\u00ecnh s\u1ea3n xu\u1ea5t h\u00f3a ch\u1ea5t. N\u00f3 v\u1eeba gi\u00fap ti\u1ebft ki\u1ec7m chi ph\u00ed v\u1eeba g\u00f3p ph\u1ea7n v\u00e0o s\u1ef1 ph\u00e1t tri\u1ec3n b\u1ec1n v\u1eefng c\u1ee7a ng\u00e0nh c\u00f4ng nghi\u1ec7p h\u00f3a ch\u1ea5t.<\/p>\n H\u1ecdc Machine Learning<\/strong> trong l\u0129nh v\u1ef1c m\u1ea1ng m\u00e1y t\u00ednh, b\u1ea1n s\u1ebd g\u00f3p ph\u1ea7n b\u1ea3o v\u1ec7 h\u1ec7 th\u1ed1ng kh\u1ecfi c\u00e1c m\u1ed1i \u0111e d\u1ecda an ninh ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p. Big data & Machine Learning<\/strong> khi k\u1ebft h\u1ee3p v\u1edbi nhau c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch h\u00e0ng tri\u1ec7u s\u1ef1 ki\u1ec7n m\u1ea1ng m\u1ed7i gi\u00e2y \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu b\u1ea5t th\u01b0\u1eddng, ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng m\u1ea1ng. C\u00e1c h\u1ec7 th\u1ed1ng ph\u00e1t hi\u1ec7n x\u00e2m nh\u1eadp d\u1ef1a tr\u00ean Machine Learning c\u00f3 th\u1ec3 h\u1ecdc t\u1eeb c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng tr\u01b0\u1edbc \u0111\u00f3 \u0111\u1ec3 nh\u1eadn di\u1ec7n v\u00e0 ch\u1eb7n c\u00e1c m\u1ed1i \u0111e d\u1ecda m\u1edbi ch\u01b0a \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn.<\/p>\n Machine Learning c\u0169ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t m\u1ea1ng. C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u b\u0103ng th\u00f4ng v\u00e0 t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh c\u1ea5u h\u00ecnh m\u1ea1ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o lu\u1ed3ng d\u1eef li\u1ec7u tr\u01a1n tru. N\u00f3 th\u1ef1c s\u1ef1 h\u1eefu \u00edch trong b\u1ed1i c\u1ea3nh ph\u00e1t tri\u1ec3n Internet of Things (IoT) v\u00e0 5G khi s\u1ed1 l\u01b0\u1ee3ng thi\u1ebft b\u1ecb k\u1ebft n\u1ed1i v\u00e0 l\u01b0u l\u01b0\u1ee3ng d\u1eef li\u1ec7u t\u0103ng \u0111\u1ed9t bi\u1ebfn.<\/p>\n Trong l\u0129nh v\u1ef1c khoa h\u1ecdc v\u0169 tr\u1ee5, Learning Machine \u0111ang \u0111\u00f3ng g\u00f3p kh\u00f4ng nh\u1ecf v\u00e0o vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u0169 tr\u1ee5. C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u1eed l\u00fd h\u00ecnh \u1ea3nh t\u1eeb k\u00ednh vi\u1ec5n v\u1ecdng kh\u00f4ng gian, gi\u00fap ph\u00e1t hi\u1ec7n c\u00e1c thi\u00ean th\u1ec3 m\u1edbi v\u00e0 nghi\u00ean c\u1ee9u c\u1ea5u tr\u00fac c\u1ee7a v\u0169 tr\u1ee5. \u0110i\u1ec3n h\u00ecnh, trong d\u1ef1 \u00e1n t\u00ecm ki\u1ebfm s\u1ef1 s\u1ed1ng ngo\u00e0i Tr\u00e1i \u0110\u1ea5t, c\u00e1c m\u00f4 h\u00ecnh ML \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n t\u00edch t\u00edn hi\u1ec7u v\u00f4 tuy\u1ebfn t\u1eeb v\u0169 tr\u1ee5, t\u00ecm ki\u1ebfm c\u00e1c d\u1ea5u hi\u1ec7u c\u1ee7a ho\u1ea1t \u0111\u1ed9ng th\u00f4ng minh.<\/p>\n Machine Learning c\u0169ng g\u00f3p ph\u1ea7n l\u1eadp k\u1ebf ho\u1ea1ch v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c nhi\u1ec7m v\u1ee5 kh\u00f4ng gian. C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc t\u0103ng c\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u00ednh to\u00e1n qu\u1ef9 \u0111\u1ea1o t\u1ed1i \u01b0u cho t\u00e0u v\u0169 tr\u1ee5, gi\u00fap ti\u1ebft ki\u1ec7m nhi\u00ean li\u1ec7u v\u00e0 th\u1eddi gian. Trong c\u00e1c nhi\u1ec7m v\u1ee5 th\u00e1m hi\u1ec3m h\u00e0nh tinh, robot t\u1ef1 h\u00e0nh \u0111\u01b0\u1ee3c trang b\u1ecb c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y c\u00f3 th\u1ec3 t\u1ef1 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh v\u1ec1 vi\u1ec7c thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch m\u1eabu v\u1eadt, t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng kh\u00e1m ph\u00e1 trong m\u00f4i tr\u01b0\u1eddng kh\u00f4ng th\u1ec3 d\u1ef1 \u0111o\u00e1n.<\/p>\n C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y ti\u00ean ti\u1ebfn c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch h\u00e0nh vi duy\u1ec7t web, l\u1ecbch s\u1eed mua s\u1eafm, th\u1eadm ch\u00ed c\u1ea3 d\u1eef li\u1ec7u t\u1eeb m\u1ea1ng x\u00e3 h\u1ed9i \u0111\u1ec3 t\u1ea1o ra h\u1ed3 s\u01a1 chi ti\u1ebft v\u1ec1 s\u1edf th\u00edch v\u00e0 nhu c\u1ea7u c\u1ee7a t\u1eebng ng\u01b0\u1eddi d\u00f9ng. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c nh\u00e0 qu\u1ea3ng c\u00e1o cung c\u1ea5p n\u1ed9i dung \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a cao \u0111\u1ed9, t\u0103ng \u0111\u00e1ng k\u1ec3 hi\u1ec7u qu\u1ea3 c\u1ee7a chi\u1ebfn d\u1ecbch marketing.<\/p>\n Machine Learning c\u0169ng \u0111ang thay \u0111\u1ed5i c\u00e1ch th\u1ee9c \u0111\u1ea5u gi\u00e1 qu\u1ea3ng c\u00e1o tr\u1ef1c tuy\u1ebfn. C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc t\u0103ng c\u01b0\u1eddng c\u00f3 th\u1ec3 t\u1ed1i \u01b0u h\u00f3a chi\u1ebfn l\u01b0\u1ee3c \u0111\u1eb7t gi\u00e1 th\u1ea7u trong th\u1eddi gian th\u1ef1c, \u0111\u1ea3m b\u1ea3o r\u1eb1ng ng\u00e2n s\u00e1ch qu\u1ea3ng c\u00e1o \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng hi\u1ec7u qu\u1ea3 nh\u1ea5t. C\u00e1ch n\u00e0y kh\u00f4ng ch\u1ec9 gi\u00fap c\u00e1c doanh nghi\u1ec7p ti\u1ebft ki\u1ec7m chi ph\u00ed m\u00e0 c\u00f2n c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m c\u1ee7a ng\u01b0\u1eddi d\u00f9ng b\u1eb1ng c\u00e1ch gi\u1ea3m thi\u1ec3u vi\u1ec7c hi\u1ec3n th\u1ecb qu\u1ea3ng c\u00e1o kh\u00f4ng li\u00ean quan.<\/p>\n >> Xem th\u00eam: <\/strong>Qu\u1ea3ng c\u00e1o l\u00e0 g\u00ec? C\u00e1c lo\u1ea1i h\u00ecnh qu\u1ea3ng c\u00e1o ph\u1ed5 bi\u1ebfn hi\u1ec7n nay<\/strong><\/a><\/p>\n Trong l\u0129nh v\u1ef1c th\u1ecb gi\u00e1c m\u00e1y t\u00ednh, Machine Learning \u0111ang d\u1ea7n \u0111\u01b0\u1ee3c n\u00e2ng c\u1ea5p \u0111\u1ec3 hi\u1ec3u v\u00e0 di\u1ec5n gi\u1ea3i h\u00ecnh \u1ea3nh ho\u1eb7c video. C\u00e1c m\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp (CNN) ti\u00ean ti\u1ebfn c\u00f3 kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n v\u00e0 ph\u00e2n lo\u1ea1i \u0111\u1ed1i t\u01b0\u1ee3ng trong h\u00ecnh \u1ea3nh v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c v\u01b0\u1ee3t tr\u1ed9i so v\u1edbi con ng\u01b0\u1eddi trong nhi\u1ec1u t\u00e1c v\u1ee5. V\u1edbi ng\u00e0nh y t\u1ebf, c\u00e1c thu\u1eadt to\u00e1n th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh X-quang v\u00e0 MRI, gi\u00fap ph\u00e1t hi\u1ec7n c\u00e1c d\u1ea5u hi\u1ec7u c\u1ee7a b\u1ec7nh l\u00fd s\u1edbm h\u01a1n.<\/p>\n C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y c\u0169ng c\u00f3 kh\u1ea3 n\u0103ng theo d\u00f5i chuy\u1ec3n \u0111\u1ed9ng, nh\u1eadn di\u1ec7n h\u00e0nh \u0111\u1ed9ng v\u00e0 d\u1ef1 \u0111o\u00e1n h\u00e0nh vi trong video th\u1eddi gian th\u1ef1c. Trong t\u01b0\u01a1ng lai, v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y, b\u1ea1n c\u00f3 th\u1ec3 mong \u0111\u1ee3i nh\u1eefng b\u01b0\u1edbc ti\u1ebfn \u0111\u1ed9t ph\u00e1 trong vi\u1ec7c t\u1ea1o ra v\u00e0 ch\u1ec9nh s\u1eeda n\u1ed9i dung h\u00ecnh \u1ea3nh hay video m\u1ed9t c\u00e1ch t\u1ef1 \u0111\u1ed9ng, s\u00e1ng t\u1ea1o.<\/p>\n Machine Learning v\u00e0 Deep Learning l\u00e0 hai kh\u00e1i ni\u1ec7m quan tr\u1ecdng trong l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, nh\u01b0ng ch\u00fang c\u0169ng c\u00f3 nh\u1eefng \u0111\u1eb7c \u0111i\u1ec3m v\u00e0 \u1ee9ng d\u1ee5ng ri\u00eang bi\u1ec7t. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 b\u1ea3ng so s\u00e1nh chi ti\u1ebft gi\u1eefa Machine Learning v\u00e0 Deep Learning:<\/p>\n T\u00f3m l\u1ea1i, Machine Learning l\u00e0 g\u00ec<\/strong>? \u0110\u00e2y l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, cho ph\u00e9p m\u00e1y t\u00ednh h\u1ecdc h\u1ecfi t\u1eeb d\u1eef li\u1ec7u v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t m\u00e0 kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh tr\u1ef1c ti\u1ebfp. V\u1edbi kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, Machine Learning m\u1edf ra nhi\u1ec1u c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m cho c\u00e1c l\u0129nh v\u1ef1c t\u1eeb y t\u1ebf \u0111\u1ebfn t\u00e0i ch\u00ednh, mang l\u1ea1i nh\u1eefng c\u1ea3i ti\u1ebfn v\u01b0\u1ee3t b\u1eadc trong \u0111\u1eddi s\u1ed1ng v\u00e0 kinh doanh. Tr\u00ean \u0111\u00e2y l\u00e0 nh\u1eefng chia s\u1ebb c\u1ee7a JobsGO<\/a><\/strong> v\u1ec1 Machine Learning, hy v\u1ecdng n\u00f3 s\u1ebd c\u00f3 \u00edch cho b\u1ea1n.