Hauv tsib lub xyoos dhau los, cov ntaub ntawv tshawb fawb tau dhau los ua tus naj npawb ib tech buzzword. Qhov no yog vim tias cov koom haum tau tsim cov ntaub ntawv ntau thiab ntau dua txhua hnub, tshwj xeeb tshaj yog nrog kev tshwm sim ntawm Internet of Things (IoT).
Cov tuam txhab tab tom nrhiav Cov Kws Tshawb Fawb Cov Ntaub Ntawv uas tuaj yeem pab lawv kom nkag siab tag nrho cov ntaub ntawv no. Yog tias koj tab tom nrhiav rau qhov twg kom tau txais cov ntaub ntawv Science zoo tshaj plaws, ces koj yuav tsum tau nyeem cov lus no ntawm Cov Tsev Kawm Ntawv Qib Siab Zoo Tshaj Plaws hauv Ntiaj Teb.
Yog li ntawd, ib tsab ntawv ceeb toom los ntawm IBM tau qhia tias yuav muaj 2.7 lab txoj haujlwm qhib hauv cov ntaub ntawv tshawb fawb thiab tshuaj ntsuam xyuas los ntawm 2025. Cov kws tshawb fawb cov ntaub ntawv yuav raug them kwv yees li $ 35 nphom hauv ib xyoos ib zaug hauv Asmeskas.
Txoj hauj lwm zoo heev uas nws tsis yog cov kws tshaj lij uas sim lawv txhais tes ntawm nws tab sis kuj yog cov tub ntxhais kawm uas tau kawm tiav lawv txoj kev kawm tiav. Yog tias koj yog tub ntxhais kawm, tej zaum koj yuav xav paub tias koj yuav tsum xaiv lub tsev kawm qib siab twg yog tias koj xav tau txoj haujlwm hauv cov ntaub ntawv tshawb fawb?
Txawm li cas los xij, los teb cov lus nug no, peb tau sau cov npe ntawm cov tsev kawm qib siab uas muaj cov chav kawm zoo tshaj plaws hauv Data Science. Cov tsev kawm ntawv qib siab no tau raug txheeb xyuas raws li cov xwm txheej xws li qhov chaw tso kawm, Cov kws qhia ntawv zoo, cov chaw tsim kho vaj tse, thiab cov tub ntxhais kawm hauv network.
Peb kuj tau saib cov kev cia siab ntawm kev ua haujlwm hauv cov ntaub ntawv tshawb fawb thiab txhua yam uas koj xav paub txog cov ntaub ntawv tshawb fawb thiab cov tsev kawm ntawv qib siab cov ntaub ntawv.
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Kev Tshawb Fawb Txog Kev Kawm Yog Dab Tsi?
Cov ntaub ntawv science yog ib qho kev tshawb fawb uas nyob ntawm kev ua cov ntaub ntawv ntau heev. Nws tau ua haujlwm nrawm tshaj plaws hauv kev siv thev naus laus zis rau plaub xyoos sib law liag, thiab nws yog ib txoj haujlwm them nyiaj siab tshaj plaws thiab.
Kev ua haujlwm hauv cov ntaub ntawv tshawb fawb yog qhov kev xaiv zoo tshaj plaws rau cov uas xav ua kom muaj kev cuam tshuam rau lawv txoj haujlwm.
Cov kws tshawb fawb cov ntaub ntawv yog cov kws tshaj lij uas tuaj yeem sib sau ua ke, khaws cia, txheej txheem, tshuaj xyuas, pom thiab txhais cov ntaub ntawv loj heev uas siv cov txuj ci ntse thiab cov cuab yeej software. Lawv kos cov ntsiab lus xaus los ntawm cov ntaub ntawv nyuaj thiab sib txuas lus lawv cov txiaj ntsig kom meej rau lwm tus.
Cov kws tshawb fawb cov ntaub ntawv yog cov kws tshaj lij uas tau txais kev cob qhia zoo tshaj plaws hauv kev txheeb cais, kev kawm tshuab, programming lus zoo li Python thiab R, thiab ntau dua. Lawv yog cov kws tshaj lij ntawm kev nthuav tawm kev nkag siab uas pab cov koom haum txiav txim siab ua lag luam zoo dua kom lawv tuaj yeem loj hlob sai thiab ua tau zoo dua.
Qhov zoo tshaj plaws? Cov nyiaj them yog qhov zoo ib yam - cov nyiaj hli nruab nrab ntawm tus kws tshawb fawb cov ntaub ntawv yog $ 117,345 toj xyoo raws li Glassdoor.
Cov Ntaub Ntawv Tshawb Fawb Ua Dab Tsi?
Cov ntaub ntawv kev tshawb fawb yog ib thaj chaw tshiab, tab sis nws tau tawg dhau ib nrab xyoo caum los yog li ntawd. Tus nqi ntawm cov ntaub ntawv peb tsim txhua xyoo yog loj hlob exponentially, thiab qhov dej nyab ntawm cov ntaub ntawv no tsim lub cib fim tshiab rau cov lag luam thiab cov tib neeg.
