{"id":7268,"date":"2020-10-21T23:42:01","date_gmt":"2020-10-21T23:42:01","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=7268"},"modified":"2020-10-19T10:47:18","modified_gmt":"2020-10-19T10:47:18","slug":"14-nen-tang-machine-learning-tot-nhat-nam-2020","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/14-nen-tang-machine-learning-tot-nhat-nam-2020-p7268\/","title":{"rendered":"14 n\u1ec1n t\u1ea3ng Machine Learning t\u1ed1t nh\u1ea5t n\u0103m 2020"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Bi\u1ebfn kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng gia t\u0103ng th\u00e0nh th\u00f4ng tin n\u1eafm b\u1eaft v\u1ec1 doanh nghi\u1ec7p v\u1edbi n\u1ec1n t\u1ea3ng ph\u00f9 h\u1ee3p cho h\u1ecdc m\u00e1y (Machine Learning). T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 c\u00e1c nh\u00e0 cung c\u1ea5p v\u00e0 c\u00e1c s\u1ea3n ph\u1ea9m trong th\u1ecb tr\u01b0\u1eddng ti\u00ean ti\u1ebfn n\u00e0y.<\/p>\n<p>C\u00e1c c\u00f4ng ty mu\u1ed1n c\u00f3 l\u1ee3i th\u1ebf c\u1ea1nh tranh v\u00e0 t\u00ecm ki\u1ebfm c\u00e1c n\u1ec1n t\u1ea3ng cho Machine Learning cung c\u1ea5p ph\u01b0\u01a1ng ti\u1ec7n \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n k\u1ebft qu\u1ea3 t\u1eeb kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng t\u0103ng. B\u1ea3ng t\u1ed5ng h\u1ee3p c\u00e1c n\u1ec1n t\u1ea3ng Machine Learning n\u00e0y ch\u01b0a ph\u1ea3i l\u00e0 \u0111\u1ea7y \u0111\u1ee7 nh\u1ea5t nh\u01b0ng s\u1ebd l\u00e0m n\u1ed5i b\u1eadt c\u00e1c nh\u00e0 cung c\u1ea5p v\u00e0 s\u1ea3n ph\u1ea9m hi\u1ec7n \u0111ang d\u1eabn \u0111\u1ea7u th\u1ecb tr\u01b0\u1eddng.<\/p>\n<h3>1. Alteryx\u00a0Promote<\/h3>\n<p>API Alteryx Promote cho ph\u00e9p c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng kinh doanh v\u00e0 sau \u0111\u00f3 qu\u1ea3n l\u00fd hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh.<\/p>\n<p>Alteryx tuy\u00ean b\u1ed1 n\u1ec1n t\u1ea3ng m\u00e1y h\u1ecdc c\u1ee7a h\u1ecd gi\u00fap c\u00e1c chuy\u00ean gia d\u1eef li\u1ec7u gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 kinh doanh ph\u1ee9c t\u1ea1p nhanh h\u01a1n b\u1eb1ng c\u00e1ch d\u1ec5 d\u00e0ng tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh ph\u00e2n t\u00edch n\u00e2ng cao v\u00e0o m\u00f4i tr\u01b0\u1eddng s\u1ea3n ph\u1ea9m.<\/p>\n<p>Alteryx Promotion m\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch c\u1ee7a\u00a0\u00a0Alteryx Analytics Platform\u00a0\u00a0nh\u01b0 m\u1ed9t h\u1ec7 th\u1ed1ng end-to-end cho c\u00e1c nh\u00f3m khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u1ec3 tri\u1ec3n khai v\u00e0 c\u1eadp nh\u1eadt c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n mi\u1ec5n ph\u00ed t\u1eeb CNTT.\u00a0Khi x\u1eed l\u00fd c\u00e1c \u1ee9ng d\u1ee5ng ch\u1ea1y th\u1ef1c t\u1ebf c\u00f3 kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng c\u00e1c y\u00eau c\u1ea7u API REST, n\u1ec1n t\u1ea3ng s\u1ebd nh\u00fang c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n v\u00e0 h\u1ecdc m\u00e1y m\u00e0 kh\u00f4ng c\u1ea7n m\u00e3 h\u00f3a.\u00a0N\u00f3 c\u0169ng qu\u1ea3n l\u00fd c\u00e1c m\u00f4 h\u00ecnh c\u1ea3 t\u1ea1i ch\u1ed7 v\u00e0 tr\u00ean \u0111\u00e1m m\u00e2y, v\u1edbi c\u00e1c t\u00f9y ch\u1ecdn c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng.<\/p>\n<p>B\u1eb1ng c\u00e1ch ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh trong &#8220;m\u00f4i tr\u01b0\u1eddng th\u00e2n thi\u1ec7n v\u1edbi m\u00e3 Alteryx&#8221; v\u00e0 tri\u1ec3n khai l\u00ean m\u1ed9t \u0111\u00e1m m\u00e2y an to\u00e0n, c\u00e1c c\u00f4ng ty c\u00f3 th\u1ec3 gi\u1ea3m th\u1eddi gian tri\u1ec3n khai m\u00f4 h\u00ecnh xu\u1ed1ng c\u00f2n v\u00e0i ph\u00fat, c\u00f4ng ty n\u00f3i.\u00a0Qu\u00e1 tr\u00ecnh t\u1ea1o ra API k\u1ebft qu\u1ea3 d\u01b0\u1edbi d\u1ea1ng m\u1ed9t d\u00f2ng m\u00e3 duy nh\u1ea5t m\u00e0 c\u00e1c nh\u00f3m c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng k\u1ebft h\u1ee3p v\u00e0o c\u00e1c trang web HTML.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/10\/tgmc-blog-5f894b2d681bf.jpg\" alt=\"\u1ea2nh ch\u1ee5p m\u00e0n h\u00ecnh c\u00e1c trang \u0111\u00edch c\u1ee7a n\u1ec1n t\u1ea3ng Alteryx\" \/>Nhi\u1ec1u Quy tr\u00ecnh c\u1ee7a n\u1ec1n t\u1ea3ng h\u1ecdc m\u00e1y Alteryx, bao g\u1ed3m qu\u1ea3ng c\u00e1o, t\u1ed5 ch\u1ee9c v\u00e0 b\u1ea3ng t\u00ednh d\u1eef li\u1ec7u<\/p>\n<h3>2. Amazon SageMaker<\/h3>\n<p>SageMaker l\u00e0 m\u1ed9t th\u00e0nh ph\u1ea7n ch\u00ednh trong\u00a0vi\u1ec7c cung c\u1ea5p m\u00e1y h\u1ecdc\u00a0c\u1ee7a\u00a0\u00a0Amazon\u00a0, th\u00f4ng qua \u0111\u00e1m m\u00e2y c\u00f4ng c\u1ed9ng AWS c\u1ee7a n\u00f3.<\/p>\n<p>\u0110\u00f3 l\u00e0 m\u1ed9t d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n, \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng cho c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m v\u00e0 nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ea1o, \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y.\u00a0D\u1ecbch v\u1ee5 d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y bao g\u1ed3m c\u00e1c m\u00f4-\u0111un m\u00e0 c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00f9ng nhau ho\u1eb7c ri\u00eang bi\u1ec7t.<\/p>\n<p>S\u1ed5 ghi ch\u00e9p Jupyter \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef l\u00e0 m\u1ed9t th\u00e0nh ph\u1ea7n v\u00e0 nh\u1eefng s\u1ed5 ghi ch\u00e9p n\u00e0y cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng kh\u00e1m ph\u00e1 v\u00e0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong Amazon Simple Storage Service (S3), m\u1ed9t d\u1ecbch v\u1ee5 AWS cung c\u1ea5p l\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng th\u00f4ng qua giao di\u1ec7n d\u1ecbch v\u1ee5 web.\u00a0M\u00e1y t\u00ednh x\u00e1ch tay c\u00f3 th\u1ec3 k\u1ebft n\u1ed1i tr\u1ef1c ti\u1ebfp v\u1edbi d\u1eef li\u1ec7u trong Amazon S3 ho\u1eb7c s\u1eed d\u1ee5ng AWS Glue \u0111\u1ec3 di chuy\u1ec3n d\u1eef li\u1ec7u t\u1eeb Amazon Relational Database Service, Amazon DynamoDB v\u00e0 Amazon Redshift v\u00e0o S3 \u0111\u1ec3 ph\u00e2n t\u00edch.<\/p>\n<p>Amazon ch\u00e0o m\u1eddi SageMaker\u00a0\u00a0nh\u01b0 m\u1ed9t ph\u01b0\u01a1ng ti\u1ec7n \u0111\u1ec3 t\u1ea1o, tri\u1ec3n khai v\u00e0 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng v\u00e0 nhanh ch\u00f3ng, v\u00e0 cu\u1ed1i c\u00f9ng, SageMaker bao g\u1ed3m 12 thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y ph\u1ed5 bi\u1ebfn \u0111\u01b0\u1ee3c c\u00e0i \u0111\u1eb7t s\u1eb5n.\u00a0D\u1ecbch v\u1ee5 n\u00e0y c\u0169ng \u0111\u01b0\u1ee3c c\u1ea5u h\u00ecnh s\u1eb5n \u0111\u1ec3 ch\u1ea1y TensorFlow v\u00e0 Apache MXNet.\u00a0Kh\u00e1ch h\u00e0ng c\u0169ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c khu\u00f4n kh\u1ed5 c\u1ee7a ri\u00eang h\u1ecd.<\/p>\n<h3>3. Domino<\/h3>\n<p>N\u1ec1n t\u1ea3ng Domino d\u00e0nh cho h\u1ecdc m\u00e1y l\u00e0 m\u1edf v\u00e0 th\u1ed1ng nh\u1ea5t, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111\u1ea9y nhanh qu\u00e1 tr\u00ecnh nghi\u00ean c\u1ee9u v\u00e0 c\u1ed9ng t\u00e1c, t\u0103ng t\u1ed1c \u0111\u1ed9 l\u1eb7p l\u1ea1i v\u00e0 lo\u1ea1i b\u1ecf kh\u00f3 kh\u0103n khi tri\u1ec3n khai.\u00a0Domino tuy\u00ean b\u1ed1 n\u00f3 cung c\u1ea5p m\u1ed9t n\u1ec1n t\u1ea3ng \u0111\u1ea7y \u0111\u1ee7 ch\u1ee9c n\u0103ng b\u1eb1ng c\u00e1ch cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng x\u00e2y d\u1ef1ng, x\u00e1c nh\u1eadn v\u00e0 cung c\u1ea5p c\u00e1c m\u00f4 h\u00ecnh tr\u00ean quy m\u00f4 l\u1edbn.<\/p>\n<p>Doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng n\u00e0y \u0111\u1ec3 kh\u00e1m ph\u00e1, chia s\u1ebb v\u00e0 t\u00e1i s\u1eed d\u1ee5ng c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u, bao g\u1ed3m c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y v\u00e0 h\u1ec7 th\u1ed1ng ph\u00e2n t\u00e1n, ch\u1eb3ng h\u1ea1n nh\u01b0 Hadoop v\u00e0 Spark.\u00a0H\u1ecd c\u0169ng c\u00f3 th\u1ec3 ch\u1ea1y kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 s\u1ea3n xu\u1ea5t trong c\u00e1c v\u00f9ng ch\u1ee9a Docker c\u00f3 th\u1ec3 \u0111\u1ecbnh c\u1ea5u h\u00ecnh \u0111\u1ec3 t\u1ea1o m\u00f4i tr\u01b0\u1eddng chia s\u1ebb v\u00e0 c\u00f3 th\u1ec3 t\u00e1i s\u1eed d\u1ee5ng c\u0169ng nh\u01b0 s\u1eed d\u1ee5ng\u00a0\u00a0m\u00e1y t\u00ednh c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng \u0111\u01b0\u1ee3c Kubernetes h\u1ed7 tr\u1ee3\u00a0\u00a0trong c\u1ea3 t\u00e0i nguy\u00ean quy m\u00f4 d\u1ecdc v\u00e0 ngang.\u00a0Sau \u0111\u00f3 c\u00f3 s\u1eb5n tr\u00ean \u0111\u00e1m m\u00e2y ho\u1eb7c t\u1ea1i ch\u1ed7.\u00a0N\u1ec1n t\u1ea3ng n\u00e0y c\u0169ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng\u00a0\u00a0c\u00e1c\u00a0\u00a0k\u1ef9 thu\u1eadt\u00a0h\u1ecdc s\u00e2u\u00a0v\u1edbi quy\u1ec1n truy c\u1eadp v\u00e0o ph\u1ea7n c\u1ee9ng GPU.<\/p>\n<p>N\u1ec1n t\u1ea3ng Domino cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng t\u1ea1o kh\u00f4ng gian l\u00e0m vi\u1ec7c t\u01b0\u01a1ng t\u00e1c b\u1eb1ng b\u1ea5t k\u1ef3 c\u00f4ng c\u1ee5 d\u1ef1a tr\u00ean web n\u00e0o, ch\u1eb3ng h\u1ea1n nh\u01b0 Jupyter, RStudio, SAS, H2O v\u00e0 Zeppelin.\u00a0N\u00f3 ch\u1ea1y nhi\u1ec1u c\u00f4ng vi\u1ec7c \u0111\u00e0o t\u1ea1o v\u00e0 \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ed3ng th\u1eddi, \u0111\u1ed3ng th\u1eddi theo d\u00f5i c\u00e1c ch\u1ec9 s\u1ed1 m\u00f4 h\u00ecnh ch\u00ednh v\u00e0 so s\u00e1nh k\u1ebft qu\u1ea3 song song v\u1edbi nhau.<\/p>\n<p>N\u00f3 c\u0169ng c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng l\u01b0u gi\u1eef ng\u1eef c\u1ea3nh c\u1ee7a th\u1eed nghi\u1ec7m.\u00a0M\u1ed7i khi ng\u01b0\u1eddi d\u00f9ng ch\u1ea1y th\u1eed nghi\u1ec7m, n\u1ec1n t\u1ea3ng m\u00e1y h\u1ecdc n\u00e0y s\u1ebd n\u1eafm b\u1eaft to\u00e0n b\u1ed9 t\u1eadp h\u1ee3p ph\u1ee5 thu\u1ed9c c\u1ee7a m\u00f4 h\u00ecnh &#8211; d\u1eef li\u1ec7u, m\u00e3, g\u00f3i \/ c\u00f4ng c\u1ee5, tham s\u1ed1 v\u00e0 k\u1ebft qu\u1ea3 &#8211; v\u00e0 th\u1ea3o lu\u1eadn v\u1ec1 k\u1ebft qu\u1ea3 c\u1ee7a th\u1eed nghi\u1ec7m, Domino n\u00f3i.\u00a0H\u1ec7 th\u1ed1ng cung c\u1ea5p c\u00e1c m\u00f4 h\u00ecnh d\u01b0\u1edbi d\u1ea1ng l\u00f4 c\u1ea5p doanh nghi\u1ec7p ho\u1eb7c API th\u1eddi gian th\u1ef1c \u0111\u1ec3 t\u00edch h\u1ee3p v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng h\u1ea1 ngu\u1ed3n.<\/p>\n<p>V\u00e0o \u0111\u1ea7u n\u0103m 2020, Domino \u0111\u00e3 ph\u00e1t h\u00e0nh Domino Model Monitor c\u1ee7a h\u1ecd, theo d\u00f5i \u0111\u1ed9 l\u1ec7ch v\u00e0 \u0111\u1ed9 kh\u00f4ng ch\u00ednh x\u00e1c c\u1ee7a m\u00f4 h\u00ecnh trong th\u1eddi gian th\u1ef1c \u0111\u1ec3 ng\u0103n ch\u1eb7n s\u1ef1 xu\u1ed1ng c\u1ea5p c\u1ee7a m\u00f4 h\u00ecnh.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/10\/tgmc-blog-5f894b2e9a325.png\" alt=\"Bi\u1ec3u \u0111\u1ed3 thanh c\u1ee7a n\u1ec1n t\u1ea3ng m\u00e1y h\u1ecdc c\u1ee7a Domino t\u00ednh to\u00e1n chi ti\u00eau m\u1ed7i th\u00e1ng\" \/><br \/>\nBi\u1ec3u \u0111\u1ed3 thanh Domino ghi l\u1ea1i c\u00e1c gi\u1edbi h\u1ea1n chi ti\u00eau kh\u00e1c nhau, t\u00f9y thu\u1ed9c v\u00e0o n\u0103m v\u00e0 th\u00e1ng<\/p>\n<h3>4. Google Cloud Machine Learning Engine<\/h3>\n<p>Google cung c\u1ea5p\u00a0\u00a0C\u00f4ng c\u1ee5 h\u1ecdc m\u00e1y tr\u00ean \u0111\u00e1m m\u00e2y\u00a0\u00a0(ML Engine) d\u01b0\u1edbi d\u1ea1ng d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd cho ph\u00e9p c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u ph\u00e1t tri\u1ec3n v\u00e0 k\u00edch ho\u1ea1t th\u1eddi gian th\u1ef1c.\u00a0N\u00f3 cung c\u1ea5p c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e0o t\u1ea1o v\u00e0 d\u1ef1 \u0111o\u00e1n m\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00f9ng nhau ho\u1eb7c ri\u00eang l\u1ebb.<\/p>\n<p>Cloud Machine Learning Engine k\u1ebft h\u1ee3p c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd c\u1ee7a Google Cloud Platform (GCP) v\u1edbi TensorFlow, m\u1ed9t th\u01b0 vi\u1ec7n ph\u1ea7n m\u1ec1m m\u00e3 ngu\u1ed3n m\u1edf \u0111\u1ec3 l\u1eadp tr\u00ecnh lu\u1ed3ng d\u1eef li\u1ec7u trong nhi\u1ec1u nhi\u1ec7m v\u1ee5 kh\u00e1c nhau.\u00a0Doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc tr\u00ean quy m\u00f4 l\u1edbn b\u1eb1ng c\u00e1ch ch\u1ea1y c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u00e0o t\u1ea1o TensorFlow tr\u00ean \u0111\u00e1m m\u00e2y.\u00a0H\u1ecd c\u0169ng c\u00f3 th\u1ec3 l\u01b0u tr\u1eef c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u00ean \u0111\u00e1m m\u00e2y v\u00e0 sau \u0111\u00f3 s\u1eed d\u1ee5ng ch\u00fang \u0111\u1ec3 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n v\u1ec1 d\u1eef li\u1ec7u m\u1edbi.<\/p>\n<p>D\u1ecbch v\u1ee5 c\u1ee7a Google qu\u1ea3n l\u00fd c\u00e1c t\u00e0i nguy\u00ean m\u00e1y t\u00ednh m\u00e0 m\u1ed9t c\u00f4ng ty c\u1ea7n \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c \u0111\u00e0o t\u1ea1o, do \u0111\u00f3, c\u00f4ng ty c\u00f3 th\u1ec3 t\u1eadp trung nhi\u1ec1u h\u01a1n v\u00e0o m\u00f4 h\u00ecnh c\u1ee7a m\u00ecnh h\u01a1n l\u00e0 v\u00e0o c\u1ea5u h\u00ecnh ph\u1ea7n c\u1ee9ng ho\u1eb7c qu\u1ea3n l\u00fd t\u00e0i nguy\u00ean.<\/p>\n<p>Cloud ML Engine c\u00f3 m\u1ed9t s\u1ed1 th\u00e0nh ph\u1ea7n ch\u00ednh &#8211; m\u1ed9t trong s\u1ed1 \u0111\u00f3 l\u00e0 API REST, l\u00f5i Engine l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c d\u1ecbch v\u1ee5 RESTful \u0111\u1ec3 qu\u1ea3n l\u00fd c\u00f4ng vi\u1ec7c, m\u00f4 h\u00ecnh v\u00e0 phi\u00ean b\u1ea3n, c\u0169ng nh\u01b0 \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n v\u1ec1 c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean GCP.\u00a0M\u1ed9t th\u00e0nh ph\u1ea7n kh\u00e1c l\u00e0 c\u00f4ng c\u1ee5 d\u00f2ng l\u1ec7nh gcloud, qu\u1ea3n l\u00fd c\u00e1c m\u00f4 h\u00ecnh, c\u0169ng nh\u01b0 c\u00e1c d\u1ef1 \u0111o\u00e1n v\u1ec1 phi\u00ean b\u1ea3n v\u00e0 y\u00eau c\u1ea7u.\u00a0M\u1ed9t y\u1ebfu t\u1ed1 kh\u00e1c, Google Cloud Console, cung c\u1ea5p t\u00ednh n\u0103ng qu\u1ea3n l\u00fd m\u00f4 h\u00ecnh v\u00e0 phi\u00ean b\u1ea3n c\u0169ng nh\u01b0 giao di\u1ec7n \u0111\u1ed3 h\u1ecda \u0111\u1ec3 l\u00e0m vi\u1ec7c v\u1edbi\u00a0\u00a0c\u00e1c t\u00e0i nguy\u00ean m\u00e1y h\u1ecdc\u00a0.<\/p>\n<h3>5. H2O.ai<\/h3>\n<p>H2O l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng ph\u00e2n t\u00e1n, trong b\u1ed9 nh\u1edb, m\u00e3 ngu\u1ed3n m\u1edf cho m\u00e1y h\u1ecdc cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c\u00a0\u00a0x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh m\u00e1y h\u1ecdc\u00a0\u00a0tr\u00ean d\u1eef li\u1ec7u l\u1edbn.<\/p>\n<p>H2O Flow s\u1eed d\u1ee5ng s\u1ed5 ghi ch\u00e9p t\u01b0\u01a1ng t\u00e1c, c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng tuy\u1ebfn t\u00ednh v\u00e0 h\u1ed7 tr\u1ee3 c\u00e1c thu\u1eadt to\u00e1n th\u1ed1ng k\u00ea v\u00e0 h\u1ecdc m\u00e1y ph\u1ed5 bi\u1ebfn, bao g\u1ed3m m\u00e1y t\u0103ng \u0111\u1ed9 d\u1ed1c (GBM), m\u00f4 h\u00ecnh tuy\u1ebfn t\u00ednh t\u1ed5ng qu\u00e1t (GLM) v\u00e0 h\u1ecdc s\u00e2u, bao g\u1ed3m c\u1ea3 m\u1ea1ng th\u1ea7n kinh s\u00e2u.<\/p>\n<p>H2O c\u00f3 ch\u1ee9c n\u0103ng AutoML t\u1ef1 \u0111\u1ed9ng ch\u1ea1y qua c\u00e1c thu\u1eadt to\u00e1n v\u00e0 si\u00eau tham s\u1ed1 c\u1ee7a ch\u00fang \u0111\u1ec3 t\u1ea1o ra m\u1ed9t b\u1ea3ng x\u1ebfp h\u1ea1ng c\u00e1c m\u00f4 h\u00ecnh t\u1ed1t nh\u1ea5t.<\/p>\n<p>C\u00e1c t\u00ednh n\u0103ng ch\u00ednh kh\u00e1c bao g\u1ed3m c\u00e1c th\u1ee7 t\u1ee5c \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n cho t\u00ednh to\u00e1n ph\u00e2n t\u00e1n.\u00a0C\u00e1c thu\u1eadt to\u00e1n d\u00e0nh cho c\u1ea3 ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn c\u00f3 gi\u00e1m s\u00e1t v\u00e0 kh\u00f4ng \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t, bao g\u1ed3m r\u1eebng ng\u1eabu nhi\u00ean, GLM, GBM, XGBoost, m\u00f4 h\u00ecnh x\u1ebfp h\u1ea1ng th\u1ea5p t\u1ed5ng qu\u00e1t, Word2vec v\u00e0 h\u01a1n th\u1ebf n\u1eefa.<\/p>\n<p>H2O ho\u1ea1t \u0111\u1ed9ng tr\u00ean c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u l\u1edbn hi\u1ec7n c\u00f3, tr\u00ean kim lo\u1ea1i tr\u1ea7n ho\u1eb7c tr\u00ean c\u00e1c c\u1ee5m Hadoop ho\u1eb7c Spark hi\u1ec7n c\u00f3.\u00a0Ph\u1ea7n m\u1ec1m c\u00f3 th\u1ec3 nh\u1eadp d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp t\u1eeb H\u1ec7 th\u1ed1ng t\u1ec7p ph\u00e2n t\u00e1n Hadoop, Spark, S3,\u00a0\u00a0Azure Data Lake\u00a0\u00a0ho\u1eb7c ngu\u1ed3n th\u00f4ng tin kh\u00e1c.\u00a0C\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng bao g\u1ed3m ph\u00e2n t\u00edch n\u00e2ng cao, ph\u00e1t hi\u1ec7n gian l\u1eadn, qu\u1ea3n l\u00fd x\u00e1c nh\u1eadn quy\u1ec1n s\u1edf h\u1eefu v\u00e0 qu\u1ea3ng c\u00e1o k\u1ef9 thu\u1eadt s\u1ed1.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/10\/tgmc-blog-5f894b304cc36.png\" alt=\"\u1ea2nh ch\u1ee5p m\u00e0n h\u00ecnh c\u1ee7a t\u1ea5t c\u1ea3 c\u00e1c y\u1ebfu t\u1ed1 trong n\u1ec1n t\u1ea3ng h\u1ecdc m\u00e1y c\u1ee7a H2O.ai\" \/><br \/>\nB\u1ea3ng \u0111i\u1ec1u khi\u1ec3n n\u1ec1n t\u1ea3ng m\u00e1y h\u1ecdc H20.ai, li\u00ean t\u1ee5c theo d\u00f5i d\u1eef li\u1ec7u v\u00e0 c\u00e1c thay \u0111\u1ed5i c\u1ee7a c\u00f4ng ty \u0111\u1ec3 gi\u00fap CNTT h\u1ee3p l\u00fd h\u00f3a vi\u1ec7c qu\u1ea3n l\u00fd d\u1ef1 \u00e1n<\/p>\n<h3>6. IBM Watson Studio v\u00e0 IBM Watson Machine Learning<\/h3>\n<p>IBM Watson Studio v\u00e0 IBM Watson Machine Learning t\u1ea1o ra m\u1ed9t\u00a0n\u1ec1n t\u1ea3ng khoa h\u1ecdc d\u1eef li\u1ec7u\u00a0doanh nghi\u1ec7p\u00a0\u00a0\u00a0cho m\u00e1y h\u1ecdc, cung c\u1ea5p cho c\u00e1c nh\u00f3m c\u00e1c c\u00f4ng c\u1ee5 khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 m\u00e3 ngu\u1ed3n m\u1edf.\u00a0IBM ch\u00e0o m\u1eddi h\u1ecd l\u00e0 cung c\u1ea5p s\u1ef1 linh ho\u1ea1t \u0111\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai \u1edf b\u1ea5t k\u1ef3 \u0111\u00e2u trong m\u00f4i tr\u01b0\u1eddng <a class=\"iblink\" href=\"\/blog\/ao-hoa\/morpheus-data-giai-phap-xay-dung-cloud-thay-the-cho-vmware-vra-p14346\/\">\u0111a \u0111\u00e1m m\u00e2y<\/a> v\u00e0 kh\u1ea3 n\u0103ng v\u1eadn h\u00e0nh c\u00e1c k\u1ebft qu\u1ea3 k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u nhanh h\u01a1n.<\/p>\n<p>Watson Studio cho ph\u00e9p c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 k\u1ef9 s\u01b0 kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh.\u00a0N\u1ec1n t\u1ea3ng n\u00e0y cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng truy c\u1eadp\u00a0\u00a0c\u00e1c c\u00f4ng c\u1ee5 khoa h\u1ecdc\u00a0\u00a0d\u1eef li\u1ec7u \u0111\u1ec3 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u v\u00e0 ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh, \u0111\u1ed3ng th\u1eddi c\u00f3 s\u1eb5n cho c\u1ea3 ng\u01b0\u1eddi vi\u1ebft m\u00e3 v\u00e0 ng\u01b0\u1eddi kh\u00f4ng m\u00e3 h\u00f3a.\u00a0B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u00f4i tr\u01b0\u1eddng <a class=\"iblink\" href=\"\/blog\/ao-hoa\/morpheus-data-giai-phap-xay-dung-cloud-thay-the-cho-vmware-vra-p14346\/\">\u0111a \u0111\u00e1m m\u00e2y<\/a>, IBM Watson Studio cung c\u1ea5p ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ea1i ch\u1ed7, trong IBM Cloud Private ho\u1eb7c trong \u0111\u00e1m m\u00e2y c\u00f4ng c\u1ed9ng.<\/p>\n<p>V\u1edbi IBM Watson Machine Learning, c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng trong IBM Watson Studio s\u1eb5n s\u00e0ng s\u1ea3n xu\u1ea5t, \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng \u0111\u1ec3 tri\u1ec3n khai, \u0111\u00e1nh gi\u00e1 v\u00e0 qu\u1ea3n l\u00fd trong m\u1ed9t m\u00f4i tr\u01b0\u1eddng an to\u00e0n.\u00a0\u0110i\u1ec1u n\u00e0y cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0a khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0o s\u1ea3n xu\u1ea5t nhanh h\u01a1n, IBM tuy\u00ean b\u1ed1.<\/p>\n<h3>7. IBM Machine Learning cho z \/ OS<\/h3>\n<p>IBM Machine Learning cho z \/ OS\u00a0\u00a0l\u00e0 m\u1ed9t h\u1ec7 th\u1ed1ng h\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 tr\u00edch xu\u1ea5t gi\u00e1 tr\u1ecb \u1ea9n t\u1eeb d\u1eef li\u1ec7u doanh nghi\u1ec7p.\u00a0N\u00f3 c\u00f3 th\u1ec3 gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c nhanh ch\u00f3ng nh\u1eadp v\u00e0 chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ea1o, t\u1ed5 ch\u1ee9c v\u00e0 qu\u1ea3n l\u00fd c\u00e1c m\u00f4 h\u00ecnh h\u00e0nh vi t\u1ef1 h\u1ecdc b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng d\u1eef li\u1ec7u h\u1ec7 th\u1ed1ng Z c\u1ee7a IBM.\u00a0IBM tuy\u00ean b\u1ed1 r\u1eb1ng \u0111i\u1ec1u n\u00e0y s\u1ebd cho ph\u00e9p c\u00e1c c\u00f4ng ty d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c h\u01a1n nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 doanh nghi\u1ec7p.<\/p>\n<p>C\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n d\u1eef li\u1ec7u v\u00e0 nh\u00e0 khoa h\u1ecdc c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng v\u00e0 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh v\u1edbi IBM Watson Studio ho\u1eb7c c\u00e1c m\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh kh\u00e1c v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh \u0111\u00f3 g\u1ea7n v\u1edbi c\u00e1c giao d\u1ecbch c\u1ed1t l\u00f5i b\u1eaft ngu\u1ed3n t\u1eeb IBM Z.<\/p>\n<p>Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh ngay l\u1eadp t\u1ee9c trong khu\u00f4n kh\u1ed5 c\u1ee7a IBM v\u00e0\u00a0\u00a0c\u00e1c API RESTful\u00a0\u00a0cho ph\u00e9p c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng k\u1ebft h\u1ee3p c\u00e1c m\u00f4 h\u00ecnh h\u00e0nh vi v\u00e0o m\u00e3 c\u1ee7a h\u1ecd.\u00a0Trang t\u1ed5ng quan cung c\u1ea5p ki\u1ec3m tra t\u00ecnh tr\u1ea1ng tr\u00ean t\u1ea5t c\u1ea3 c\u00e1c m\u00f4 h\u00ecnh trong doanh nghi\u1ec7p, cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft v\u1ec1 hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh t\u1ed5ng th\u1ec3 v\u00e0 xem nhanh nh\u1eefng m\u00f4 h\u00ecnh c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o l\u1ea1i.<\/p>\n<p>\u0110\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a m\u00f4 h\u00ecnh cho ph\u00e9p c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 k\u1ef9 s\u01b0 l\u00ean l\u1ecbch \u0111\u00e1nh gi\u00e1 l\u1ea1i li\u00ean t\u1ee5c tr\u00ean d\u1eef li\u1ec7u m\u1edbi.<\/p>\n<h3>8. Tr\u00ecnh m\u00f4 h\u00ecnh SPSS c\u1ee7a IBM<\/h3>\n<p>IBM SPSS Modeler cung c\u1ea5p t\u00ednh n\u0103ng\u00a0\u00a0khai th\u00e1c d\u1eef li\u1ec7u\u00a0\u00a0v\u00e0 ph\u00e2n t\u00edch v\u0103n b\u1ea3n cho ng\u01b0\u1eddi d\u00f9ng c\u00f3 \u00edt ho\u1eb7c kh\u00f4ng c\u00f3 k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh.\u00a0SPSS Modeler c\u00f3 th\u1ec3 \u0111\u1ecdc d\u1eef li\u1ec7u t\u1eeb c\u00e1c t\u1ec7p ph\u1eb3ng, b\u1ea3ng t\u00ednh, c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7 ch\u00ednh, IBM Planning Analytics v\u00e0 Hadoop.<\/p>\n<p>Theo IBM, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng c\u1ee7a SPSS Modeler \u0111\u1ec3 \u0111\u1ea9y l\u00f9i qu\u00e1 tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u v\u1edbi ti\u1ec7n \u00edch b\u1ed5 sung T\u1ed1i \u01b0u h\u00f3a SQL (\u0111\u0103ng k\u00fd) ho\u1eb7c M\u00e1y ch\u1ee7 ph\u00e2n t\u00edch (gi\u1ea5y ph\u00e9p v\u0129nh vi\u1ec5n).\u00a0S\u1ea3n ph\u1ea9m cung c\u1ea5p giao di\u1ec7n \u0111\u1ed3 h\u1ecda \u0111\u1ec3 gi\u00fap tr\u1ef1c quan h\u00f3a t\u1eebng b\u01b0\u1edbc trong quy tr\u00ecnh khai th\u00e1c d\u1eef li\u1ec7u nh\u01b0 m\u1ed9t ph\u1ea7n c\u1ee7a lu\u1ed3ng v\u00e0 t\u1ef1 \u0111\u1ed9ng chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u sang \u0111\u1ecbnh d\u1ea1ng t\u1ed1t nh\u1ea5t \u0111\u1ec3 t\u1ea1o m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c.<\/p>\n<p>Ngo\u00e0i ra, SPSS Modeler c\u00f3 th\u1ec3 ki\u1ec3m tra nhi\u1ec1u ph\u01b0\u01a1ng ph\u00e1p m\u00f4 h\u00ecnh h\u00f3a, so s\u00e1nh k\u1ebft qu\u1ea3 v\u00e0 ch\u1ecdn m\u00f4 h\u00ecnh n\u00e0o \u0111\u1ec3 tri\u1ec3n khai trong m\u1ed9t l\u1ea7n ch\u1ea1y.\u00a0Qu\u00e1 tr\u00ecnh n\u00e0y th\u00f4ng b\u00e1o cho ng\u01b0\u1eddi d\u00f9ng v\u1ec1 thu\u1eadt to\u00e1n ho\u1ea1t \u0111\u1ed9ng t\u1ed1t nh\u1ea5t d\u1ef1a tr\u00ean hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh.\u00a0Ngo\u00e0i ra, SPSS Modeler cung c\u1ea5p nhi\u1ec1u k\u1ef9 thu\u1eadt h\u1ecdc m\u00e1y v\u00e0 h\u1ed7 tr\u1ee3 c\u00e2y quy\u1ebft \u0111\u1ecbnh,\u00a0\u00a0m\u1ea1ng n\u01a1-ron\u00a0\u00a0v\u00e0 m\u00f4 h\u00ecnh h\u1ed3i quy.<\/p>\n<h3>9. IBM Watson Explorer<\/h3>\n<p>IBM Watson Explorer l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch n\u1ed9i dung v\u00e0 kh\u00e1m ph\u00e1 nh\u1eadn th\u1ee9c cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng kh\u00e1m ph\u00e1 v\u00e0 ph\u00e2n t\u00edch n\u1ed9i dung c\u00f3 c\u1ea5u tr\u00fac, phi c\u1ea5u tr\u00fac, n\u1ed9i b\u1ed9, b\u00ean ngo\u00e0i v\u00e0 c\u00f4ng khai \u0111\u1ec3 ph\u00e1t hi\u1ec7n ra c\u00e1c xu h\u01b0\u1edbng v\u00e0 m\u1eabu.\u00a0V\u00ed d\u1ee5, c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u00e3 s\u1eed d\u1ee5ng Watson Explorer \u0111\u1ec3 hi\u1ec3u c\u00e1c cu\u1ed9c g\u1ecdi \u0111\u1ebfn v\u00e0 email th\u00f4ng qua kh\u1ea3 n\u0103ng nh\u1eadn th\u1ee9c \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p s\u1eb5n c\u1ee7a Watson, m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP) v\u00e0 API.\u00a0Cu\u1ed1i c\u00f9ng, Watson cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 \u0111\u01b0\u1ee3c c\u00e1i nh\u00ecn t\u1ed1t h\u01a1n v\u1ec1 kh\u00e1ch h\u00e0ng.<\/p>\n<p>IBM Watson Explorer s\u1eed d\u1ee5ng m\u00e1y h\u1ecdc, khai th\u00e1c d\u1eef li\u1ec7u nh\u1eadn th\u1ee9c v\u00e0 ph\u00e2n t\u00edch v\u0103n b\u1ea3n phong ph\u00fa.\u00a0C\u00f4ng ngh\u1ec7 n\u00e0y c\u0169ng s\u1eed d\u1ee5ng l\u1eadp ch\u1ec9 m\u1ee5c v\u00e0 t\u00ecm ki\u1ebfm;\u00a0\u0111i\u1ec1u n\u00e0y cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng kh\u00e1m ph\u00e1, t\u1ed5ng h\u1ee3p, ph\u00e2n t\u00edch v\u00e0 tr\u1ef1c quan h\u00f3a kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 phi c\u1ea5u tr\u00fac.<\/p>\n<h3>10. N\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch KNIME<\/h3>\n<p>KNIME Analytics Platform\u00a0\u00a0l\u00e0 ph\u1ea7n m\u1ec1m m\u00e3 ngu\u1ed3n m\u1edf \u0111\u1ec3 t\u1ea1o c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 d\u1ecbch v\u1ee5 khoa h\u1ecdc d\u1eef li\u1ec7u, nh\u1eb1m m\u1ee5c \u0111\u00edch tr\u1edf n\u00ean tr\u1ef1c quan v\u00e0 c\u1edfi m\u1edf, \u0111\u1ed3ng th\u1eddi li\u00ean t\u1ee5c t\u00edch h\u1ee3p c\u00e1c ph\u00e1t tri\u1ec3n m\u1edbi.\u00a0Theo c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u1ee7a n\u00f3, m\u1ee5c ti\u00eau cu\u1ed1i c\u00f9ng c\u1ee7a KNIME l\u00e0 l\u00e0m cho vi\u1ec7c hi\u1ec3u d\u1eef li\u1ec7u v\u00e0 thi\u1ebft k\u1ebf quy tr\u00ecnh l\u00e0m vi\u1ec7c khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng l\u1ea1i \u0111\u01b0\u1ee3c cho t\u1ea5t c\u1ea3 m\u1ecdi ng\u01b0\u1eddi.<\/p>\n<p>C\u00e1c chuy\u00ean gia d\u1eef li\u1ec7u\u00a0\u00a0c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng n\u00e0y \u0111\u1ec3 t\u1ea1o quy tr\u00ecnh l\u00e0m vi\u1ec7c tr\u1ef1c quan v\u1edbi giao di\u1ec7n \u0111\u1ed3 h\u1ecda k\u00e9o v\u00e0 th\u1ea3 m\u00e0 kh\u00f4ng c\u1ea7n m\u00e3 h\u00f3a.<\/p>\n<p>Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ch\u1ecdn t\u1eeb h\u01a1n 2.000 m\u00f4-\u0111un ho\u1eb7c n\u00fat \u0111\u1ec3 x\u00e2y d\u1ef1ng quy tr\u00ecnh c\u00f4ng vi\u1ec7c, l\u1eadp m\u00f4 h\u00ecnh t\u1eebng b\u01b0\u1edbc c\u1ee7a ph\u00e2n t\u00edch, ki\u1ec3m so\u00e1t lu\u1ed3ng d\u1eef li\u1ec7u v\u00e0 \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00f4ng vi\u1ec7c lu\u00f4n c\u1eadp nh\u1eadt.