Th\u1ebf nh\u01b0ng, n\u1ebfu b\u1ea1n hi\u1ec3u v\u00e0 n\u1eafm v\u1eefng m\u1ed9t trong 6 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh t\u1ed1t nh\u1ea5t cho l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u th\u00ec b\u1ea1n h\u00e3y t\u1ef1 tin r\u1eb1ng m\u00ecnh \u0111ang l\u00e0 m\u1ed9t trong s\u1ed1 nh\u1eefng ng\u01b0\u1eddi \u0111\u01b0\u1ee3c c\u00e1c chuy\u00ean gia t\u00ecm ki\u1ebfm, v\u1edbi m\u1ee9c l\u01b0\u01a1ng cao nh\u1ea5t trong th\u1ecb tr\u01b0\u1eddng lao \u0111\u1ed9ng. H\u01a1n n\u1eefa, Harvard Business Review t\u1eebng c\u00f4ng b\u1ed1: khoa h\u1ecdc d\u1eef li\u1ec7u l\u00e0 c\u00f4ng vi\u1ec7c \u201ch\u00e1i ra ti\u1ec1n\u201d nh\u1ea5t c\u1ee7a th\u1ebf k\u1ef7 21.<\/p>\n\n\n\n
Ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh t\u1ed1t nh\u1ea5t cho khoa h\u1ecdc d\u1eef li\u1ec7u<\/strong><\/h2>\n\n\n\nH\u00e3y c\u00f9ng \u201cngh\u00eda\u201d qua 6 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh t\u1ed1t nh\u1ea5t cho vi\u1ec7c ph\u00e2n t\u00edch khoa h\u1ecdc d\u1eef li\u1ec7u. V\u00e0 c\u00f2n ch\u1ea7n ch\u1eeb g\u00ec n\u1eefa m\u00e0 kh\u00f4ng h\u1ecdc ngay \u0111\u1ec3 b\u1eaft \u0111\u1ea7u s\u1ef1 nghi\u1ec7p trong l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u.<\/p>\n\n\n\n
*<\/p>\n\n\n\n
Python<\/h3>\n\n\n\n![\"\"](\"https:\/\/techtalk.vn\/wp-content\/uploads\/2018\/07\/khdl-1.png\")
<\/figure><\/div>\n\n\n\nTrong b\u1ea3ng x\u1ebfp h\u1ea1ng c\u00e1c c\u00f4ng c\u1ee5 khoa h\u1ecdc d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t, Python l\u00e0 nh\u00e0 v\u00f4 \u0111\u1ecbch. Ng\u00f4n ng\u1eef n\u00e0y l\u00e0 tr\u1ee5 c\u1ed9t c\u1ee7a c\u00e1c nhi\u1ec7m v\u1ee5 li\u00ean quan \u0111\u1ebfn l\u1eadp tr\u00ecnh chung nh\u01b0 ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng web hay m\u00e1y t\u00ednh \u0111\u1ec3 b\u00e0n. \u0110i\u1ec1u l\u00e0m cho Python tr\u1edf th\u00e0nh m\u1ed9t l\u1ef1a ch\u1ecdn h\u1ea5p d\u1eabn cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u l\u00e0 kh\u1ea3 n\u0103ng \u0111\u1ecdc v\u00e0 n\u0103ng su\u1ea5t tuy\u1ec7t v\u1eddi c\u1ee7a n\u00f3.<\/p>\n\n\n\n
V\u1edbi Python, b\u1ea1n c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o m\u1ed9t lo\u1ea1t c\u00e1c th\u01b0 vi\u1ec7n ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u00f4ng qua m\u1ee5c Python Package nh\u01b0 c\u00e1c m\u00f4-\u0111un ph\u1ed5 bi\u1ebfn NumPy v\u00e0 SciPy. Hai m\u00f4-\u0111un n\u00e0y cho ph\u00e9p b\u1ea1n th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 c\u01a1 b\u1ea3n trong ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 s\u1ed1 h\u00f3a tr\u00ean c\u00e1c m\u1ea3ng v\u00e0 ma tr\u1eadn \u0111a chi\u1ec1u c\u0169ng nh\u01b0 th\u1ef1c hi\u1ec7n t\u00ednh to\u00e1n c\u00e1c t\u00edn hi\u1ec7u, h\u00ecnh \u1ea3nh. C\u00f3 r\u1ea5t nhi\u1ec1u th\u01b0 vi\u1ec7n Python kh\u00e1c gi\u00fap cho vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n \u0111\u01a1n gi\u1ea3n h\u01a1n bao gi\u1edd h\u1ebft nh\u01b0 B\u1ed9 c\u00f4ng c\u1ee5 ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLTK), cho ph\u00e9p ph\u00e2n t\u00edch v\u00e0 th\u1ed1ng k\u00ea c\u00e1c ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/p>\n\n\n\n
T\u00ednh v\u00f4 h\u1ea1n c\u1ee7a c\u00e1c th\u01b0 vi\u1ec7n Python d\u00e0nh ri\u00eang cho khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u00e3 khi\u1ebfn cho Python tr\u1edf th\u00e0nh m\u1ed9t l\u1ef1a ch\u1ecdn ti\u00ean quy\u1ebft c\u1ee7a ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u v\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u chuy\u00ean nghi\u1ec7p.<\/p>\n\n\n\n
R<\/h3>\n\n\n\n![\"\"](\"https:\/\/techtalk.vn\/wp-content\/uploads\/2018\/07\/khdl-2.png\")
<\/figure><\/div>\n\n\n\nKhi Ross Ihaka v\u00e0 Robert Gentleman l\u1ea7n \u0111\u1ea7u ra m\u1eaft ng\u00f4n ng\u1eef R v\u1edbi m\u1ee5c \u0111\u00edch thi\u1ebft k\u1ebf m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh \u0111\u1ec3 th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch d\u1eef li\u1ec7u, th\u1ed1ng k\u00ea v\u00e0 t\u00ednh to\u00e1n tr\u1ef1c quan tr\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn t\u1ed1t h\u01a1n v\u00e0 th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n\n
N\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc c\u1ee7a ng\u00f4n ng\u1eef trong l\u0129nh v\u1ef1c th\u1ed1ng k\u00ea v\u00e0 hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u \u0111\u00e3 ph\u1ea7n n\u00e0o gi\u1ea3i th\u00edch l\u00fd do n\u00f3 tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn nhanh ch\u00f3ng nh\u01b0 v\u1eady trong ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u01b0\u01a1ng m\u1ea1i, v\u00e0 do \u0111\u00f3 R \u0111ang l\u00e0 l\u1ef1a ch\u1ecdn c\u1ee7a \u0111a s\u1ed1 c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. \u0110\u1ed1i v\u1edbi ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u, R c\u00f3 c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng kh\u00e1 d\u1ec5, ngu\u1ed3n t\u00e0i li\u1ec7u m\u1edf r\u1ed9ng v\u00e0 nhi\u1ec1u ch\u1ee9c n\u0103ng gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a c\u00e1c quy tr\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p cho l\u1eadp tr\u00ecnh vi\u00ean.<\/p>\n\n\n\n
MATLAB<\/h3>\n\n\n\n![\"\"](\"https:\/\/techtalk.vn\/wp-content\/uploads\/2018\/07\/khdl-3.png\")
<\/figure><\/div>\n\n\n\nMATLAB \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi Jack Little, Moler v\u00e0 Steve Bangert, ng\u01b0\u1eddi s\u00e1ng l\u1eadp MathWorks. MATLAB ng\u00e0y c\u00e0ng kh\u1eb3ng \u0111\u1ecbnh \u0111\u01b0\u1ee3c m\u00ecnh trong th\u1ebf gi\u1edbi m\u00e1y t\u00ednh k\u1ef9 thu\u1eadt. MATLAB nhi\u1ec1u h\u01a1n m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh v\u00ec n\u00f3 t\u1eadp h\u1ee3p ch\u1ee9c n\u0103ng t\u00ednh to\u00e1n, h\u00ecnh dung v\u00e0 l\u1eadp tr\u00ecnh v\u00e0o m\u1ed9t \u1ee9ng d\u1ee5ng duy nh\u1ea5t.<\/p>\n\n\n\n