<\/p>\n","protected":false},"excerpt":{"rendered":" \u0110\u00e1nh gi\u00e1 post Trong th\u1eddi \u0111\u1ea1i c\u00f4ng ngh\u1ec7 4.0, Machine Learning l\u00e0 g\u00ec \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t c\u00e2u h\u1ecfi quen thu\u1ed9c \u0111\u1ed1i v\u1edbi nh\u1eefng ai quan t\u00e2m \u0111\u1ebfn tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. \u0110\u00e2y l\u00e0 m\u1ed9t…<\/p>\n","protected":false},"author":43,"featured_media":81331,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"machine learning l\u00e0 g\u00ec","_yoast_wpseo_title":"Machine Learning L\u00e0 G\u00ec? 10 \u1ee8ng D\u1ee5ng Machine Learning Ph\u1ed5 Bi\u1ebfn Nh\u1ea5t %%sep%% %%sitename%%","_yoast_wpseo_metadesc":"Machine Learning l\u00e0 g\u00ec? Kh\u00e1m ph\u00e1 10 l\u0129nh v\u1ef1c \u1ee9ng d\u1ee5ng m\u00f4 h\u00ecnh Machine Learning ph\u1ed5 bi\u1ebfn nh\u1ea5t hi\u1ec7n nay. T\u00ecm hi\u1ec3u ngay!","_yoast_wpseo_focus_keyphrase":"","faq":"1. L\u00e0m Th\u1ebf N\u00e0o \u0110\u1ec3 B\u1ea3o V\u1ec7 Quy\u1ec1n Ri\u00eang T\u01b0 Khi S\u1eed D\u1ee5ng Machine Learning?\r\n\r\n\u00c1p d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 h\u1ecdc li\u00ean k\u1ebft \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh m\u00e0 kh\u00f4ng c\u1ea7n truy c\u1eadp tr\u1ef1c ti\u1ebfp v\u00e0o d\u1eef li\u1ec7u c\u00e1 nh\u00e2n v\u00e0 tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh v\u1ec1 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u.\r\n\r\n2. L\u00e0m Th\u1ebf N\u00e0o \u0110\u1ec3 B\u1eaft \u0110\u1ea7u H\u1ecdc Machine Learning?\r\n\r\nH\u00e3y b\u1eaft \u0111\u1ea7u v\u1edbi ki\u1ebfn th\u1ee9c v\u1ec1 to\u00e1n h\u1ecdc v\u00e0 l\u1eadp tr\u00ecnh, \u0111\u1eb7c bi\u1ec7t l\u00e0 Python. Sau \u0111\u00f3, b\u1ea1n h\u1ecdc c\u00e1c kh\u00e1i ni\u1ec7m c\u01a1 b\u1ea3n c\u1ee7a Machine Learning th\u00f4ng qua c\u00e1c kh\u00f3a h\u1ecdc tr\u1ef1c tuy\u1ebfn.\r\n\r\n3. Nh\u1eefng Ng\u00e0nh Ngh\u1ec1 N\u00e0o C\u00f3 Nguy C\u01a1 B\u1ecb Thay Th\u1ebf B\u1edfi Machine Learning?\r\n\r\nC\u00e1c c\u00f4ng vi\u1ec7c l\u1eb7p \u0111i l\u1eb7p l\u1ea1i v\u00e0 d\u1ef1a nhi\u1ec1u v\u00e0o ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f3 th\u1ec3 b\u1ecb \u1ea3nh h\u01b0\u1edfng. Song, ML c\u0169ng t\u1ea1o ra nhi\u1ec1u c\u01a1 h\u1ed9i vi\u1ec7c l\u00e0m trong l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u.\r\n","nganh_nghe_chuc_vu_lien_quan":["Nh\u00e2n Vi\u00ean C\u00f4ng Ngh\u1ec7 Th\u00f4ng Tin"]},"categories":[7],"tags":[],"yoast_head":"\n1. Machine Learning L\u00e0 G\u00ec? Nh\u1eefng Kh\u00e1i Ni\u1ec7m Li\u00ean Quan \u0110\u1ebfn Machine Learning<\/strong><\/span><\/h2>\n