\u00a0H\u1ecd c\u00f3 th\u1ec3 ch\u1ecdn m\u1ed9t trong h\u00e0ng tr\u0103m quy tr\u00ecnh c\u00f4ng vi\u1ec7c m\u1eabu c\u00f3 s\u1eb5n c\u00f4ng khai ho\u1eb7c s\u1eed d\u1ee5ng m\u1ed9t hu\u1ea5n luy\u1ec7n vi\u00ean quy tr\u00ecnh l\u00e0m vi\u1ec7c t\u00edch h\u1ee3p \u0111\u1ec3 h\u01b0\u1edbng d\u1eabn h\u1ecd.<\/p>\n<p>S\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng KNIME cho h\u1ecdc m\u00e1y, c\u00e1c nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u00f3 th\u1ec3 l\u1ea5y th\u1ed1ng k\u00ea &#8211; bao g\u1ed3m gi\u00e1 tr\u1ecb trung b\u00ecnh, l\u01b0\u1ee3ng t\u1eed v\u00e0 \u0111\u1ed9 l\u1ec7ch chu\u1ea9n &#8211; ho\u1eb7c \u00e1p d\u1ee5ng c\u00e1c th\u1eed nghi\u1ec7m th\u1ed1ng k\u00ea \u0111\u1ec3 x\u00e1c th\u1ef1c gi\u1ea3 thuy\u1ebft.\u00a0H\u1ecd c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y \u0111\u1ec3 ph\u00e2n lo\u1ea1i, h\u1ed3i quy, gi\u1ea3m th\u1ee9 nguy\u00ean ho\u1eb7c ph\u00e2n c\u1ee5m b\u1eb1ng c\u00e1c thu\u1eadt to\u00e1n n\u00e2ng cao.\u00a0\u0110i\u1ec1u n\u00e0y c\u0169ng bao g\u1ed3m h\u1ecdc s\u00e2u, ph\u01b0\u01a1ng ph\u00e1p d\u1ef1a tr\u00ean c\u00e2y v\u00e0\u00a0\u00a0h\u1ed3i quy logistic\u00a0.<\/p>\n<h3>11. Microsoft Azure Machine Learning Studio<\/h3>\n<p>Microsoft Azure Machine Learning Studio l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 c\u1ed9ng t\u00e1c, k\u00e9o v\u00e0 th\u1ea3 m\u00e0 c\u00e1c nh\u00f3m d\u1eef li\u1ec7u c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e2y d\u1ef1ng, ki\u1ec3m tra v\u00e0\u00a0\u00a0tri\u1ec3n khai c\u00e1c ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n\u00a0\u00a0tr\u00ean d\u1eef li\u1ec7u.\u00a0Machine Learning Studio xu\u1ea5t b\u1ea3n c\u00e1c m\u00f4 h\u00ecnh d\u01b0\u1edbi d\u1ea1ng \u1ee9ng d\u1ee5ng d\u1ecbch v\u1ee5 web ho\u1eb7c c\u00f4ng c\u1ee5 th\u00f4ng minh d\u00e0nh cho doanh nghi\u1ec7p, ch\u1eb3ng h\u1ea1n nh\u01b0 Excel, Microsoft ch\u00e0o h\u00e0ng.<\/p>\n<p>S\u1ea3n ph\u1ea9m cung c\u1ea5p m\u1ed9t kh\u00f4ng gian l\u00e0m vi\u1ec7c tr\u1ef1c quan, t\u01b0\u01a1ng t\u00e1c, n\u01a1i ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 k\u00e9o v\u00e0 th\u1ea3 c\u00e1c t\u1eadp d\u1eef li\u1ec7u v\u00e0 m\u00f4-\u0111un ph\u00e2n t\u00edch v\u00e0o m\u1ed9t canvas t\u01b0\u01a1ng t\u00e1c, k\u1ebft n\u1ed1i ch\u00fang v\u1edbi nhau \u0111\u1ec3 t\u1ea1o th\u00e0nh m\u1ed9t th\u1eed nghi\u1ec7m.\u00a0Sau \u0111\u00f3, \u0111i\u1ec1u n\u00e0y s\u1ebd ch\u1ea1y trong Machine Learning Studio.<\/p>\n<p>Khi ng\u01b0\u1eddi d\u00f9ng x\u00e2y d\u1ef1ng th\u1eed nghi\u1ec7m, h\u1ecd c\u00f3 th\u1ec3 ch\u1ecdn t\u1eeb danh s\u00e1ch c\u00e1c m\u00f4-\u0111un c\u00f3 c\u00e1c tham s\u1ed1 ti\u1ec1m n\u0103ng \u0111\u1ec3 \u0111\u1ecbnh c\u1ea5u h\u00ecnh c\u00e1c thu\u1eadt to\u00e1n b\u00ean trong c\u1ee7a m\u00f4-\u0111un.\u00a0Khi ng\u01b0\u1eddi d\u00f9ng ch\u1ecdn m\u1ed9t m\u00f4-\u0111un tr\u00ean canvas, c\u00f4ng c\u1ee5 s\u1ebd hi\u1ec3n th\u1ecb c\u00e1c th\u00f4ng s\u1ed1 c\u1ee7a m\u00f4-\u0111un trong ng\u0103n thu\u1ed9c t\u00ednh v\u00e0 ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 s\u1eeda \u0111\u1ed5i c\u00e1c gi\u1edbi h\u1ea1n trong ng\u0103n \u0111\u00f3 \u0111\u1ec3 \u0111i\u1ec1u ch\u1ec9nh m\u00f4 h\u00ecnh.<\/p>\n<p>\u0110\u1ec3 l\u1eb7p l\u1ea1i thi\u1ebft k\u1ebf m\u00f4 h\u00ecnh, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ch\u1ec9nh s\u1eeda th\u1eed nghi\u1ec7m, l\u01b0u b\u1ea3n sao n\u1ebfu c\u1ea7n v\u00e0 ch\u1ea1y l\u1ea1i th\u1eed nghi\u1ec7m.\u00a0Sau \u0111\u00f3, h\u1ecd c\u00f3 th\u1ec3 xu\u1ea5t b\u1ea3n th\u1eed nghi\u1ec7m \u0111\u00e0o t\u1ea1o d\u01b0\u1edbi d\u1ea1ng d\u1ecbch v\u1ee5 web \u0111\u1ec3 nh\u1eefng ng\u01b0\u1eddi kh\u00e1c c\u00f3 th\u1ec3 truy c\u1eadp m\u00f4 h\u00ecnh v\u00e0 sau \u0111\u00f3 chuy\u1ec3n \u0111\u1ed5i n\u00f3 th\u00e0nh m\u1ed9t th\u1eed nghi\u1ec7m d\u1ef1 \u0111o\u00e1n.\u00a0Microsoft tuy\u00ean b\u1ed1 kh\u00f4ng c\u1ea7n l\u1eadp tr\u00ecnh, ch\u1ec9 c\u1ea7n k\u1ebft n\u1ed1i tr\u1ef1c quan c\u00e1c t\u1eadp d\u1eef li\u1ec7u v\u00e0 m\u00f4-\u0111un \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n.<\/p>\n<p>Ph\u1ea7n th\u01b0\u1edfng: Microsoft Azure <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">Computer Vision<\/a> cung c\u1ea5p cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u kh\u1ea3 n\u0103ng ch\u1ea1y c\u00e1c thu\u1eadt to\u00e1n ph\u00e2n lo\u1ea1i v\u00e0 x\u1eed l\u00fd h\u00ecnh \u1ea3nh \u0111\u1ec3 ph\u00e1t hi\u1ec7n, ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh, v.v.<\/p>\n<h3>12. D\u1ecbch v\u1ee5 M\u00e1y ch\u1ee7 Microsoft SQL Server<\/h3>\n<p>Theo Microsoft, SQL Server Machine Learning Services l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c nh\u00fang.\u00a0N\u00f3 c\u00f3 th\u1ec3 th\u1ef1c thi m\u00e3 R v\u00e0\u00a0\u00a0Python\u00a0\u00a0trong c\u01a1 s\u1edf d\u1eef li\u1ec7u SQL Server d\u01b0\u1edbi d\u1ea1ng c\u00e1c th\u1ee7 t\u1ee5c \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef, t\u1eadp l\u1ec7nh Transact-SQL ch\u1ee9a c\u00e2u l\u1ec7nh R ho\u1eb7c Python ho\u1eb7c m\u00e3 R ho\u1eb7c Python ch\u1ee9a T-SQL.<\/p>\n<p>M\u1ed9t trong nh\u1eefng \u0111\u1ec1 xu\u1ea5t gi\u00e1 tr\u1ecb quan tr\u1ecdng c\u1ee7a D\u1ecbch v\u1ee5 H\u1ecdc m\u00e1y l\u00e0 kh\u1ea3 n\u0103ng c\u1ee7a c\u00e1c g\u00f3i \u0111\u1ed9c quy\u1ec1n c\u1ee7a n\u00f3 \u0111\u1ec3 cung c\u1ea5p c\u00e1c ph\u00e2n t\u00edch n\u00e2ng cao tr\u00ean quy m\u00f4 l\u1edbn v\u00e0 kh\u1ea3 n\u0103ng \u0111\u01b0a c\u00e1c ph\u00e9p t\u00ednh v\u00e0 x\u1eed l\u00fd \u0111\u1ebfn n\u01a1i ch\u1ee9a d\u1eef li\u1ec7u.\u00a0C\u00f4ng ty cho bi\u1ebft l\u00e0m nh\u01b0 v\u1eady lo\u1ea1i b\u1ecf nhu c\u1ea7u k\u00e9o d\u1eef li\u1ec7u tr\u00ean to\u00e0n m\u1ea1ng.<\/p>\n<p>C\u00f3 hai t\u00f9y ch\u1ecdn \u0111\u1ec3 s\u1eed d\u1ee5ng\u00a0\u00a0kh\u1ea3 n\u0103ng h\u1ecdc m\u00e1y trong SQL Server\u00a0.\u00a0M\u1ed9t l\u00e0 SQL Server Machine Learning Services (In-Database), ho\u1ea1t \u0111\u1ed9ng trong phi\u00ean b\u1ea3n m\u00e1y c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 t\u00edch h\u1ee3p \u0111\u1ea7y \u0111\u1ee7 c\u00f4ng c\u1ee5 t\u00ednh to\u00e1n v\u1edbi c\u00f4ng c\u1ee5 c\u01a1 s\u1edf d\u1eef li\u1ec7u.<\/p>\n<p>Lo\u1ea1i c\u00f2n l\u1ea1i l\u00e0 M\u00e1y ch\u1ee7 H\u1ecdc m\u00e1y SQL Server (\u0110\u1ed9c l\u1eadp), m\u1ed9t M\u00e1y ch\u1ee7 H\u1ecdc m\u00e1y d\u00e0nh cho Windows ch\u1ea1y \u0111\u1ed9c l\u1eadp v\u1edbi c\u00f4ng c\u1ee5 c\u01a1 s\u1edf d\u1eef li\u1ec7u.\u00a0M\u1eb7c d\u00f9 n\u00f3 s\u1eed d\u1ee5ng thi\u1ebft l\u1eadp SQL Server \u0111\u1ec3 c\u00e0i \u0111\u1eb7t m\u00e1y ch\u1ee7, t\u00ednh n\u0103ng n\u00e0y kh\u00f4ng nh\u1eadn bi\u1ebft \u0111\u01b0\u1ee3c phi\u00ean b\u1ea3n.\u00a0V\u1ec1 m\u1eb7t ch\u1ee9c n\u0103ng, n\u00f3 t\u01b0\u01a1ng \u0111\u01b0\u01a1ng v\u1edbi M\u00e1y ch\u1ee7 Microsoft Machine Learning kh\u00f4ng ph\u1ea3i SQL Server d\u00e0nh cho Windows.<\/p>\n<p>H\u1ed7 tr\u1ee3 cho R v\u00e0 Python th\u00f4ng qua c\u00e1c g\u00f3i Microsoft \u0111\u1ed9c quy\u1ec1n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ea1o v\u00e0 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh, cho \u0111i\u1ec3m d\u1eef li\u1ec7u v\u00e0 x\u1eed l\u00fd song song b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c t\u00e0i nguy\u00ean h\u1ec7 th\u1ed1ng c\u01a1 b\u1ea3n.<\/p>\n<h3>13. RapidMiner<\/h3>\n<p>RapidMiner l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng ph\u1ea7n m\u1ec1m d\u00e0nh cho h\u1ecdc m\u00e1y, \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng cho c\u00e1c nh\u00f3m ph\u00e2n t\u00edch v\u00e0 n\u00f3 h\u1ee3p nh\u1ea5t vi\u1ec7c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, h\u1ecdc m\u00e1y v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n.\u00a0C\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y v\u00e0 \u0111\u01b0a ch\u00fang v\u00e0o s\u1ea3n xu\u1ea5t b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng tr\u00ecnh thi\u1ebft k\u1ebf quy tr\u00ecnh l\u00e0m vi\u1ec7c tr\u1ef1c quan v\u00e0 kh\u1ea3 n\u0103ng l\u1eadp m\u00f4 h\u00ecnh t\u1ef1 \u0111\u1ed9ng c\u1ee7a RapidMiner.<\/p>\n<p>RapidMiner h\u1ed7 tr\u1ee3 nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng kh\u00e1c nhau\u00a0, bao g\u1ed3m th\u00f4ng minh kh\u00e1ch h\u00e0ng, t\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng, c\u1ea3i thi\u1ec7n k\u1ebft qu\u1ea3 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, b\u1ea3o tr\u00ec d\u1ef1 \u0111o\u00e1n, an ninh m\u1ea1ng v\u00e0 ph\u00e1t hi\u1ec7n gian l\u1eadn.<\/p>\n<p>RapidMiner Auto Model t\u0103ng t\u1ed1c \u0111\u1ed9 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3\u00a0\u00a0x\u00e1c \u0111\u1ecbnh c\u00e1c v\u1ea5n \u0111\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn\u00a0.\u00a0N\u00f3 t\u1ef1 \u0111\u1ed9ng h\u00f3a m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n b\u1eb1ng c\u00e1ch \u0111\u1ec1 xu\u1ea5t c\u00e1c k\u1ef9 thu\u1eadt h\u1ecdc m\u00e1y t\u1ed1t nh\u1ea5t v\u00e0 sau \u0111\u00f3 t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c x\u00e1c nh\u1eadn ch\u00e9o, \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a.\u00a0Sau \u0111\u00f3, RapidMiner n\u00eau b\u1eadt nh\u1eefng t\u00ednh n\u0103ng n\u00e0o c\u00f3 t\u00e1c \u0111\u1ed9ng l\u1edbn nh\u1ea5t \u0111\u1ebfn m\u1ee5c ti\u00eau kinh doanh mong mu\u1ed1n.<\/p>\n<p>H\u00ecnh \u1ea3nh tr\u1ef1c quan t\u00edch h\u1ee3p v\u00e0 tr\u00ecnh m\u00f4 ph\u1ecfng m\u00f4 h\u00ecnh t\u01b0\u01a1ng t\u00e1c cho ph\u00e9p c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u nhanh ch\u00f3ng kh\u00e1m ph\u00e1 m\u1ed9t nguy\u00ean m\u1eabu \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t trong nhi\u1ec1u \u0111i\u1ec1u ki\u1ec7n kh\u00e1c nhau.<\/p>\n<p>RapidMiner \u0111\u00e3 chuy\u1ec3n \u0111\u1ed5i m\u00e1y ch\u1ee7 tr\u01b0\u1edbc \u0111\u00f3 th\u00e0nh trung t\u00e2m RapidMiner AI, m\u1ed9t m\u00e1y ch\u1ee7 c\u1ed9ng t\u00e1c m\u00e3 ngu\u1ed3n m\u1edf \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng t\u00ednh to\u00e1n, k\u1ebft n\u1ed1i c\u00e1c nh\u00f3m khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh quy\u1ebft \u0111\u1ecbnh.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/10\/tgmc-blog-5f894b31c76e5.png\" alt=\"\u1ea2nh ch\u1ee5p m\u00e0n h\u00ecnh RapidMiner ki\u1ec3m tra kh\u1ea3 n\u0103ng ph\u1ea7n m\u1ec1m c\u1ee7a c\u00f4ng ty\" \/>\u0110\u1ed3 th\u1ecb RapidMiner t\u00ednh to\u00e1n \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 th\u1eddi gian ch\u1ea1y \u1ee9ng d\u1ee5ng, c\u0169ng nh\u01b0 h\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m<\/p>\n<h3>14. Khai th\u00e1c d\u1eef li\u1ec7u tr\u1ef1c quan v\u00e0 h\u1ecdc m\u00e1y c\u1ee7a SAS<\/h3>\n<p>Khai th\u00e1c d\u1eef li\u1ec7u tr\u1ef1c quan v\u00e0 H\u1ecdc m\u00e1y t\u1eeb SAS h\u1ed7 tr\u1ee3 c\u00e1c quy tr\u00ecnh khai th\u00e1c d\u1eef li\u1ec7u \u0111\u1ea7u cu\u1ed1i v\u00e0 h\u1ecdc m\u00e1y.\u00a0V\u1edbi giao di\u1ec7n tr\u1ef1c quan v\u00e0 l\u1eadp tr\u00ecnh x\u1eed l\u00fd t\u1ea5t c\u1ea3 c\u00e1c t\u00e1c v\u1ee5 ch\u00ednh c\u1ee7a v\u00f2ng \u0111\u1eddi ph\u00e2n t\u00edch, n\u1ec1n t\u1ea3ng d\u00e0nh cho h\u1ecdc m\u00e1y n\u00e0y cho ph\u00e9p nhi\u1ec1u ng\u01b0\u1eddi d\u00f9ng \u0111\u1ed3ng th\u1eddi ph\u00e2n t\u00edch b\u1ea5t k\u1ef3 l\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 phi c\u1ea5u tr\u00fac n\u00e0o b\u1eb1ng giao di\u1ec7n tr\u1ef1c quan.<\/p>\n<p>S\u1ea3n ph\u1ea9m cung c\u1ea5p kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, x\u1eed l\u00fd ph\u00e2n t\u00edch trong b\u1ed9 nh\u1edb, cho ph\u00e9p truy c\u1eadp \u0111\u1ed3ng th\u1eddi v\u00e0o d\u1eef li\u1ec7u trong m\u1ed9t m\u00f4i tr\u01b0\u1eddng an to\u00e0n, \u0111a ng\u01b0\u1eddi d\u00f9ng, theo SAS.\u00a0D\u1eef li\u1ec7u v\u00e0 c\u00e1c ho\u1ea1t \u0111\u1ed9ng ph\u00e2n t\u00edch kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i song song tr\u00ean c\u00e1c n\u00fat v\u00e0 \u0111\u01b0\u1ee3c \u0111a lu\u1ed3ng tr\u00ean m\u1ed7i n\u00fat \u0111\u1ec3 c\u00f3 t\u1ed1c \u0111\u1ed9 nhanh.<\/p>\n<p>Giao di\u1ec7n k\u00e9o v\u00e0 th\u1ea3 cho ph\u00e9p c\u00e1c k\u1ef9 s\u01b0 d\u1eef li\u1ec7u nhanh ch\u00f3ng b\u1ed5 sung v\u00e0 t\u00edch h\u1ee3p d\u1eef li\u1ec7u trong m\u1ed9t &#8220;\u0111\u01b0\u1eddng d\u1eabn ho\u1ea1t \u0111\u1ed9ng tr\u1ef1c quan&#8221;.\u00a0T\u1ea5t c\u1ea3 c\u00e1c h\u00e0nh \u0111\u1ed9ng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n trong b\u1ed9 nh\u1edb \u0111\u1ec3 duy tr\u00ec t\u00ednh nh\u1ea5t qu\u00e1n c\u1ee7a c\u1ea5u tr\u00fac d\u1eef li\u1ec7u.\u00a0H\u1ec7 th\u1ed1ng cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng kh\u00e1m ph\u00e1 t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u v\u0103n b\u1ea3n \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c nh\u1eefng hi\u1ec3u bi\u1ebft m\u1edbi v\u1ec1 c\u00e1c ch\u1ee7 \u0111\u1ec1 v\u00e0 k\u1ebft n\u1ed1i kh\u00f4ng x\u00e1c \u0111\u1ecbnh, \u0111\u1ed3ng th\u1eddi cung c\u1ea5p quy\u1ec1n truy c\u1eadp v\u00e0o m\u1ed9t lo\u1ea1t c\u00e1c thu\u1eadt to\u00e1n th\u1ed1ng k\u00ea, h\u1ecdc m\u00e1y, h\u1ecdc s\u00e2u v\u00e0 ph\u00e2n t\u00edch v\u0103n b\u1ea3n trong m\u1ed9t m\u00f4i tr\u01b0\u1eddng duy nh\u1ea5t.<\/p>\n<p>Kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch bao g\u1ed3m ph\u00e2n c\u1ee5m, c\u00e1c h\u01b0\u01a1ng v\u1ecb kh\u00e1c nhau c\u1ee7a h\u1ed3i quy, r\u1eebng ng\u1eabu nhi\u00ean, GBM, m\u00e1y vect\u01a1 h\u1ed7 tr\u1ee3, NLP v\u00e0 ph\u00e1t hi\u1ec7n ch\u1ee7 \u0111\u1ec1.\u00a0C\u00e1c nh\u00e0 ph\u00e2n t\u00edch c\u00f3 th\u1ec3 ki\u1ec3m tra c\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh kh\u00e1c nhau trong m\u1ed9t l\u1ea7n ch\u1ea1y v\u00e0 so s\u00e1nh k\u1ebft qu\u1ea3 c\u1ee7a nhi\u1ec1u\u00a0\u00a0thu\u1eadt to\u00e1n h\u1ecdc c\u00f3 gi\u00e1m s\u00e1t\u00a0\u00a0v\u1edbi c\u00e1c b\u00e0i ki\u1ec3m tra ti\u00eau chu\u1ea9n h\u00f3a \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u00f4 h\u00ecnh h\u00e0ng \u0111\u1ea7u.<\/p>\n<p>Khai th\u00e1c d\u1eef li\u1ec7u tr\u1ef1c quan v\u00e0 M\u00e1y h\u1ecdc c\u0169ng cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng nh\u00fang m\u00e3 ngu\u1ed3n m\u1edf v\u00e0o ph\u00e2n t\u00edch v\u00e0 g\u1ecdi c\u00e1c thu\u1eadt to\u00e1n ngu\u1ed3n m\u1edf m\u1ed9t c\u00e1ch li\u1ec1n m\u1ea1ch trong lu\u1ed3ng Model Studio.\u00a0C\u00f4ng ty cho bi\u1ebft \u0111i\u1ec1u n\u00e0y t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho s\u1ef1 c\u1ed9ng t\u00e1c trong m\u1ed9t t\u1ed5 ch\u1ee9c v\u00ec ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 l\u1eadp tr\u00ecnh b\u1eb1ng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh m\u00e0 h\u1ecd l\u1ef1a ch\u1ecdn.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Bi&#7871;n kh&#7889;i l&#432;&#7907;ng d&#7919; li&#7879;u ng&agrave;y c&agrave;ng gia t&#259;ng th&agrave;nh th&ocirc;ng tin n&#7855;m b&#7855;t v&#7873; doanh nghi&#7879;p v&#7899;i n&#7873;n t&#7843;ng ph&ugrave; h&#7907;p cho h&#7885;c m&aacute;y (Machine Learning). T&igrave;m hi&#7875;u th&ecirc;m v&#7873; c&aacute;c nh&agrave; cung c&#7845;p v&agrave; c&aacute;c s&#7843;n ph&#7849;m trong th&#7883; tr&#432;&#7901;ng ti&ecirc;n ti&#7871;n n&agrave;y. C&aacute;c c&ocirc;ng ty mu&#7889;n c&oacute; l&#7907;i th&#7871; c&#7841;nh tranh v&agrave;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":7269,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[],"class_list":["post-7268","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>14 n\u1ec1n t\u1ea3ng Machine Learning t\u1ed1t nh\u1ea5t n\u0103m 2020 - 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\/ai-hpc\/14-nen-tang-machine-learning-tot-nhat-nam-2020-p7268\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"14 n\u1ec1n t\u1ea3ng Machine Learning t\u1ed1t nh\u1ea5t n\u0103m 2020 - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Bi&#7871;n kh&#7889;i l&#432;&#7907;ng d&#7919; li&#7879;u ng&agrave;y c&agrave;ng gia t&#259;ng th&agrave;nh th&ocirc;ng tin n&#7855;m b&#7855;t v&#7873; doanh nghi&#7879;p v&#7899;i n&#7873;n t&#7843;ng ph&ugrave; h&#7907;p cho h&#7885;c m&aacute;y (Machine Learning). T&igrave;m hi&#7875;u th&ecirc;m v&#7873; c&aacute;c nh&agrave; cung c&#7845;p v&agrave; c&aacute;c s&#7843;n ph&#7849;m trong th&#7883; tr&#432;&#7901;ng ti&ecirc;n ti&#7871;n n&agrave;y. 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