\u0110i\u1ec1u \u0111\u00f3 khi\u1ebfn cho MATLAB tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 tuy\u1ec7t v\u1eddi \u0111\u1ec3 ph\u00e2n t\u00edch, th\u0103m d\u00f2 v\u00e0 hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n th\u01b0 vi\u1ec7n ho\u1eb7c m\u00f4-\u0111un ngo\u00e0i. Tr\u00ean th\u1ef1c t\u1ebf, MATLAB l\u00e0 c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u ch\u00ednh cho c\u1ed9ng \u0111\u1ed3ng h\u1ecdc thu\u1eadt trong v\u00e0i th\u1eadp k\u1ef7 qua.<\/p>\n\n\n\n
JAVA<\/h3>\n\n\n\n![\"\"](\"https:\/\/techtalk.vn\/wp-content\/uploads\/2018\/07\/khdl-4.png\")
<\/figure><\/div>\n\n\n\nJava l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef l\u00e2u \u0111\u1eddi nh\u1ea5t v\u00e0 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nhi\u1ec1u nh\u1ea5t tr\u00ean th\u1ebf gi\u1edbi. Java \u0111\u1eb7c bi\u1ec7t d\u00e0nh ri\u00eang cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 tri\u1ec3n v\u1ecdng. \u0110\u00f4i khi, c\u00f4ng ty y\u00eau c\u1ea7u b\u1ea1n l\u00e0m m\u1ed9t d\u1ef1 \u00e1n khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u00e3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u trong c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ee7a n\u00f3. \u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 c\u00e1c m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea c\u1ee7a b\u1ea1n ph\u1ea3i \u0111\u01b0\u1ee3c vi\u1ebft v\u1edbi ng\u00f4n ng\u1eef Java \u0111\u1ec3 c\u00f3 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c cao.<\/p>\n\n\n\n
H\u01a1n n\u1eefa, c\u00f3 c\u00e1c framework Java ph\u1ed5 bi\u1ebfn d\u00e0nh ri\u00eang cho ph\u00e2n t\u00edch d\u1eef li\u1ec7u, m\u00e1y m\u00f3c v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. C\u00e1c framework nh\u01b0 Apache Spark, Hadoop v\u00e0 Hive ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn trong m\u00f4i tr\u01b0\u1eddng th\u01b0\u01a1ng m\u1ea1i, l\u00e0m cho Java tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u y\u00eau c\u1ea7u.<\/p>\n\n\n\n
Julia<\/h3>\n\n\n\n![\"\"](\"https:\/\/techtalk.vn\/wp-content\/uploads\/2018\/07\/khdl-5.png\")
<\/figure><\/div>\n\n\n\nJulia l\u00e0 m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1eeb \u1ee9ng d\u1ee5ng n\u1ec1n t\u1ea3ng d\u00e0nh ri\u00eang cho khoa h\u1ecdc d\u1eef li\u1ec7u. Ng\u00f4n ng\u1eef h\u01b0\u1edbng t\u1edbi c\u00e1c ch\u1ee9c n\u0103ng t\u00ednh to\u00e1n khoa h\u1ecdc, khai th\u00e1c d\u1eef li\u1ec7u, m\u00e1y m\u00f3c h\u1ecdc, v\u00e0 t\u00ednh to\u00e1n song song.<\/p>\n\n\n\n
Julia nhanh ch\u00f3ng tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef v\u1edbi kh\u1ea3 n\u0103ng v\u1eadn h\u00e0nh th\u1ea7n t\u1ed1c tr\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn. T\u00f3m l\u1ea1i, Julia gi\u1ea3i quy\u1ebft b\u1ea5t k\u1ef3 l\u1ed7i th\u01b0\u1eddng g\u1eb7p n\u00e0o m\u00e0 c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c kh\u00f4ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho khoa h\u1ecdc d\u1eef li\u1ec7u hay m\u1eafc ph\u1ea3i.<\/p>\n\n\n\n
Scala<\/h3>\n\n\n\n![\"\"](\"https:\/\/techtalk.vn\/wp-content\/uploads\/2018\/07\/khdl-6.png\")
<\/figure><\/div>\n\n\n\nScala n\u1ed5i l\u00ean trong gi\u1edbi khoa h\u1ecdc d\u1eef li\u1ec7u sau khi ch\u1ee9c n\u0103ng Spark \u2013 m\u1ed9t c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c vi\u1ebft ho\u00e0n to\u00e0n b\u1eb1ng Scala \u2013 \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u1eadp nh\u1eadt. Spark cho ph\u00e9p thu th\u1eadp d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch tr\u1ef1c quan h\u01a1n; l\u00e0m s\u1ea1ch, x\u1eed l\u00fd d\u1eef li\u1ec7u; ngo\u00e0i ra, m\u00e3 \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng ng\u00f4n ng\u1eef Scala th\u01b0\u1eddng v\u1eadn h\u00e0nh nhanh h\u01a1n.<\/p>\n\n\n\n
\u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 ph\u00e2n t\u00edch s\u1ed1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn nhanh h\u01a1n so v\u1edbi c\u00e1c ng\u00f4n ng\u1eef kh\u00e1c. Ngo\u00e0i ra, vi\u1ec7c vi\u1ebft m\u00e3 Scala t\u01b0\u01a1ng \u0111\u1ed1i d\u1ec5 d\u00e0ng do c\u00fa ph\u00e1p c\u1ee7a n\u00f3 kh\u00e1 \u0111\u01a1n gi\u1ea3n, gi\u00fap d\u1ec5 d\u00e0ng duy tr\u00ec c\u00e1c kho l\u01b0u tr\u1eef l\u1edbn c\u1ee7a m\u00e3 Scala.<\/p>\n\n\n\n
**<\/p>\n\n\n\n
K\u1ebft lu\u1eadn<\/h3>\n\n\n\n
H\u1ecdc 6 ng\u00f4n ng\u1eef n\u00e0y s\u1ebd gi\u00fap b\u1ea1n c\u00f3 ch\u1ed7 \u0111\u1ee9ng nh\u1ea5t \u0111\u1ecbnh trong l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u. M\u1eb7c d\u00f9 kh\u00f4ng c\u00f3 th\u1ee9 t\u1ef1 \u01b0u ti\u00ean c\u1ee5 th\u1ec3 c\u1ee7a t\u1eebng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh n\u00e0y, th\u1ebf nh\u01b0ng t\u00f4i ngh\u0129 c\u00f3 l\u1ebd b\u1ea1n s\u1ebd mu\u1ed1n t\u00ecm hi\u1ec3u nhi\u1ec1u h\u01a1n m\u1ed9t ng\u00f4n ng\u1eef. \u0110i\u1ec1u n\u00e0y gi\u00fap v\u1ed1n hi\u1ec3u bi\u1ebft c\u1ee7a b\u1ea1n tr\u1edf n\u00ean linh ho\u1ea1t h\u01a1n v\u00e0 tr\u1edf th\u00e0nh m\u1ed9t nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u th\u1ef1c th\u1ee5.<\/p>\n","protected":false},"excerpt":{"rendered":"
Ch\u00fang ta \u0111ang s\u1ed1ng trong th\u1eddi \u0111\u1ea1i th\u00f4ng tin, v\u00e0 m\u1ed7i ng\u00e0y, ch\u00fang ta t\u1ea1o ra h\u00e0ng t\u1ea5n d\u1eef li\u1ec7u. Vi\u1ec7c hi\u1ec3u r\u00f5 b\u1ea3n ch\u1ea5t c\u1ee7a d\u1eef li\u1ec7u s\u1ebd ph\u1ea7n n\u00e0o sinh l\u1ee3i cho nhi\u1ec1u doanh nghi\u1ec7p. V\u00e0 \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y, c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p to\u00e0n c\u1ea7u \u0111ang chuy\u1ec3n sang kh\u00eda c\u1ea1nh ph\u00e2n […]<\/p>\n","protected":false},"author":12,"featured_media":47448,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false,"tdm_status":"","tdm_grid_status":""},"categories":[1651],"tags":[],"yoast_head":"\n
6 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh t\u1ed1t nh\u1ea5t v\u1ec1 Khoa h\u1ecdc D\u1eef li\u1ec7u v\u00e0 Ph\u00e2n t\u00edch<\/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:\/\/lop12.edu.vn\/6-ngon-ngu-lap-trinh-tot-nhat-ve-khoa-hoc-du-lieu-va-phan-tich\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"6 ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh t\u1ed1t nh\u1ea5t v\u1ec1 Khoa h\u1ecdc D\u1eef li\u1ec7u v\u00e0 Ph\u00e2n t\u00edch\" \/>\n<meta property=\"og:description\" content=\"Ch\u00fang ta \u0111ang s\u1ed1ng trong th\u1eddi \u0111\u1ea1i th\u00f4ng tin, v\u00e0 m\u1ed7i ng\u00e0y, ch\u00fang ta t\u1ea1o ra h\u00e0ng t\u1ea5n d\u1eef li\u1ec7u. 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<\/figure><\/div>\n\n\n\nTrong b\u1ea3ng x\u1ebfp h\u1ea1ng c\u00e1c c\u00f4ng c\u1ee5 khoa h\u1ecdc d\u1eef li\u1ec7u t\u1ed1t nh\u1ea5t, Python l\u00e0 nh\u00e0 v\u00f4 \u0111\u1ecbch. Ng\u00f4n ng\u1eef n\u00e0y l\u00e0 tr\u1ee5 c\u1ed9t c\u1ee7a c\u00e1c nhi\u1ec7m v\u1ee5 li\u00ean quan \u0111\u1ebfn l\u1eadp tr\u00ecnh chung nh\u01b0 ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng web hay m\u00e1y t\u00ednh \u0111\u1ec3 b\u00e0n. \u0110i\u1ec1u l\u00e0m cho Python tr\u1edf th\u00e0nh m\u1ed9t l\u1ef1a ch\u1ecdn h\u1ea5p d\u1eabn cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u l\u00e0 kh\u1ea3 n\u0103ng \u0111\u1ecdc v\u00e0 n\u0103ng su\u1ea5t tuy\u1ec7t v\u1eddi c\u1ee7a n\u00f3.<\/p>\n\n\n\n
V\u1edbi Python, b\u1ea1n c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o m\u1ed9t lo\u1ea1t c\u00e1c th\u01b0 vi\u1ec7n ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u00f4ng qua m\u1ee5c Python Package nh\u01b0 c\u00e1c m\u00f4-\u0111un ph\u1ed5 bi\u1ebfn NumPy v\u00e0 SciPy. Hai m\u00f4-\u0111un n\u00e0y cho ph\u00e9p b\u1ea1n th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 c\u01a1 b\u1ea3n trong ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 s\u1ed1 h\u00f3a tr\u00ean c\u00e1c m\u1ea3ng v\u00e0 ma tr\u1eadn \u0111a chi\u1ec1u c\u0169ng nh\u01b0 th\u1ef1c hi\u1ec7n t\u00ednh to\u00e1n c\u00e1c t\u00edn hi\u1ec7u, h\u00ecnh \u1ea3nh. C\u00f3 r\u1ea5t nhi\u1ec1u th\u01b0 vi\u1ec7n Python kh\u00e1c gi\u00fap cho vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n \u0111\u01a1n gi\u1ea3n h\u01a1n bao gi\u1edd h\u1ebft nh\u01b0 B\u1ed9 c\u00f4ng c\u1ee5 ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLTK), cho ph\u00e9p ph\u00e2n t\u00edch v\u00e0 th\u1ed1ng k\u00ea c\u00e1c ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/p>\n\n\n\n
T\u00ednh v\u00f4 h\u1ea1n c\u1ee7a c\u00e1c th\u01b0 vi\u1ec7n Python d\u00e0nh ri\u00eang cho khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u00e3 khi\u1ebfn cho Python tr\u1edf th\u00e0nh m\u1ed9t l\u1ef1a ch\u1ecdn ti\u00ean quy\u1ebft c\u1ee7a ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u v\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u chuy\u00ean nghi\u1ec7p.<\/p>\n\n\n\n
R<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nKhi Ross Ihaka v\u00e0 Robert Gentleman l\u1ea7n \u0111\u1ea7u ra m\u1eaft ng\u00f4n ng\u1eef R v\u1edbi m\u1ee5c \u0111\u00edch thi\u1ebft k\u1ebf m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh \u0111\u1ec3 th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch d\u1eef li\u1ec7u, th\u1ed1ng k\u00ea v\u00e0 t\u00ednh to\u00e1n tr\u1ef1c quan tr\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn t\u1ed1t h\u01a1n v\u00e0 th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n\n
N\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc c\u1ee7a ng\u00f4n ng\u1eef trong l\u0129nh v\u1ef1c th\u1ed1ng k\u00ea v\u00e0 hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u \u0111\u00e3 ph\u1ea7n n\u00e0o gi\u1ea3i th\u00edch l\u00fd do n\u00f3 tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn nhanh ch\u00f3ng nh\u01b0 v\u1eady trong ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u01b0\u01a1ng m\u1ea1i, v\u00e0 do \u0111\u00f3 R \u0111ang l\u00e0 l\u1ef1a ch\u1ecdn c\u1ee7a \u0111a s\u1ed1 c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. \u0110\u1ed1i v\u1edbi ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u, R c\u00f3 c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng kh\u00e1 d\u1ec5, ngu\u1ed3n t\u00e0i li\u1ec7u m\u1edf r\u1ed9ng v\u00e0 nhi\u1ec1u ch\u1ee9c n\u0103ng gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a c\u00e1c quy tr\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p cho l\u1eadp tr\u00ecnh vi\u00ean.<\/p>\n\n\n\n
MATLAB<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nMATLAB \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi Jack Little, Moler v\u00e0 Steve Bangert, ng\u01b0\u1eddi s\u00e1ng l\u1eadp MathWorks. MATLAB ng\u00e0y c\u00e0ng kh\u1eb3ng \u0111\u1ecbnh \u0111\u01b0\u1ee3c m\u00ecnh trong th\u1ebf gi\u1edbi m\u00e1y t\u00ednh k\u1ef9 thu\u1eadt. MATLAB nhi\u1ec1u h\u01a1n m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh v\u00ec n\u00f3 t\u1eadp h\u1ee3p ch\u1ee9c n\u0103ng t\u00ednh to\u00e1n, h\u00ecnh dung v\u00e0 l\u1eadp tr\u00ecnh v\u00e0o m\u1ed9t \u1ee9ng d\u1ee5ng duy nh\u1ea5t.<\/p>\n\n\n\n
\u0110i\u1ec1u \u0111\u00f3 khi\u1ebfn cho MATLAB tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 tuy\u1ec7t v\u1eddi \u0111\u1ec3 ph\u00e2n t\u00edch, th\u0103m d\u00f2 v\u00e0 hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n th\u01b0 vi\u1ec7n ho\u1eb7c m\u00f4-\u0111un ngo\u00e0i. Tr\u00ean th\u1ef1c t\u1ebf, MATLAB l\u00e0 c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u ch\u00ednh cho c\u1ed9ng \u0111\u1ed3ng h\u1ecdc thu\u1eadt trong v\u00e0i th\u1eadp k\u1ef7 qua.<\/p>\n\n\n\n
JAVA<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nJava l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef l\u00e2u \u0111\u1eddi nh\u1ea5t v\u00e0 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nhi\u1ec1u nh\u1ea5t tr\u00ean th\u1ebf gi\u1edbi. Java \u0111\u1eb7c bi\u1ec7t d\u00e0nh ri\u00eang cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 tri\u1ec3n v\u1ecdng. \u0110\u00f4i khi, c\u00f4ng ty y\u00eau c\u1ea7u b\u1ea1n l\u00e0m m\u1ed9t d\u1ef1 \u00e1n khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u00e3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u trong c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ee7a n\u00f3. \u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 c\u00e1c m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea c\u1ee7a b\u1ea1n ph\u1ea3i \u0111\u01b0\u1ee3c vi\u1ebft v\u1edbi ng\u00f4n ng\u1eef Java \u0111\u1ec3 c\u00f3 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c cao.<\/p>\n\n\n\n