Cov ntaub ntawv tshawb fawb yog kev sib xyaw ntawm ntau yam cuab yeej, algorithms, thiab cov qauv kev kawm tshuab kom pom cov qauv zais ntawm cov ntaub ntawv nyoos.
Nws yog ib qho kev qhia ntau yam uas siv cov txheej txheem tshawb fawb, txheej txheem, algorithms, thiab cov tshuab kom rho tawm cov kev paub thiab kev pom los ntawm ntau cov ntaub ntawv tsim thiab tsis muaj qauv. Cov ntaub ntawv tshawb fawb muaj feem xyuam nrog cov ntaub ntawv mining, kev kawm tshuab, thiab cov ntaub ntawv loj.
Kev ua haujlwm hauv cov ntaub ntawv tshawb fawb yuav tso cai rau koj los daws qee qhov teeb meem nyuaj tshaj plaws uas siv koj cov kev txawj tsom xam. Lub luag haujlwm ntawm tus kws tshawb fawb cov ntaub ntawv yog los hloov cov ntaub ntawv nyoos mus rau hauv kev pom zoo.
Nov yog qee cov haujlwm uas nquag ua:
- Txheeb xyuas cov ntaub ntawv tseem ceeb thiab cov txheej txheem sau cia
- Nkag mus rau preprocess cov ntaub ntawv tsim thiab tsis muaj qauv
- Tshawb xyuas ntau cov ntaub ntawv los tshawb pom cov qauv thiab cov qauv
- Tsim cov qauv kev kwv yees thiab tshuab-kev kawm algorithms
- Muab cov qauv sib xyaw ua ke los ntawm kev sib xyaw ua qauv
- Tshaj tawm cov ntaub ntawv siv cov txheej txheem kev pom cov ntaub ntawv.
Vim li cas Data Science?
Cov kws tshawb fawb cov ntaub ntawv tau ua haujlwm los ntawm cov tuam txhab los ntawm ntau qhov kev lag luam sib txawv, thiab ua haujlwm rau ntau yam haujlwm sib txawv. Qhov kev thov rau Cov Kws Tshawb Fawb Cov Ntaub Ntawv tau nce siab txhua hnub, vim li cas? Cov ntaub ntawv tshawb fawb yog ib txoj haujlwm kub tshaj plaws hauv kev siv thev naus laus zis, thiab qhov xav tau ntawm cov ntaub ntawv kws tshawb fawb xav tias yuav loj hlob los ntawm 30 feem pua ntawm 2019 txog 2025, raws li IBM.
Kev ua haujlwm ntawm cov ntaub ntawv tshawb fawb tau loj hlob sai heev uas tsis muaj cov kws tshaj lij txaus los sau tag nrho cov haujlwm qhib. Kuj tseem muaj cov neeg tsis muaj kev txawj ntse, suav nrog kev paub txog lej, txheeb cais, programming thiab kev lag luam acumen. Thiab vim nws qhov nyuaj thiab ntau haiv neeg, ntau lub tuam txhab tawm tsam nrog ntiav cov kws tshawb fawb cov ntaub ntawv.
Tab sis vim li cas cov tuam txhab lag luam mob siab rau cov ntaub ntawv tshawb fawb? Cov lus teb yog qhov yooj yim: Cov ntaub ntawv tuaj yeem pab hloov pauv kev lag luam mus rau hauv lub koom haum agile uas hloov pauv sai sai.
Txawm li cas los xij, cov kws tshawb fawb cov ntaub ntawv siv lawv cov kev paub txog lej thiab kev txheeb cais los rho tawm cov ntsiab lus los ntawm cov ntaub ntawv loj. Cov tuam txhab cia siab rau cov ntaub ntawv no los txiav txim siab paub uas tuaj yeem pab lawv tau txais txiaj ntsig zoo dua ntawm lawv cov neeg sib tw lossis pom cov hauv kev tshiab uas lawv yuav tsis tuaj yeem txheeb xyuas yam tsis muaj kev pab ntawm cov ntaub ntawv loj analytics.
Cov npe ntawm Cov Tsev Kawm Ntawv Qib Siab Cov Ntaub Ntawv Zoo Tshaj Plaws hauv ntiaj teb
Hauv qab no yog cov npe ntawm 20 qhov zoo tshaj plaws cov ntaub ntawv tshawb fawb tsev kawm qib siab hauv ntiaj teb:
- University of California Berkeley
- Carnegie Mellon University
- Massachusetts Lub Tsev Kawm Ntawv ntawm Kev Tshawb Fawb
- Stanford University
- University of Washington
- Cornell University
- Georgia lub koom haum ntawm Tshuab
- Columbia University, New York, NY
- University of Illinois – Urbana-Champaign
- University of Oxford - United Kingdom
- Nanyang Technological University (NTU) - Singapore
- Imperial College London - United Kingdom
- ETH Zurich (Swiss Federal Institute of Technology) - Switzerland
- