{"id":429,"date":"2018-11-18T01:17:03","date_gmt":"2018-11-18T01:17:03","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=429"},"modified":"2018-11-19T03:02:30","modified_gmt":"2018-11-19T03:02:30","slug":"tri-tue-nhan-tao-machine-learning-deep-learning-ngay-nay-khong-ma-thuat-nhu-chung-ta-nghi","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/tri-tue-nhan-tao-machine-learning-deep-learning-ngay-nay-khong-ma-thuat-nhu-chung-ta-nghi-p429\/","title":{"rendered":"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, machine learning, deep learning ng\u00e0y nay kh\u00f4ng &#8220;ma thu\u1eadt&#8221; nh\u01b0 ch\u00fang ta ngh\u0129"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>C\u00e1c c\u00f4ng ngh\u1ec7 \u201cAI\u201d ng\u00e0y nay kh\u00f4ng c\u00f2n g\u00ec \u0111\u00f3 ma thu\u1eadt nh\u01b0 c\u00e1ch ch\u00fang ta c\u1ea3m nh\u1eadn c\u00e1ch \u0111\u00e2y v\u00e0i n\u0103m. C\u00e1c thu\u1eadt to\u00e1n c\u00f3 th\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c video clip, h\u00ecnh \u1ea3nh, l\u1eddi n\u00f3i v\u00e0 v\u0103n b\u1ea3n, d\u1ecbch gi\u1eefa c\u00e1c ng\u00f4n ng\u1eef v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c k\u1ef3 l\u1ea1, l\u00e1i xe, ch\u01a1i tr\u00f2 ch\u01a1i video, t\u00ecm ra b\u1ec7nh ung th\u01b0 v\u00e0 th\u1eadm ch\u00ed l\u00e0 &#8220;ng\u01b0\u1eddi&#8221; gi\u1ecfi nh\u1ea5t trong c\u00e1c tr\u00f2 ch\u01a1i chi\u1ebfn l\u01b0\u1ee3c ph\u1ee9c t\u1ea1p. C\u00e1c m\u1ed1c m\u1edbi \u0111\u1ed9t ph\u00e1 \u0111\u01b0\u1ee3c v\u01b0\u1ee3t qua g\u1ea7n nh\u01b0 h\u00e0ng ng\u00e0y. C\u00e1c ch\u01b0\u01a1ng tr\u00ecnh khoa h\u1ecdc m\u00e1y t\u00ednh b\u1ecb ng\u1eadp l\u1ee5t v\u1edbi c\u00e1c sinh vi\u00ean mong mu\u1ed1n tr\u1edf th\u00e0nh chuy\u00ean gia AI v\u00e0 c\u00e1c c\u00f4ng ty kh\u00f4ng th\u1ec3 thu\u00ea \u0111\u1ee7 ng\u01b0\u1eddi l\u1eadp tr\u00ecnh AI. C\u00f3 v\u1ebb nh\u01b0 th\u1eddi \u0111\u1ea1i c\u1ee7a <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> \u0111\u00e3 th\u1ef1c s\u1ef1 \u0111\u1ebfn. Tr\u00ean th\u1ef1c t\u1ebf, thu\u1eadt to\u00e1n AI ng\u00e0y nay kh\u00f4ng g\u00ec kh\u00e1c ngo\u00e0i thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y truy\u1ec1n th\u1ed1ng. Ngay c\u1ea3 nh\u1eefng h\u1ec7 th\u1ed1ng m\u1ea1nh m\u1ebd nh\u1ea5t c\u0169ng mang t\u00ednh &#8220;ngh\u1ec7 s\u1ef9&#8221; h\u01a1n l\u00e0 khoa h\u1ecdc, ch\u00fang \u0111\u00f2i h\u1ecfi m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c s\u1eafp x\u1ebfp c\u1ea9n th\u1eadn m\u00e0 t\u1eeb \u0111\u00f3 c\u00f3 th\u1ec3 th\u1eeba h\u01b0\u1edfng nh\u1eefng \u0111\u00e1nh gi\u00e1 (bias) c\u00f3 \u00fd ngh\u0129a, ph\u1ea7n l\u1edbn kh\u00f4ng th\u1ec3 kh\u00e1i qu\u00e1t h\u00f3a ngo\u00e0i ph\u1ea1m vi ch\u00fang \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o, l\u00e0 nh\u1eefng chi\u1ebfc &#8220;h\u1ed9p \u0111en&#8221; (black box) m\u00e0 ngay c\u1ea3 ng\u01b0\u1eddi t\u1ea1o ra n\u00f3 c\u0169ng kh\u00f4ng hi\u1ec3u h\u1ebft.<\/p>\n<p>Trong m\u1ed9t n\u1eeda th\u1eadp k\u1ef7 k\u1ec3 t\u1eeb khi s\u1ef1 tr\u1ed5i d\u1eady c\u1ee7a h\u1ecdc t\u1eadp s\u00e2u th\u00e2m nh\u1eadp v\u00e0o nh\u1eadn th\u1ee9c c\u1ee7a c\u00f4ng ch\u00fang v\u1edbi nh\u1eefng k\u1ef3 c\u00f4ng \u0111\u1ed9t ph\u00e1, n\u00f3 d\u01b0\u1eddng nh\u01b0 \u0111\u00e3 l\u00e0m m\u1edd \u0111i t\u1ea5t c\u1ea3 nh\u1eefng n\u1ed7 l\u1ef1c quan tr\u1ecdng tr\u01b0\u1edbc \u0111\u00f3, AI \u0111\u00e3 \u0111\u1ebfn \u0111\u1ec3 gi\u1eef l\u1ea5y chi\u1ebfn c\u00f4ng nh\u01b0 trong th\u1ea7n tho\u1ea1i. C\u00e1c vi\u1ec7n nghi\u00ean c\u1ee9u t\u1ed5 ch\u1ee9c c\u00e1c h\u1ed9i ngh\u1ecb &#8220;h\u1ec7 th\u1ed1ng th\u00f4ng minh&#8221;, t\u00e0i li\u1ec7u qu\u1ea3ng c\u00e1o ti\u1ebfp th\u1ecb gi\u1edbi thi\u1ec7u gi\u1ea3i ph\u00e1p AI cho m\u1ecdi v\u1ea5n \u0111\u1ec1, gi\u1edbi truy\u1ec1n th\u00f4ng kh\u00f4ng ng\u1eebng c\u00f4ng b\u1ed1 c\u00e1c b\u01b0\u1edbc ph\u00e1t tri\u1ec3n m\u1edbi v\u1ec1 t\u00ednh \u01b0u vi\u1ec7t c\u1ee7a AI, b\u00ean c\u1ea1nh \u0111\u00f3 l\u00e0 nh\u1eefng lo l\u1eafng chung v\u1ec1 cu\u1ed9c c\u00e1ch m\u1ea1ng AI. Kh\u00f4ng c\u00f3 tu\u1ea7n n\u00e0o tr\u00f4i qua m\u00e0 kh\u00f4ng c\u00f3 m\u1ed9t t\u00e0i li\u1ec7u h\u1ecdc thu\u1eadt ho\u1eb7c b\u00e0i vi\u1ebft nghi\u00ean c\u1ee9u n\u00e0o ghi l\u1ea1i b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 trong thu\u1eadt to\u00e1n hay \u1ee9ng d\u1ee5ng trong AI. C\u00e1c c\u00f4ng ty l\u1edbn th\u1ef1c hi\u1ec7n chi\u1ebfn l\u01b0\u1ee3c thay th\u1ebf d\u1ea7n c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng cho c\u00e1c thu\u1eadt to\u00e1n hi\u1ec7n t\u1ea1i c\u1ee7a h\u1ecd b\u1eb1ng c\u00e1c h\u1ec7 th\u1ed1ng h\u1ecdc t\u1eadp s\u00e2u m\u1edbi.<\/p>\n<h3>D\u01b0\u1eddng nh\u01b0 t\u01b0\u01a1ng lai l\u00e0 \u0111\u00e2y!<\/h3>\n<p>M\u1ea1nh m\u1ebd v\u00e0 hi\u1ec7u n\u0103ng cao nh\u01b0 c\u00e1c h\u1ec7 th\u1ed1ng h\u1ecdc t\u1eadp s\u00e2u hi\u1ec7n nay, ch\u00fang v\u1eabn ch\u1ec9 l\u00e0m nhi\u1ec7m v\u1ee5 tr\u00edch xu\u1ea5t c\u00e1c m\u1eabu h\u00ecnh. M\u1ed9t h\u1ec7 th\u1ed1ng h\u00ecnh \u1ea3nh m\u00e1y t\u00ednh c\u00f3 th\u1ec3 l\u1ea5y m\u1ed9t t\u1eadp c\u00e1c \u1ea3nh v\u1ec1 m\u00e8o v\u00e0 \u201ch\u1ecdc\u201d c\u00e1ch \u0111\u1ec3 nh\u1eadn ra con m\u00e8o. &#8220;H\u1ecdc t\u1eadp chuy\u1ec3n giao&#8221; c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 d\u1ea1y cho n\u00f3 \u0111\u1ec3 nh\u1eadn ra ch\u00f3 v\u1edbi m\u1ed9t t\u1eadp h\u00ecnh \u1ea3nh nh\u1ecf h\u01a1n cho vi\u1ec7c r\u00e8n luy\u1ec7n. Tuy nhi\u00ean, thu\u1eadt to\u00e1n b\u00ean d\u01b0\u1edbi kh\u00f4ng h\u1ec1 nh\u1eadn th\u1ee9c g\u00ec v\u1ec1 nh\u1eefng g\u00ec n\u00f3 \u0111ang nh\u00ecn th\u1ea5y, n\u00f3 ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0m c\u00f4ng vi\u1ec7c ph\u00e2n r\u00e3 h\u00ecnh \u1ea3nh th\u00e0nh c\u00e1c m\u00e0u s\u1eafc, m\u1eabu h\u00ecnh v\u00e0 khu\u00f4n d\u1ea1ng ri\u00eang bi\u1ec7t v\u00e0 li\u00ean k\u1ebft c\u00e1c d\u1ea5u hi\u1ec7u tr\u1ef1c quan c\u1ee5 th\u1ec3 v\u1edbi nh\u00e3n d\u1ea1ng text. N\u00f3 kh\u00f4ng th\u1ec3 kh\u00e1i qu\u00e1t h\u00f3a t\u1eeb nh\u1eefng g\u00ec n\u00f3 th\u1ea5y \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng m\u1edf r\u1ed9ng v\u1ed1n t\u1eeb v\u1ef1ng c\u1ee7a m\u00ecnh sang \u0111\u1ed9ng v\u1eadt c\u00f3 v\u00fa m\u1edbi ho\u1eb7c hi\u1ec3u kh\u00e1i ni\u1ec7m \u201cl\u00f4ng th\u00fa\u201d ho\u1eb7c \u201cb\u00e0n ch\u00e2n\u201d ngay c\u1ea3 khi n\u00f3 k\u1ebft h\u1ee3p m\u1ed9t h\u00ecnh d\u1ea1ng b\u1ec1 m\u1eb7t c\u1ee5 th\u1ec3 v\u00e0 b\u1ed1n h\u00ecnh d\u1ea1ng ph\u00e2n b\u1ed1 h\u00ecnh ch\u1eef nh\u1eadt v\u1edbi h\u00ecnh \u1ea3nh \u0111\u00e3 th\u1ea5y.<\/p>\n<p>Vi\u1ec7c thi\u1ebfu kh\u1ea3 n\u0103ng nh\u1eadn th\u1ee9c l\u00e0 l\u00fd do m\u00e0 thu\u1eadt to\u00e1n AI d\u1ec5 b\u1ecb \u0111\u00e1nh l\u1eeba. Th\u1ef1c hi\u1ec7n v\u00e0i thay \u0111\u1ed5i m\u1ed9t c\u00e1ch tinh \u00fd cho h\u00ecnh \u1ea3nh l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng t\u1ea1o h\u00ecnh \u1ea3nh c\u1ee7a m\u1ed9t ch\u00fa ch\u00f3 xu\u1ea5t hi\u1ec7n d\u01b0\u1edbi d\u1ea1ng h\u00ecnh \u1ea3nh c\u1ee7a xe bu\u00fdt ho\u1eb7c m\u1ed9t bi\u1ec3n b\u00e1o Stop \u0111\u01b0\u1ee3c tr\u1ea3 v\u1ec1 d\u01b0\u1edbi d\u1ea1ng t\u1ea1p \u00e2m. \u0110\u00f3 l\u00e0 l\u00fd do c\u00e1c thu\u1eadt to\u00e1n d\u1ec5 b\u1ecb x\u00e1o tr\u1ed9n b\u1edfi d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o b\u1ecb b\u00f3p m\u00e9o b\u1edfi c\u00e1c nh\u1eadn \u0111\u1ecbnh sai, m\u00f9 qu\u00e1ng \u201ch\u1ecdc h\u1ecfi\u201d t\u1ea5t c\u1ea3 c\u00e1c nh\u1eadn \u0111\u1ecbnh v\u00e0 sai l\u1ea7m c\u1ee7a con ng\u01b0\u1eddi m\u00e0 ch\u00fang ta chuy\u1ec3n sang AI \u0111\u1ec3 v\u01b0\u1ee3t l\u00ean ch\u00ednh ch\u00fang ta. D\u00f9 v\u1eady, d\u01b0\u1edbi h\u00ecnh th\u1ee9c AI ch\u00fang ta c\u00f3 th\u1ec3 ghi ch\u00e9p v\u00e0 kh\u1eafc ph\u1ee5c c\u00e1c nh\u1eadn \u0111\u1ecbnh sai n\u1ebfu ch\u00fang ta \u0111\u1ee7 s\u00e1ng t\u1ea1o \u0111\u1ec3 nh\u00ecn th\u1ea5y ch\u00fang.<\/p>\n<p>V\u1ea5n \u0111\u1ec1 l\u1edbn h\u01a1n l\u00e0 vi\u1ec7c t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc t\u1eadp s\u00e2u ng\u00e0y nay mang t\u00ednh ngh\u1ec7 s\u1ef9 h\u01a1n r\u1ea5t nhi\u1ec1u so v\u1edbi khoa h\u1ecdc. Tr\u00e1i ng\u01b0\u1ee3c v\u1edbi nh\u1eadn th\u1ee9c ph\u1ed5 bi\u1ebfn, vi\u1ec7c x\u00e2y d\u1ef1ng m\u1ea1ng n\u01a1ron kh\u00f4ng \u0111\u01a1n gi\u1ea3n nh\u01b0 vi\u1ec7c nh\u1ea5p v\u00e0o n\u00fat &#8220;X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh&#8221; v\u00e0 ch\u1ec9 h\u1ec7 th\u1ed1ng \u0111\u1ebfn m\u1ed9t t\u1eadp h\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c d\u00e1n nh\u00e3n ch\u00fa th\u00edch. C\u00f3 v\u00f4 s\u1ed1 quy\u1ebft \u0111\u1ecbnh \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n v\u00e0 c\u00e1c th\u00f4ng s\u1ed1 c\u1ea7n \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh. T\u1eeb c\u00e1ch d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o \u0111\u01b0\u1ee3c chu\u1ea9n b\u1ecb, c\u00e2n \u0111\u1ed1i v\u00e0 s\u1eafp x\u1ebfp, \u0111\u1ebfn vi\u1ec7c x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh v\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n d\u1ef1a tr\u00ean vi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh m\u00f4 h\u00ecnh \u0111\u00f3, x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh h\u1ecdc t\u1eadp s\u00e2u hi\u1ec7n \u0111\u1ea1i l\u00e0 s\u1ef1 lai t\u1ea1o gi\u1eefa th\u00ed nghi\u1ec7m c\u01b0\u1eddng \u0111\u1ed9 cao v\u00e0 kinh nghi\u1ec7m t\u1ed1t v\u00e0 h\u01b0\u1edbng c\u00e1c ti\u1ebfn tr\u00ecnh t\u1edbi c\u00e1c \u0111i\u1ec3m kh\u1edfi \u0111\u1ea7u .<\/p>\n<p>V\u1ea5n \u0111\u1ec1 tr\u1edf n\u00ean t\u1ed3i t\u1ec7 h\u01a1n khi c\u00e1c b\u1ed9 c\u00f4ng c\u1ee5 v\u00e0 thu\u1eadt to\u00e1n n\u1ec1n t\u1ea3ng \u0111ang \u0111i qu\u00e1 nhanh \u0111\u1ebfn m\u1ee9c tuy n\u00f3 mang l\u1ea1i k\u1ebft qu\u1ea3 r\u1ea5t t\u1ed1t trong th\u00e1ng n\u00e0y nh\u01b0ng c\u00f3 th\u1ec3 ho\u00e0n to\u00e0n th\u1ea5t b\u1ea1i v\u00e0o th\u00e1ng k\u1ebf ti\u1ebfp v\u1edbi b\u1ea3n ph\u00e1t h\u00e0nh m\u1edbi. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p v\u00e0 thu\u1eadt to\u00e1n \u0111\u01b0\u1ee3c \u0111\u1ec1 xu\u1ea5t thay \u0111\u1ed5i v\u1edbi t\u1ed1c \u0111\u1ed9 ch\u00f3ng m\u1eb7t. H\u00e3y t\u1eadp trung m\u1ed9t nh\u00f3m g\u1ed3m m\u01b0\u1eddi chuy\u00ean gia d\u00e0y d\u1eb7n v\u00e0 b\u1ea1n c\u00f3 th\u1ec3 nh\u1eadn \u0111\u01b0\u1ee3c m\u01b0\u1eddi c\u00e1ch ti\u1ebfp c\u1eadn c\u1ef1c k\u1ef3 kh\u00e1c nhau! Ngay c\u1ea3 khi t\u00ecm ki\u1ebfm c\u00e1c quan \u0111i\u1ec3m v\u1ec1 AI c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o c\u00f3 th\u1ec3 nh\u1eadn \u0111\u01b0\u1ee3c nh\u1eefng l\u1eddi khuy\u00ean kh\u00f3 hi\u1ec3u v\u00e0 m\u00e2u thu\u1eabn nhau khi c\u00e1c chuy\u00ean gia \u0111\u1ee5ng \u0111\u1ed9 v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p t\u1ed1t nh\u1ea5t c\u1ee7a ri\u00eang h\u1ecd. Trong khi \u0111\u00f3, c\u00e1c v\u01b0\u1eddn \u01b0\u01a1m AI tung ra c\u00e1c t\u00e0i li\u1ec7u d\u1ef1a v\u00e0o c\u00e1ch ti\u1ebfp c\u1eadn m\u00e0 c\u00e1c c\u00f4ng ty s\u1edf h\u1eefu n\u00f3 \u0111\u00e3 c\u00f4ng khai ng\u01b0ng h\u1ed7 tr\u1ee3 v\u00e0 b\u1eaft \u0111\u1ea7u lo\u1ea1i b\u1ecf kh\u1ecfi c\u00e1c software framework c\u1ee7a h\u1ecd.<\/p>\n<p>T\u00f3m l\u1ea1i, l\u0129nh v\u1ef1c n\u00e0y \u0111ang ti\u1ebfn r\u1ea5t nhanh \u0111\u1ebfn m\u1ee9c ngay c\u1ea3 nh\u1eefng c\u00f4ng ty ti\u00ean phong c\u0169ng kh\u00f4ng th\u1ec3 theo k\u1ecbp. Tr\u1ea1ng th\u00e1i non tr\u1ebb v\u00e0 t\u1eadp trung nghi\u00ean c\u1ee9u l\u00e0 ch\u00ednh c\u1ee7a AI \u0111\u1ed3ng ngh\u0129a v\u1edbi l\u0129nh v\u1ef1c n\u00e0y v\u1eabn c\u00f2n \u0111ang \u0111\u01b0\u1ee3c &#8220;ph\u00e1t minh&#8221; ngay c\u1ea3 khi n\u00f3 \u0111ang \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o ph\u1ee5c v\u1ee5 th\u01b0\u01a1ng m\u1ea1i.<\/p>\n<p>C\u00e1c thu\u1eadt to\u00e1n AI \u0111ang b\u1eaft \u0111\u1ea7u \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh mang t\u00ednh s\u1ed1ng c\u00f2n cho ch\u00fang ta ngay c\u1ea3 khi ng\u01b0\u1eddi t\u1ea1o n\u00f3 c\u0169ng kh\u00f4ng th\u1ec3 gi\u1ea3i th\u00edch h\u1ebft v\u00ec sao ch\u00fang \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh \u0111\u00f3, ho\u1eb7c th\u1eadm ch\u00ed kh\u00f4ng ch\u1eafc l\u00e0 sai ch\u1ed7 n\u00e0o.<\/p>\n<p>S\u1ef1 ph\u1ed5 bi\u1ebfn c\u1ee7a AI \u0111\u00e3 l\u00e0m cho vi\u1ec7c t\u1ea1o m\u00f4 h\u00ecnh tr\u1edf n\u00ean d\u1ec5 d\u00e0ng, nh\u01b0ng v\u1eabn c\u00f2n r\u1ea5t kh\u00f3 \u0111\u1ec3 t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh t\u1ed1t.<\/p>\n<p>Vi\u1ec7c x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc t\u1eadp s\u00e2u c\u01a1 b\u1ea3n tr\u00ean m\u1ed9t n\u1ec1n t\u1ea3ng nh\u01b0 TensorFlow kh\u00e1 \u0111\u01a1n gi\u1ea3n. Th\u01b0 vi\u1ec7c code m\u1eabu v\u00e0 c\u00e1c h\u01b0\u1edbng d\u1eabn phong ph\u00fa gi\u00fap cho m\u1ed9t l\u1eadp tr\u00ecnh vi\u00ean c\u00f3 k\u1ef9 n\u0103ng v\u1eeba \u0111\u1ee7\u00a0c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh c\u01a1 b\u1ea3n m\u1ed9t c\u00e1ch nhanh ch\u00f3ng. V\u1ea5n \u0111\u1ec1 l\u00e0 v\u1eabn c\u00f2n m\u1ed9t kho\u1ea3ng c\u00e1ch xa, t\u00ednh theo c\u1ea5p s\u1ed1 nh\u00e2n, gi\u1eefa m\u00f4 h\u00ecnh \u201chello world\u201d c\u01a1 b\u1ea3n n\u00e0y v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ea7n thi\u1ebft c\u1ee7a m\u1ed9t h\u1ec7 th\u1ed1ng d\u00e0nh cho m\u00f4i tr\u01b0\u1eddng production. \u1ede c\u1ea5p \u0111\u1ed9 cao nh\u1ea5t, k\u1ef9 n\u0103ng \u00edt quan tr\u1ecdng b\u1eb1ng kinh nghi\u1ec7m trong vi\u1ec7c quy\u1ebft \u0111\u1ecbnh ch\u1ecdn nh\u1eefng th\u00e0nh ph\u1ea7n (component) v\u00e0 th\u00f4ng s\u1ed1 n\u00e0o ph\u00f9 h\u1ee3p cho t\u1eadp d\u1eef li\u1ec7u n\u00e0o v\u00e0 v\u1ea5n \u0111\u1ec1 c\u1ea7n \u1ee9ng d\u1ee5ng.<\/p>\n<p>C\u00e1c c\u00f4ng ty <a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a> \u0111ang gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y b\u1eb1ng c\u00e1ch cung c\u1ea5p th\u01b0 vi\u1ec7n c\u00e1c m\u00f4 h\u00ecnh c\u00f3 s\u1eb5n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ngay l\u1eadp t\u1ee9c, cung c\u1ea5p \u0111\u1ed9 ch\u00ednh x\u00e1c t\u1ed1t nh\u1ea5t v\u00e0 th\u01b0\u1eddng xuy\u00ean \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt. Cho ph\u00e9p kh\u1ea3 n\u0103ng t\u00f9y bi\u1ebfn c\u00e1c m\u00f4 h\u00ecnh n\u00e0y, c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 AutoML h\u1ed7 tr\u1ee3 t\u1ed1t cho vi\u1ec7c h\u1ecdc t\u1eadp chuy\u1ec3n giao (transfer learning) \u0111\u1ec3 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng phi k\u1ef9 thu\u1eadt nhanh ch\u00f3ng x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh cho t\u1eebng kh\u00e1ch h\u00e0ng c\u1ee5 th\u1ec3 m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i hi\u1ec3u b\u1ea5t k\u1ef3 nguy\u00ean t\u1eafc <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a> b\u00ean d\u01b0\u1edbi n\u00e0o. \u0110\u1ed1i v\u1edbi nh\u1eefng kh\u00e1ch h\u00e0ng c\u00f3 \u0111\u1ed9i ng\u0169 <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a> c\u1ee7a ri\u00eang h\u1ecd, c\u00e1c th\u01b0 vi\u1ec7n c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh v\u00e0 th\u00e0nh ph\u1ea7n d\u1ef1ng s\u1eb5n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng theo d\u1ea1nh plug-n-play \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng d\u1ef1ng s\u1eb5n t\u1ed1t nh\u1ea5t.