\n
\n
2. Quy Tr\u00ecnh Ho\u1ea1t \u0110\u1ed9ng C\u1ee7a Machine Learning<\/strong><\/span><\/h2>\n
2.1 Data Collection \u2013 Thu Th\u1eadp D\u1eef Li\u1ec7u<\/strong><\/span><\/h3>\n
2.2 Preprocessing \u2013 Ti\u1ec1n X\u1eed L\u00fd<\/strong><\/span><\/h3>\n
2.3 Training Model \u2013 Hu\u1ea5n Luy\u1ec7n M\u00f4 H\u00ecnh<\/strong><\/span><\/h3>\n
2.4 Evaluating Model \u2013 \u0110\u00e1nh Gi\u00e1 M\u00f4 H\u00ecnh<\/strong><\/span><\/h3>\n
2.5 Improve \u2013 C\u1ea3i Thi\u1ec7n<\/strong><\/span><\/h3>\n
3. Ph\u00e2n Lo\u1ea1i Machine Learning<\/strong><\/span><\/h2>\n
3.1 Supervised Learning \u2013 H\u1ecdc C\u00f3 Gi\u00e1m S\u00e1t<\/strong><\/span><\/h3>\n
3.2 Unsupervised Learning \u2013 H\u1ecdc Kh\u00f4ng Gi\u00e1m S\u00e1t<\/strong><\/span><\/h3>\n
3.3 Semi-Supervised Learning \u2013 H\u1ecdc B\u00e1n Gi\u00e1m S\u00e1t<\/strong><\/span><\/h3>\n
3.4 Deep Learning \u2013 H\u1ecdc S\u00e2u<\/strong><\/span><\/h3>\n
3.5 Reinforce Learning \u2013 H\u1ecdc T\u0103ng C\u01b0\u1eddng<\/strong><\/span><\/h3>\n
4. \u1ee8ng D\u1ee5ng Machine Learning Nh\u01b0 Th\u1ebf N\u00e0o?<\/strong><\/span><\/h2>\n
4.1 T\u00e0i Ch\u00ednh \u2013 Ng\u00e2n H\u00e0ng<\/strong><\/span><\/h3>\n
4.2 Sinh H\u1ecdc, Y H\u1ecdc<\/strong><\/span><\/h3>\n
4.3 N\u00f4ng Nghi\u1ec7p<\/strong><\/span><\/h3>\n
4.4 T\u1ef1 \u0110\u1ed9ng H\u00f3a<\/strong><\/span><\/h3>\n
4.5 Robotics<\/strong><\/span><\/h3>\n
4.6 H\u00f3a H\u1ecdc<\/strong><\/span><\/h3>\n
4.7 M\u1ea1ng M\u00e1y T\u00ednh<\/strong><\/span><\/h3>\n
4.8 Khoa H\u1ecdc V\u0169 Tr\u1ee5<\/strong><\/span><\/h3>\n
4.9 Qu\u1ea3ng C\u00e1o<\/strong><\/span><\/h3>\n
4.10 Th\u1ecb Gi\u00e1c M\u00e1y T\u00ednh<\/strong><\/span><\/h3>\n
5. Ph\u00e2n Bi\u1ec7t Machine Learning V\u00e0 Deep Learning<\/strong><\/span><\/h2>\n
\n\n
\n Ti\u00eau ch\u00ed<\/strong><\/td>\n Machine Learning<\/strong><\/td>\n Deep Learning<\/strong><\/td>\n<\/tr>\n \n \u0110\u1ecbnh ngh\u0129a<\/td>\n K\u1ef9 thu\u1eadt cho ph\u00e9p m\u00e1y t\u00ednh h\u1ecdc t\u1eeb d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh c\u1ee5 th\u1ec3<\/td>\n M\u1ed9t nh\u00e1nh c\u1ee7a Machine Learning d\u1ef1a tr\u00ean m\u1ea1ng n\u01a1-ron nh\u00e2n t\u1ea1o v\u1edbi nhi\u1ec1u l\u1edbp<\/td>\n<\/tr>\n \n C\u1ea5u tr\u00fac<\/td>\n S\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn ph\u1ee9c t\u1ea1p<\/td>\n S\u1eed d\u1ee5ng m\u1ea1ng n\u01a1-ron nhi\u1ec1u l\u1edbp, th\u01b0\u1eddng l\u00e0 r\u1ea5t s\u00e2u<\/td>\n<\/tr>\n \n X\u1eed l\u00fd d\u1eef li\u1ec7u<\/td>\n C\u1ea7n x\u1eed l\u00fd d\u1eef li\u1ec7u th\u1ee7 c\u00f4ng tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o m\u00f4 h\u00ecnh<\/td>\n C\u00f3 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng tr\u00edch xu\u1ea5t \u0111\u1eb7c tr\u01b0ng t\u1eeb d\u1eef li\u1ec7u th\u00f4<\/td>\n<\/tr>\n \n L\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft<\/td>\n C\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 v\u1edbi l\u01b0\u1ee3ng d\u1eef li\u1ec7u v\u1eeba ph\u1ea3i<\/td>\n Th\u01b0\u1eddng \u0111\u00f2i h\u1ecfi l\u01b0\u1ee3ng d\u1eef li\u1ec7u r\u1ea5t l\u1edbn \u0111\u1ec3 \u0111\u1ea1t hi\u1ec7u su\u1ea5t cao<\/td>\n<\/tr>\n \n Th\u1eddi gian hu\u1ea5n luy\u1ec7n<\/td>\n Th\u01b0\u1eddng ng\u1eafn h\u01a1n, c\u00f3 th\u1ec3 hu\u1ea5n luy\u1ec7n tr\u00ean CPU<\/td>\n Th\u01b0\u1eddng d\u00e0i h\u01a1n, th\u01b0\u1eddng c\u1ea7n GPU \u0111\u1ec3 t\u0103ng t\u1ed1c qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n<\/td>\n<\/tr>\n \n Kh\u1ea3 n\u0103ng di\u1ec5n gi\u1ea3i<\/td>\n C\u00e1c m\u00f4 h\u00ecnh th\u01b0\u1eddng d\u1ec5 hi\u1ec3u v\u00e0 gi\u1ea3i th\u00edch h\u01a1n<\/td>\n C\u00e1c m\u00f4 h\u00ecnh ph\u1ee9c t\u1ea1p, kh\u00f3 gi\u1ea3i th\u00edch (hi\u1ec7n t\u01b0\u1ee3ng “h\u1ed9p \u0111en”)<\/td>\n<\/tr>\n \n \u1ee8ng d\u1ee5ng \u0111i\u1ec3n h\u00ecnh<\/td>\n Ph\u00e2n lo\u1ea1i, h\u1ed3i quy, ph\u00e2n c\u1ee5m<\/td>\n Nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, d\u1ecbch m\u00e1y<\/td>\n<\/tr>\n \n \u0110\u1ed9 ch\u00ednh x\u00e1c<\/td>\n T\u1ed1t cho nhi\u1ec1u t\u00e1c v\u1ee5, nh\u01b0ng c\u00f3 th\u1ec3 b\u1ecb gi\u1edbi h\u1ea1n v\u1edbi d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p<\/td>\n R\u1ea5t cao cho d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p v\u00e0 phi c\u1ea5u tr\u00fac<\/td>\n<\/tr>\n \n T\u00e0i nguy\u00ean t\u00ednh to\u00e1n<\/td>\n Th\u01b0\u1eddng y\u00eau c\u1ea7u \u00edt t\u00e0i nguy\u00ean h\u01a1n<\/td>\n \u0110\u00f2i h\u1ecfi t\u00e0i nguy\u00ean t\u00ednh to\u00e1n l\u1edbn, \u0111\u1eb7c bi\u1ec7t l\u00e0 GPU<\/td>\n<\/tr>\n \n T\u00ednh linh ho\u1ea1t<\/td>\n C\u00f3 th\u1ec3 \u00e1p d\u1ee5ng cho nhi\u1ec1u lo\u1ea1i d\u1eef li\u1ec7u v\u00e0 b\u00e0i to\u00e1n kh\u00e1c nhau<\/td>\n \u0110\u1eb7c bi\u1ec7t hi\u1ec7u qu\u1ea3 v\u1edbi d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac nh\u01b0 h\u00ecnh \u1ea3nh, \u00e2m thanh<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n