H\u01a1n n\u1eefa, c\u00f3 c\u00e1c framework Java ph\u1ed5 bi\u1ebfn d\u00e0nh ri\u00eang cho ph\u00e2n t\u00edch d\u1eef li\u1ec7u, m\u00e1y m\u00f3c v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. C\u00e1c framework nh\u01b0 Apache Spark, Hadoop v\u00e0 Hive ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn trong m\u00f4i tr\u01b0\u1eddng th\u01b0\u01a1ng m\u1ea1i, l\u00e0m cho Java tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u y\u00eau c\u1ea7u.<\/p>\n\n\n\n
Julia<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nJulia l\u00e0 m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1eeb \u1ee9ng d\u1ee5ng n\u1ec1n t\u1ea3ng d\u00e0nh ri\u00eang cho khoa h\u1ecdc d\u1eef li\u1ec7u. Ng\u00f4n ng\u1eef h\u01b0\u1edbng t\u1edbi c\u00e1c ch\u1ee9c n\u0103ng t\u00ednh to\u00e1n khoa h\u1ecdc, khai th\u00e1c d\u1eef li\u1ec7u, m\u00e1y m\u00f3c h\u1ecdc, v\u00e0 t\u00ednh to\u00e1n song song.<\/p>\n\n\n\n
Julia nhanh ch\u00f3ng tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef v\u1edbi kh\u1ea3 n\u0103ng v\u1eadn h\u00e0nh th\u1ea7n t\u1ed1c tr\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn. T\u00f3m l\u1ea1i, Julia gi\u1ea3i quy\u1ebft b\u1ea5t k\u1ef3 l\u1ed7i th\u01b0\u1eddng g\u1eb7p n\u00e0o m\u00e0 c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c kh\u00f4ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho khoa h\u1ecdc d\u1eef li\u1ec7u hay m\u1eafc ph\u1ea3i.<\/p>\n\n\n\n
Scala<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nScala n\u1ed5i l\u00ean trong gi\u1edbi khoa h\u1ecdc d\u1eef li\u1ec7u sau khi ch\u1ee9c n\u0103ng Spark \u2013 m\u1ed9t c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c vi\u1ebft ho\u00e0n to\u00e0n b\u1eb1ng Scala \u2013 \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u1eadp nh\u1eadt. Spark cho ph\u00e9p thu th\u1eadp d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch tr\u1ef1c quan h\u01a1n; l\u00e0m s\u1ea1ch, x\u1eed l\u00fd d\u1eef li\u1ec7u; ngo\u00e0i ra, m\u00e3 \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng ng\u00f4n ng\u1eef Scala th\u01b0\u1eddng v\u1eadn h\u00e0nh nhanh h\u01a1n.<\/p>\n\n\n\n
\u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 ph\u00e2n t\u00edch s\u1ed1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn nhanh h\u01a1n so v\u1edbi c\u00e1c ng\u00f4n ng\u1eef kh\u00e1c. Ngo\u00e0i ra, vi\u1ec7c vi\u1ebft m\u00e3 Scala t\u01b0\u01a1ng \u0111\u1ed1i d\u1ec5 d\u00e0ng do c\u00fa ph\u00e1p c\u1ee7a n\u00f3 kh\u00e1 \u0111\u01a1n gi\u1ea3n, gi\u00fap d\u1ec5 d\u00e0ng duy tr\u00ec c\u00e1c kho l\u01b0u tr\u1eef l\u1edbn c\u1ee7a m\u00e3 Scala.<\/p>\n\n\n\n
**<\/p>\n\n\n\n
K\u1ebft lu\u1eadn<\/h3>\n\n\n\n
H\u1ecdc 6 ng\u00f4n ng\u1eef n\u00e0y s\u1ebd gi\u00fap b\u1ea1n c\u00f3 ch\u1ed7 \u0111\u1ee9ng nh\u1ea5t \u0111\u1ecbnh trong l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u. M\u1eb7c d\u00f9 kh\u00f4ng c\u00f3 th\u1ee9 t\u1ef1 \u01b0u ti\u00ean c\u1ee5 th\u1ec3 c\u1ee7a t\u1eebng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh n\u00e0y, th\u1ebf nh\u01b0ng t\u00f4i ngh\u0129 c\u00f3 l\u1ebd b\u1ea1n s\u1ebd mu\u1ed1n t\u00ecm hi\u1ec3u nhi\u1ec1u h\u01a1n m\u1ed9t ng\u00f4n ng\u1eef. \u0110i\u1ec1u n\u00e0y gi\u00fap v\u1ed1n hi\u1ec3u bi\u1ebft c\u1ee7a b\u1ea1n tr\u1edf n\u00ean linh ho\u1ea1t h\u01a1n v\u00e0 tr\u1edf th\u00e0nh m\u1ed9t nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u th\u1ef1c th\u1ee5.<\/p>\n","protected":false},"excerpt":{"rendered":"
Ch\u00fang ta \u0111ang s\u1ed1ng trong th\u1eddi \u0111\u1ea1i th\u00f4ng tin, v\u00e0 m\u1ed7i ng\u00e0y, ch\u00fang ta t\u1ea1o ra h\u00e0ng t\u1ea5n d\u1eef li\u1ec7u. Vi\u1ec7c hi\u1ec3u r\u00f5 b\u1ea3n ch\u1ea5t c\u1ee7a d\u1eef li\u1ec7u s\u1ebd ph\u1ea7n n\u00e0o sinh l\u1ee3i cho nhi\u1ec1u doanh nghi\u1ec7p. V\u00e0 \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y, c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p to\u00e0n c\u1ea7u \u0111ang chuy\u1ec3n sang kh\u00eda c\u1ea1nh ph\u00e2n […]<\/p>\n","protected":false},"author":12,"featured_media":47448,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false,"tdm_status":"","tdm_grid_status":""},"categories":[1651],"tags":[],"yoast_head":"\n
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<\/figure><\/div>\n\n\n\nKhi Ross Ihaka v\u00e0 Robert Gentleman l\u1ea7n \u0111\u1ea7u ra m\u1eaft ng\u00f4n ng\u1eef R v\u1edbi m\u1ee5c \u0111\u00edch thi\u1ebft k\u1ebf m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh \u0111\u1ec3 th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch d\u1eef li\u1ec7u, th\u1ed1ng k\u00ea v\u00e0 t\u00ednh to\u00e1n tr\u1ef1c quan tr\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn t\u1ed1t h\u01a1n v\u00e0 th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng.<\/p>\n\n\n\n
N\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc c\u1ee7a ng\u00f4n ng\u1eef trong l\u0129nh v\u1ef1c th\u1ed1ng k\u00ea v\u00e0 hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u \u0111\u00e3 ph\u1ea7n n\u00e0o gi\u1ea3i th\u00edch l\u00fd do n\u00f3 tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn nhanh ch\u00f3ng nh\u01b0 v\u1eady trong ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u01b0\u01a1ng m\u1ea1i, v\u00e0 do \u0111\u00f3 R \u0111ang l\u00e0 l\u1ef1a ch\u1ecdn c\u1ee7a \u0111a s\u1ed1 c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. \u0110\u1ed1i v\u1edbi ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u, R c\u00f3 c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng kh\u00e1 d\u1ec5, ngu\u1ed3n t\u00e0i li\u1ec7u m\u1edf r\u1ed9ng v\u00e0 nhi\u1ec1u ch\u1ee9c n\u0103ng gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a c\u00e1c quy tr\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p cho l\u1eadp tr\u00ecnh vi\u00ean.<\/p>\n\n\n\n
MATLAB<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nMATLAB \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi Jack Little, Moler v\u00e0 Steve Bangert, ng\u01b0\u1eddi s\u00e1ng l\u1eadp MathWorks. MATLAB ng\u00e0y c\u00e0ng kh\u1eb3ng \u0111\u1ecbnh \u0111\u01b0\u1ee3c m\u00ecnh trong th\u1ebf gi\u1edbi m\u00e1y t\u00ednh k\u1ef9 thu\u1eadt. MATLAB nhi\u1ec1u h\u01a1n m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh v\u00ec n\u00f3 t\u1eadp h\u1ee3p ch\u1ee9c n\u0103ng t\u00ednh to\u00e1n, h\u00ecnh dung v\u00e0 l\u1eadp tr\u00ecnh v\u00e0o m\u1ed9t \u1ee9ng d\u1ee5ng duy nh\u1ea5t.<\/p>\n\n\n\n
\u0110i\u1ec1u \u0111\u00f3 khi\u1ebfn cho MATLAB tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 tuy\u1ec7t v\u1eddi \u0111\u1ec3 ph\u00e2n t\u00edch, th\u0103m d\u00f2 v\u00e0 hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n th\u01b0 vi\u1ec7n ho\u1eb7c m\u00f4-\u0111un ngo\u00e0i. Tr\u00ean th\u1ef1c t\u1ebf, MATLAB l\u00e0 c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u ch\u00ednh cho c\u1ed9ng \u0111\u1ed3ng h\u1ecdc thu\u1eadt trong v\u00e0i th\u1eadp k\u1ef7 qua.<\/p>\n\n\n\n
JAVA<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nJava l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef l\u00e2u \u0111\u1eddi nh\u1ea5t v\u00e0 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nhi\u1ec1u nh\u1ea5t tr\u00ean th\u1ebf gi\u1edbi. Java \u0111\u1eb7c bi\u1ec7t d\u00e0nh ri\u00eang cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 tri\u1ec3n v\u1ecdng. \u0110\u00f4i khi, c\u00f4ng ty y\u00eau c\u1ea7u b\u1ea1n l\u00e0m m\u1ed9t d\u1ef1 \u00e1n khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u00e3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u trong c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ee7a n\u00f3. \u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 c\u00e1c m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea c\u1ee7a b\u1ea1n ph\u1ea3i \u0111\u01b0\u1ee3c vi\u1ebft v\u1edbi ng\u00f4n ng\u1eef Java \u0111\u1ec3 c\u00f3 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c cao.<\/p>\n\n\n\n
H\u01a1n n\u1eefa, c\u00f3 c\u00e1c framework Java ph\u1ed5 bi\u1ebfn d\u00e0nh ri\u00eang cho ph\u00e2n t\u00edch d\u1eef li\u1ec7u, m\u00e1y m\u00f3c v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. C\u00e1c framework nh\u01b0 Apache Spark, Hadoop v\u00e0 Hive ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn trong m\u00f4i tr\u01b0\u1eddng th\u01b0\u01a1ng m\u1ea1i, l\u00e0m cho Java tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u y\u00eau c\u1ea7u.<\/p>\n\n\n\n
Julia<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nJulia l\u00e0 m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1eeb \u1ee9ng d\u1ee5ng n\u1ec1n t\u1ea3ng d\u00e0nh ri\u00eang cho khoa h\u1ecdc d\u1eef li\u1ec7u. Ng\u00f4n ng\u1eef h\u01b0\u1edbng t\u1edbi c\u00e1c ch\u1ee9c n\u0103ng t\u00ednh to\u00e1n khoa h\u1ecdc, khai th\u00e1c d\u1eef li\u1ec7u, m\u00e1y m\u00f3c h\u1ecdc, v\u00e0 t\u00ednh to\u00e1n song song.<\/p>\n\n\n\n
Julia nhanh ch\u00f3ng tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef v\u1edbi kh\u1ea3 n\u0103ng v\u1eadn h\u00e0nh th\u1ea7n t\u1ed1c tr\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn. T\u00f3m l\u1ea1i, Julia gi\u1ea3i quy\u1ebft b\u1ea5t k\u1ef3 l\u1ed7i th\u01b0\u1eddng g\u1eb7p n\u00e0o m\u00e0 c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c kh\u00f4ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho khoa h\u1ecdc d\u1eef li\u1ec7u hay m\u1eafc ph\u1ea3i.<\/p>\n\n\n\n
Scala<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nScala n\u1ed5i l\u00ean trong gi\u1edbi khoa h\u1ecdc d\u1eef li\u1ec7u sau khi ch\u1ee9c n\u0103ng Spark \u2013 m\u1ed9t c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c vi\u1ebft ho\u00e0n to\u00e0n b\u1eb1ng Scala \u2013 \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u1eadp nh\u1eadt. Spark cho ph\u00e9p thu th\u1eadp d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch tr\u1ef1c quan h\u01a1n; l\u00e0m s\u1ea1ch, x\u1eed l\u00fd d\u1eef li\u1ec7u; ngo\u00e0i ra, m\u00e3 \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng ng\u00f4n ng\u1eef Scala th\u01b0\u1eddng v\u1eadn h\u00e0nh nhanh h\u01a1n.<\/p>\n\n\n\n
\u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 ph\u00e2n t\u00edch s\u1ed1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn nhanh h\u01a1n so v\u1edbi c\u00e1c ng\u00f4n ng\u1eef kh\u00e1c. Ngo\u00e0i ra, vi\u1ec7c vi\u1ebft m\u00e3 Scala t\u01b0\u01a1ng \u0111\u1ed1i d\u1ec5 d\u00e0ng do c\u00fa ph\u00e1p c\u1ee7a n\u00f3 kh\u00e1 \u0111\u01a1n gi\u1ea3n, gi\u00fap d\u1ec5 d\u00e0ng duy tr\u00ec c\u00e1c kho l\u01b0u tr\u1eef l\u1edbn c\u1ee7a m\u00e3 Scala.<\/p>\n\n\n\n
**<\/p>\n\n\n\n
K\u1ebft lu\u1eadn<\/h3>\n\n\n\n
H\u1ecdc 6 ng\u00f4n ng\u1eef n\u00e0y s\u1ebd gi\u00fap b\u1ea1n c\u00f3 ch\u1ed7 \u0111\u1ee9ng nh\u1ea5t \u0111\u1ecbnh trong l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u. M\u1eb7c d\u00f9 kh\u00f4ng c\u00f3 th\u1ee9 t\u1ef1 \u01b0u ti\u00ean c\u1ee5 th\u1ec3 c\u1ee7a t\u1eebng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh n\u00e0y, th\u1ebf nh\u01b0ng t\u00f4i ngh\u0129 c\u00f3 l\u1ebd b\u1ea1n s\u1ebd mu\u1ed1n t\u00ecm hi\u1ec3u nhi\u1ec1u h\u01a1n m\u1ed9t ng\u00f4n ng\u1eef. \u0110i\u1ec1u n\u00e0y gi\u00fap v\u1ed1n hi\u1ec3u bi\u1ebft c\u1ee7a b\u1ea1n tr\u1edf n\u00ean linh ho\u1ea1t h\u01a1n v\u00e0 tr\u1edf th\u00e0nh m\u1ed9t nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u th\u1ef1c th\u1ee5.<\/p>\n","protected":false},"excerpt":{"rendered":"
Ch\u00fang ta \u0111ang s\u1ed1ng trong th\u1eddi \u0111\u1ea1i th\u00f4ng tin, v\u00e0 m\u1ed7i ng\u00e0y, ch\u00fang ta t\u1ea1o ra h\u00e0ng t\u1ea5n d\u1eef li\u1ec7u. Vi\u1ec7c hi\u1ec3u r\u00f5 b\u1ea3n ch\u1ea5t c\u1ee7a d\u1eef li\u1ec7u s\u1ebd ph\u1ea7n n\u00e0o sinh l\u1ee3i cho nhi\u1ec1u doanh nghi\u1ec7p. V\u00e0 \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y, c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p to\u00e0n c\u1ea7u \u0111ang chuy\u1ec3n sang kh\u00eda c\u1ea1nh ph\u00e2n […]<\/p>\n","protected":false},"author":12,"featured_media":47448,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false,"tdm_status":"","tdm_grid_status":""},"categories":[1651],"tags":[],"yoast_head":"\n