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/11\/09634-feature1-machineillus.jpg\" \/><\/p>\n<p>T\u1ed5ng k\u1ebft l\u1ea1i, lui l\u1ea1i m\u1ed9t b\u01b0\u1edbc ra kh\u1ecfi s\u1ef1 h\u00f4 h\u00e0o v\u00e0 c\u01b0\u1eddng \u0111i\u1ec7u h\u00f3a, x\u00e2y d\u1ef1ng m\u1ed9t pipeline cho l\u0129nh v\u1ef1c deep learning hi\u1ec7n \u0111\u1ea1i c\u0169ng kh\u00f4ng kh\u00e1c bi\u1ec7t nhi\u1ec1u so v\u1edbi vi\u1ec7c x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng machine learning truy\u1ec1n th\u1ed1ng. L\u00e0m s\u1ea1ch d\u1eef li\u1ec7u, chu\u1ea9n b\u1ecb v\u00e0 s\u1eafp x\u1ebfp m\u1eabu (sample), l\u1ef1a ch\u1ecdn thu\u1eadt to\u00e1n v\u00e0 \u0111i\u1ec1u ch\u1ec9nh tham s\u1ed1 l\u00e0 t\u1ea5t c\u1ea3 c\u00e1c &#8220;c\u00f4ng th\u1ee9c n\u1ea5u n\u01b0\u1edbng&#8221; c\u1ee7a machine learning, \u0111i\u1ec1u \u0111\u00e3 c\u00f3 t\u1eeb r\u1ea5t l\u00e2u tr\u01b0\u1edbc cu\u1ed9c c\u00e1ch m\u1ea1ng v\u1ec1 deep learning. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p h\u1ecdc t\u1eadp s\u00e2u c\u00f3 kh\u1ea3 n\u0103ng \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111\u1ed9 ch\u00ednh x\u00e1c cao h\u01a1n nhi\u1ec1u so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn tr\u01b0\u1edbc \u0111\u00e2y, nh\u01b0ng cu\u1ed1i c\u00f9ng ch\u00fang ch\u1ec9 \u0111\u01a1n thu\u1ea7n l\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng khai th\u00e1c m\u1eabu. Ch\u00fang x\u00e1c \u0111\u1ecbnh v\u00e0 m\u00e3 h\u00f3a c\u00e1c m\u1eabu c\u01a1 b\u1ea3n, thay v\u00ec kh\u00e1i qu\u00e1t h\u00f3a t\u1eeb c\u00e1c y\u1ebfu t\u1ed1 \u0111\u1ea7u v\u00e0o c\u1ee7a ch\u00fang, th\u00e0nh m\u1ed9t m\u00f4 h\u00ecnh tr\u1eebu t\u01b0\u1ee3ng c\u1ee7a th\u1ebf gi\u1edbi xung quanh.<\/p>\n<p>Cho \u0111\u1ebfn th\u1eddi \u0111i\u1ec3m hi\u1ec7n t\u1ea1i, c\u00e1c h\u1ec7 th\u1ed1ng deep learning ng\u00e0y nay \u00edt \u201cAI\u201d h\u01a1n so v\u1edbi c\u00e1c c\u1ed7 m\u00e1y tr\u00edch xu\u1ea5t m\u1eabu h\u00ecnh. C\u0169ng nh\u01b0 b\u1ea5t k\u1ef3 h\u1ec7 th\u1ed1ng machine learning n\u00e0o, ch\u00fang c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1eabu h\u00ecnh b\u00ean trong d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o v\u00e0 v\u1eadn d\u1ee5ng c\u00e1c m\u1eabu h\u00ecnh \u0111\u00f3 cho c\u00e1c d\u1eef li\u1ec7u trong t\u01b0\u01a1ng lai. Ch\u00fang kh\u00f4ng th\u1ec3 l\u00fd gi\u1ea3i v\u1ec1 d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o ho\u1eb7c kh\u00e1i qu\u00e1t h\u00f3a \u0111\u1ec3 tr\u1eebu t\u01b0\u1ee3ng h\u00f3a \u1edf m\u1ee9c cao h\u01a1n, m\u00e0 \u1edf \u0111\u00f3 cho ph\u00e9p ch\u00fang hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 d\u1eef li\u1ec7u. T\u00f3m l\u1ea1i, trong khi ch\u00fang c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n nh\u1eefng k\u1ebft qu\u1ea3 \u1ea5n t\u01b0\u1ee3ng, h\u1ec7 th\u1ed1ng deep learning v\u1eabn c\u00f2n r\u1ea5t h\u1ea1n ch\u1ebf, s\u1ef1 &#8220;mong manh d\u1ec5 v\u1ee1&#8221; c\u00f3 th\u1ec3 b\u1ed9c l\u1ed9 ra theo nh\u1eefng c\u00e1ch r\u1ea5t b\u1ea5t ng\u1edd.<\/p>\n<p>X\u00e9t cho c\u00f9ng, &#8220;AI&#8221; c\u1ee7a cu\u1ed9c c\u00e1ch m\u1ea1ng deep learning ng\u00e0y nay v\u1eabn ch\u1ec9 l\u00e0 machine learning c\u1ee7a h\u00e0ng th\u1eadp k\u1ef7 tr\u01b0\u1edbc, ch\u1ee9 kh\u00f4ng ph\u1ea3i s\u1ef1 &#8220;\u1ea3o di\u1ec7u&#8221; n\u00e0o h\u01a1n.<\/p>\n<p style=\"text-align: right;\"><em>L\u01b0\u1ee3c d\u1ecbch t\u1eeb<\/em>\u00a0Forbes<\/p>\n","protected":false},"excerpt":{"rendered":"<p>C&aacute;c c&ocirc;ng ngh&#7879; &ldquo;AI&rdquo; ng&agrave;y nay kh&ocirc;ng c&ograve;n g&igrave; &#273;&oacute; ma thu&#7853;t nh&#432; c&aacute;ch ch&uacute;ng ta c&#7843;m nh&#7853;n c&aacute;ch &#273;&acirc;y v&agrave;i n&#259;m. C&aacute;c thu&#7853;t to&aacute;n c&oacute; th&#7875; hi&#7875;u &#273;&#432;&#7907;c video clip, h&igrave;nh &#7843;nh, l&#7901;i n&oacute;i v&agrave; v&#259;n b&#7843;n, d&#7883;ch gi&#7919;a c&aacute;c ng&ocirc;n ng&#7919; v&#7899;i &#273;&#7897; ch&iacute;nh x&aacute;c k&#7923; l&#7841;, l&aacute;i xe, ch&#417;i tr&ograve; ch&#417;i video,&#8230;<\/p>\n","protected":false},"author":2,"featured_media":434,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[],"class_list":["post-429","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, machine learning, deep learning ng\u00e0y nay kh\u00f4ng &quot;ma thu\u1eadt&quot; nh\u01b0 ch\u00fang ta ngh\u0129 - Blog | TheGioiMayChu<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/tri-tue-nhan-tao-machine-learning-deep-learning-ngay-nay-khong-ma-thuat-nhu-chung-ta-nghi-p429\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, machine learning, deep learning ng\u00e0y nay kh\u00f4ng &quot;ma thu\u1eadt&quot; nh\u01b0 ch\u00fang ta ngh\u0129 - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"C&aacute;c c&ocirc;ng ngh&#7879; &ldquo;AI&rdquo; ng&agrave;y nay kh&ocirc;ng c&ograve;n g&igrave; &#273;&oacute; ma thu&#7853;t nh&#432; c&aacute;ch ch&uacute;ng ta c&#7843;m nh&#7853;n c&aacute;ch &#273;&acirc;y v&agrave;i n&#259;m. 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