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<\/figure><\/div>\n\n\n\nMATLAB \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi Jack Little, Moler v\u00e0 Steve Bangert, ng\u01b0\u1eddi s\u00e1ng l\u1eadp MathWorks. MATLAB ng\u00e0y c\u00e0ng kh\u1eb3ng \u0111\u1ecbnh \u0111\u01b0\u1ee3c m\u00ecnh trong th\u1ebf gi\u1edbi m\u00e1y t\u00ednh k\u1ef9 thu\u1eadt. MATLAB nhi\u1ec1u h\u01a1n m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh v\u00ec n\u00f3 t\u1eadp h\u1ee3p ch\u1ee9c n\u0103ng t\u00ednh to\u00e1n, h\u00ecnh dung v\u00e0 l\u1eadp tr\u00ecnh v\u00e0o m\u1ed9t \u1ee9ng d\u1ee5ng duy nh\u1ea5t.<\/p>\n\n\n\n
\u0110i\u1ec1u \u0111\u00f3 khi\u1ebfn cho MATLAB tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 tuy\u1ec7t v\u1eddi \u0111\u1ec3 ph\u00e2n t\u00edch, th\u0103m d\u00f2 v\u00e0 hi\u1ec3n th\u1ecb d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n th\u01b0 vi\u1ec7n ho\u1eb7c m\u00f4-\u0111un ngo\u00e0i. Tr\u00ean th\u1ef1c t\u1ebf, MATLAB l\u00e0 c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u ch\u00ednh cho c\u1ed9ng \u0111\u1ed3ng h\u1ecdc thu\u1eadt trong v\u00e0i th\u1eadp k\u1ef7 qua.<\/p>\n\n\n\n
JAVA<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nJava l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef l\u00e2u \u0111\u1eddi nh\u1ea5t v\u00e0 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nhi\u1ec1u nh\u1ea5t tr\u00ean th\u1ebf gi\u1edbi. Java \u0111\u1eb7c bi\u1ec7t d\u00e0nh ri\u00eang cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 tri\u1ec3n v\u1ecdng. \u0110\u00f4i khi, c\u00f4ng ty y\u00eau c\u1ea7u b\u1ea1n l\u00e0m m\u1ed9t d\u1ef1 \u00e1n khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u00e3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u trong c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ee7a n\u00f3. \u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 c\u00e1c m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea c\u1ee7a b\u1ea1n ph\u1ea3i \u0111\u01b0\u1ee3c vi\u1ebft v\u1edbi ng\u00f4n ng\u1eef Java \u0111\u1ec3 c\u00f3 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c cao.<\/p>\n\n\n\n
H\u01a1n n\u1eefa, c\u00f3 c\u00e1c framework Java ph\u1ed5 bi\u1ebfn d\u00e0nh ri\u00eang cho ph\u00e2n t\u00edch d\u1eef li\u1ec7u, m\u00e1y m\u00f3c v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. C\u00e1c framework nh\u01b0 Apache Spark, Hadoop v\u00e0 Hive ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn trong m\u00f4i tr\u01b0\u1eddng th\u01b0\u01a1ng m\u1ea1i, l\u00e0m cho Java tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u y\u00eau c\u1ea7u.<\/p>\n\n\n\n
Julia<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nJulia l\u00e0 m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1eeb \u1ee9ng d\u1ee5ng n\u1ec1n t\u1ea3ng d\u00e0nh ri\u00eang cho khoa h\u1ecdc d\u1eef li\u1ec7u. Ng\u00f4n ng\u1eef h\u01b0\u1edbng t\u1edbi c\u00e1c ch\u1ee9c n\u0103ng t\u00ednh to\u00e1n khoa h\u1ecdc, khai th\u00e1c d\u1eef li\u1ec7u, m\u00e1y m\u00f3c h\u1ecdc, v\u00e0 t\u00ednh to\u00e1n song song.<\/p>\n\n\n\n
Julia nhanh ch\u00f3ng tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef v\u1edbi kh\u1ea3 n\u0103ng v\u1eadn h\u00e0nh th\u1ea7n t\u1ed1c tr\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn. T\u00f3m l\u1ea1i, Julia gi\u1ea3i quy\u1ebft b\u1ea5t k\u1ef3 l\u1ed7i th\u01b0\u1eddng g\u1eb7p n\u00e0o m\u00e0 c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c kh\u00f4ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho khoa h\u1ecdc d\u1eef li\u1ec7u hay m\u1eafc ph\u1ea3i.<\/p>\n\n\n\n
Scala<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nScala n\u1ed5i l\u00ean trong gi\u1edbi khoa h\u1ecdc d\u1eef li\u1ec7u sau khi ch\u1ee9c n\u0103ng Spark \u2013 m\u1ed9t c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c vi\u1ebft ho\u00e0n to\u00e0n b\u1eb1ng Scala \u2013 \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u1eadp nh\u1eadt. Spark cho ph\u00e9p thu th\u1eadp d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch tr\u1ef1c quan h\u01a1n; l\u00e0m s\u1ea1ch, x\u1eed l\u00fd d\u1eef li\u1ec7u; ngo\u00e0i ra, m\u00e3 \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng ng\u00f4n ng\u1eef Scala th\u01b0\u1eddng v\u1eadn h\u00e0nh nhanh h\u01a1n.<\/p>\n\n\n\n
\u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 ph\u00e2n t\u00edch s\u1ed1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn nhanh h\u01a1n so v\u1edbi c\u00e1c ng\u00f4n ng\u1eef kh\u00e1c. Ngo\u00e0i ra, vi\u1ec7c vi\u1ebft m\u00e3 Scala t\u01b0\u01a1ng \u0111\u1ed1i d\u1ec5 d\u00e0ng do c\u00fa ph\u00e1p c\u1ee7a n\u00f3 kh\u00e1 \u0111\u01a1n gi\u1ea3n, gi\u00fap d\u1ec5 d\u00e0ng duy tr\u00ec c\u00e1c kho l\u01b0u tr\u1eef l\u1edbn c\u1ee7a m\u00e3 Scala.<\/p>\n\n\n\n
**<\/p>\n\n\n\n
K\u1ebft lu\u1eadn<\/h3>\n\n\n\n
H\u1ecdc 6 ng\u00f4n ng\u1eef n\u00e0y s\u1ebd gi\u00fap b\u1ea1n c\u00f3 ch\u1ed7 \u0111\u1ee9ng nh\u1ea5t \u0111\u1ecbnh trong l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u. M\u1eb7c d\u00f9 kh\u00f4ng c\u00f3 th\u1ee9 t\u1ef1 \u01b0u ti\u00ean c\u1ee5 th\u1ec3 c\u1ee7a t\u1eebng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh n\u00e0y, th\u1ebf nh\u01b0ng t\u00f4i ngh\u0129 c\u00f3 l\u1ebd b\u1ea1n s\u1ebd mu\u1ed1n t\u00ecm hi\u1ec3u nhi\u1ec1u h\u01a1n m\u1ed9t ng\u00f4n ng\u1eef. \u0110i\u1ec1u n\u00e0y gi\u00fap v\u1ed1n hi\u1ec3u bi\u1ebft c\u1ee7a b\u1ea1n tr\u1edf n\u00ean linh ho\u1ea1t h\u01a1n v\u00e0 tr\u1edf th\u00e0nh m\u1ed9t nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u th\u1ef1c th\u1ee5.<\/p>\n","protected":false},"excerpt":{"rendered":"
Ch\u00fang ta \u0111ang s\u1ed1ng trong th\u1eddi \u0111\u1ea1i th\u00f4ng tin, v\u00e0 m\u1ed7i ng\u00e0y, ch\u00fang ta t\u1ea1o ra h\u00e0ng t\u1ea5n d\u1eef li\u1ec7u. Vi\u1ec7c hi\u1ec3u r\u00f5 b\u1ea3n ch\u1ea5t c\u1ee7a d\u1eef li\u1ec7u s\u1ebd ph\u1ea7n n\u00e0o sinh l\u1ee3i cho nhi\u1ec1u doanh nghi\u1ec7p. V\u00e0 \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y, c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p to\u00e0n c\u1ea7u \u0111ang chuy\u1ec3n sang kh\u00eda c\u1ea1nh ph\u00e2n […]<\/p>\n","protected":false},"author":12,"featured_media":47448,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false,"tdm_status":"","tdm_grid_status":""},"categories":[1651],"tags":[],"yoast_head":"\n
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<\/figure><\/div>\n\n\n\nJava l\u00e0 m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef l\u00e2u \u0111\u1eddi nh\u1ea5t v\u00e0 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nhi\u1ec1u nh\u1ea5t tr\u00ean th\u1ebf gi\u1edbi. Java \u0111\u1eb7c bi\u1ec7t d\u00e0nh ri\u00eang cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u c\u00f3 tri\u1ec3n v\u1ecdng. \u0110\u00f4i khi, c\u00f4ng ty y\u00eau c\u1ea7u b\u1ea1n l\u00e0m m\u1ed9t d\u1ef1 \u00e1n khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u00e3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u trong c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ee7a n\u00f3. \u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 c\u00e1c m\u00f4 h\u00ecnh th\u1ed1ng k\u00ea c\u1ee7a b\u1ea1n ph\u1ea3i \u0111\u01b0\u1ee3c vi\u1ebft v\u1edbi ng\u00f4n ng\u1eef Java \u0111\u1ec3 c\u00f3 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c cao.<\/p>\n\n\n\n
H\u01a1n n\u1eefa, c\u00f3 c\u00e1c framework Java ph\u1ed5 bi\u1ebfn d\u00e0nh ri\u00eang cho ph\u00e2n t\u00edch d\u1eef li\u1ec7u, m\u00e1y m\u00f3c v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. C\u00e1c framework nh\u01b0 Apache Spark, Hadoop v\u00e0 Hive ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn trong m\u00f4i tr\u01b0\u1eddng th\u01b0\u01a1ng m\u1ea1i, l\u00e0m cho Java tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u y\u00eau c\u1ea7u.<\/p>\n\n\n\n
Julia<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nJulia l\u00e0 m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1eeb \u1ee9ng d\u1ee5ng n\u1ec1n t\u1ea3ng d\u00e0nh ri\u00eang cho khoa h\u1ecdc d\u1eef li\u1ec7u. Ng\u00f4n ng\u1eef h\u01b0\u1edbng t\u1edbi c\u00e1c ch\u1ee9c n\u0103ng t\u00ednh to\u00e1n khoa h\u1ecdc, khai th\u00e1c d\u1eef li\u1ec7u, m\u00e1y m\u00f3c h\u1ecdc, v\u00e0 t\u00ednh to\u00e1n song song.<\/p>\n\n\n\n
Julia nhanh ch\u00f3ng tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef v\u1edbi kh\u1ea3 n\u0103ng v\u1eadn h\u00e0nh th\u1ea7n t\u1ed1c tr\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn. T\u00f3m l\u1ea1i, Julia gi\u1ea3i quy\u1ebft b\u1ea5t k\u1ef3 l\u1ed7i th\u01b0\u1eddng g\u1eb7p n\u00e0o m\u00e0 c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c kh\u00f4ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho khoa h\u1ecdc d\u1eef li\u1ec7u hay m\u1eafc ph\u1ea3i.<\/p>\n\n\n\n
Scala<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nScala n\u1ed5i l\u00ean trong gi\u1edbi khoa h\u1ecdc d\u1eef li\u1ec7u sau khi ch\u1ee9c n\u0103ng Spark \u2013 m\u1ed9t c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c vi\u1ebft ho\u00e0n to\u00e0n b\u1eb1ng Scala \u2013 \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u1eadp nh\u1eadt. Spark cho ph\u00e9p thu th\u1eadp d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch tr\u1ef1c quan h\u01a1n; l\u00e0m s\u1ea1ch, x\u1eed l\u00fd d\u1eef li\u1ec7u; ngo\u00e0i ra, m\u00e3 \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng ng\u00f4n ng\u1eef Scala th\u01b0\u1eddng v\u1eadn h\u00e0nh nhanh h\u01a1n.<\/p>\n\n\n\n
\u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 ph\u00e2n t\u00edch s\u1ed1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn nhanh h\u01a1n so v\u1edbi c\u00e1c ng\u00f4n ng\u1eef kh\u00e1c. Ngo\u00e0i ra, vi\u1ec7c vi\u1ebft m\u00e3 Scala t\u01b0\u01a1ng \u0111\u1ed1i d\u1ec5 d\u00e0ng do c\u00fa ph\u00e1p c\u1ee7a n\u00f3 kh\u00e1 \u0111\u01a1n gi\u1ea3n, gi\u00fap d\u1ec5 d\u00e0ng duy tr\u00ec c\u00e1c kho l\u01b0u tr\u1eef l\u1edbn c\u1ee7a m\u00e3 Scala.<\/p>\n\n\n\n
**<\/p>\n\n\n\n
K\u1ebft lu\u1eadn<\/h3>\n\n\n\n
H\u1ecdc 6 ng\u00f4n ng\u1eef n\u00e0y s\u1ebd gi\u00fap b\u1ea1n c\u00f3 ch\u1ed7 \u0111\u1ee9ng nh\u1ea5t \u0111\u1ecbnh trong l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u. M\u1eb7c d\u00f9 kh\u00f4ng c\u00f3 th\u1ee9 t\u1ef1 \u01b0u ti\u00ean c\u1ee5 th\u1ec3 c\u1ee7a t\u1eebng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh n\u00e0y, th\u1ebf nh\u01b0ng t\u00f4i ngh\u0129 c\u00f3 l\u1ebd b\u1ea1n s\u1ebd mu\u1ed1n t\u00ecm hi\u1ec3u nhi\u1ec1u h\u01a1n m\u1ed9t ng\u00f4n ng\u1eef. \u0110i\u1ec1u n\u00e0y gi\u00fap v\u1ed1n hi\u1ec3u bi\u1ebft c\u1ee7a b\u1ea1n tr\u1edf n\u00ean linh ho\u1ea1t h\u01a1n v\u00e0 tr\u1edf th\u00e0nh m\u1ed9t nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u th\u1ef1c th\u1ee5.<\/p>\n","protected":false},"excerpt":{"rendered":"
Ch\u00fang ta \u0111ang s\u1ed1ng trong th\u1eddi \u0111\u1ea1i th\u00f4ng tin, v\u00e0 m\u1ed7i ng\u00e0y, ch\u00fang ta t\u1ea1o ra h\u00e0ng t\u1ea5n d\u1eef li\u1ec7u. Vi\u1ec7c hi\u1ec3u r\u00f5 b\u1ea3n ch\u1ea5t c\u1ee7a d\u1eef li\u1ec7u s\u1ebd ph\u1ea7n n\u00e0o sinh l\u1ee3i cho nhi\u1ec1u doanh nghi\u1ec7p. V\u00e0 \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y, c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p to\u00e0n c\u1ea7u \u0111ang chuy\u1ec3n sang kh\u00eda c\u1ea1nh ph\u00e2n […]<\/p>\n","protected":false},"author":12,"featured_media":47448,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false,"tdm_status":"","tdm_grid_status":""},"categories":[1651],"tags":[],"yoast_head":"\n
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<\/figure><\/div>\n\n\n\nJulia l\u00e0 m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n t\u1eeb \u1ee9ng d\u1ee5ng n\u1ec1n t\u1ea3ng d\u00e0nh ri\u00eang cho khoa h\u1ecdc d\u1eef li\u1ec7u. Ng\u00f4n ng\u1eef h\u01b0\u1edbng t\u1edbi c\u00e1c ch\u1ee9c n\u0103ng t\u00ednh to\u00e1n khoa h\u1ecdc, khai th\u00e1c d\u1eef li\u1ec7u, m\u00e1y m\u00f3c h\u1ecdc, v\u00e0 t\u00ednh to\u00e1n song song.<\/p>\n\n\n\n
Julia nhanh ch\u00f3ng tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng ng\u00f4n ng\u1eef v\u1edbi kh\u1ea3 n\u0103ng v\u1eadn h\u00e0nh th\u1ea7n t\u1ed1c tr\u00ean c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn. T\u00f3m l\u1ea1i, Julia gi\u1ea3i quy\u1ebft b\u1ea5t k\u1ef3 l\u1ed7i th\u01b0\u1eddng g\u1eb7p n\u00e0o m\u00e0 c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c kh\u00f4ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t cho khoa h\u1ecdc d\u1eef li\u1ec7u hay m\u1eafc ph\u1ea3i.<\/p>\n\n\n\n
Scala<\/h3>\n\n\n\n<\/figure><\/div>\n\n\n\nScala n\u1ed5i l\u00ean trong gi\u1edbi khoa h\u1ecdc d\u1eef li\u1ec7u sau khi ch\u1ee9c n\u0103ng Spark \u2013 m\u1ed9t c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c vi\u1ebft ho\u00e0n to\u00e0n b\u1eb1ng Scala \u2013 \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u1eadp nh\u1eadt. Spark cho ph\u00e9p thu th\u1eadp d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch tr\u1ef1c quan h\u01a1n; l\u00e0m s\u1ea1ch, x\u1eed l\u00fd d\u1eef li\u1ec7u; ngo\u00e0i ra, m\u00e3 \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng ng\u00f4n ng\u1eef Scala th\u01b0\u1eddng v\u1eadn h\u00e0nh nhanh h\u01a1n.<\/p>\n\n\n\n
\u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 ph\u00e2n t\u00edch s\u1ed1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn nhanh h\u01a1n so v\u1edbi c\u00e1c ng\u00f4n ng\u1eef kh\u00e1c. Ngo\u00e0i ra, vi\u1ec7c vi\u1ebft m\u00e3 Scala t\u01b0\u01a1ng \u0111\u1ed1i d\u1ec5 d\u00e0ng do c\u00fa ph\u00e1p c\u1ee7a n\u00f3 kh\u00e1 \u0111\u01a1n gi\u1ea3n, gi\u00fap d\u1ec5 d\u00e0ng duy tr\u00ec c\u00e1c kho l\u01b0u tr\u1eef l\u1edbn c\u1ee7a m\u00e3 Scala.<\/p>\n\n\n\n
**<\/p>\n\n\n\n
K\u1ebft lu\u1eadn<\/h3>\n\n\n\n
H\u1ecdc 6 ng\u00f4n ng\u1eef n\u00e0y s\u1ebd gi\u00fap b\u1ea1n c\u00f3 ch\u1ed7 \u0111\u1ee9ng nh\u1ea5t \u0111\u1ecbnh trong l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u. M\u1eb7c d\u00f9 kh\u00f4ng c\u00f3 th\u1ee9 t\u1ef1 \u01b0u ti\u00ean c\u1ee5 th\u1ec3 c\u1ee7a t\u1eebng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh n\u00e0y, th\u1ebf nh\u01b0ng t\u00f4i ngh\u0129 c\u00f3 l\u1ebd b\u1ea1n s\u1ebd mu\u1ed1n t\u00ecm hi\u1ec3u nhi\u1ec1u h\u01a1n m\u1ed9t ng\u00f4n ng\u1eef. \u0110i\u1ec1u n\u00e0y gi\u00fap v\u1ed1n hi\u1ec3u bi\u1ebft c\u1ee7a b\u1ea1n tr\u1edf n\u00ean linh ho\u1ea1t h\u01a1n v\u00e0 tr\u1edf th\u00e0nh m\u1ed9t nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u th\u1ef1c th\u1ee5.<\/p>\n","protected":false},"excerpt":{"rendered":"
Ch\u00fang ta \u0111ang s\u1ed1ng trong th\u1eddi \u0111\u1ea1i th\u00f4ng tin, v\u00e0 m\u1ed7i ng\u00e0y, ch\u00fang ta t\u1ea1o ra h\u00e0ng t\u1ea5n d\u1eef li\u1ec7u. Vi\u1ec7c hi\u1ec3u r\u00f5 b\u1ea3n ch\u1ea5t c\u1ee7a d\u1eef li\u1ec7u s\u1ebd ph\u1ea7n n\u00e0o sinh l\u1ee3i cho nhi\u1ec1u doanh nghi\u1ec7p. V\u00e0 \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y, c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p to\u00e0n c\u1ea7u \u0111ang chuy\u1ec3n sang kh\u00eda c\u1ea1nh ph\u00e2n […]<\/p>\n","protected":false},"author":12,"featured_media":47448,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false,"tdm_status":"","tdm_grid_status":""},"categories":[1651],"tags":[],"yoast_head":"\n
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<\/figure><\/div>\n\n\n\nScala n\u1ed5i l\u00ean trong gi\u1edbi khoa h\u1ecdc d\u1eef li\u1ec7u sau khi ch\u1ee9c n\u0103ng Spark \u2013 m\u1ed9t c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c vi\u1ebft ho\u00e0n to\u00e0n b\u1eb1ng Scala \u2013 \u0111\u01b0\u1ee3c c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u1eadp nh\u1eadt. Spark cho ph\u00e9p thu th\u1eadp d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch tr\u1ef1c quan h\u01a1n; l\u00e0m s\u1ea1ch, x\u1eed l\u00fd d\u1eef li\u1ec7u; ngo\u00e0i ra, m\u00e3 \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng ng\u00f4n ng\u1eef Scala th\u01b0\u1eddng v\u1eadn h\u00e0nh nhanh h\u01a1n.<\/p>\n\n\n\n
\u0110i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 ph\u00e2n t\u00edch s\u1ed1 l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn nhanh h\u01a1n so v\u1edbi c\u00e1c ng\u00f4n ng\u1eef kh\u00e1c. Ngo\u00e0i ra, vi\u1ec7c vi\u1ebft m\u00e3 Scala t\u01b0\u01a1ng \u0111\u1ed1i d\u1ec5 d\u00e0ng do c\u00fa ph\u00e1p c\u1ee7a n\u00f3 kh\u00e1 \u0111\u01a1n gi\u1ea3n, gi\u00fap d\u1ec5 d\u00e0ng duy tr\u00ec c\u00e1c kho l\u01b0u tr\u1eef l\u1edbn c\u1ee7a m\u00e3 Scala.<\/p>\n\n\n\n
**<\/p>\n\n\n\n
K\u1ebft lu\u1eadn<\/h3>\n\n\n\n
H\u1ecdc 6 ng\u00f4n ng\u1eef n\u00e0y s\u1ebd gi\u00fap b\u1ea1n c\u00f3 ch\u1ed7 \u0111\u1ee9ng nh\u1ea5t \u0111\u1ecbnh trong l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u. M\u1eb7c d\u00f9 kh\u00f4ng c\u00f3 th\u1ee9 t\u1ef1 \u01b0u ti\u00ean c\u1ee5 th\u1ec3 c\u1ee7a t\u1eebng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh n\u00e0y, th\u1ebf nh\u01b0ng t\u00f4i ngh\u0129 c\u00f3 l\u1ebd b\u1ea1n s\u1ebd mu\u1ed1n t\u00ecm hi\u1ec3u nhi\u1ec1u h\u01a1n m\u1ed9t ng\u00f4n ng\u1eef. \u0110i\u1ec1u n\u00e0y gi\u00fap v\u1ed1n hi\u1ec3u bi\u1ebft c\u1ee7a b\u1ea1n tr\u1edf n\u00ean linh ho\u1ea1t h\u01a1n v\u00e0 tr\u1edf th\u00e0nh m\u1ed9t nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u th\u1ef1c th\u1ee5.<\/p>\n","protected":false},"excerpt":{"rendered":"
Ch\u00fang ta \u0111ang s\u1ed1ng trong th\u1eddi \u0111\u1ea1i th\u00f4ng tin, v\u00e0 m\u1ed7i ng\u00e0y, ch\u00fang ta t\u1ea1o ra h\u00e0ng t\u1ea5n d\u1eef li\u1ec7u. Vi\u1ec7c hi\u1ec3u r\u00f5 b\u1ea3n ch\u1ea5t c\u1ee7a d\u1eef li\u1ec7u s\u1ebd ph\u1ea7n n\u00e0o sinh l\u1ee3i cho nhi\u1ec1u doanh nghi\u1ec7p. V\u00e0 \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y, c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p to\u00e0n c\u1ea7u \u0111ang chuy\u1ec3n sang kh\u00eda c\u1ea1nh ph\u00e2n […]<\/p>\n","protected":false},"author":12,"featured_media":47448,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false,"tdm_status":"","tdm_grid_status":""},"categories":[1651],"tags":[],"yoast_head":"\n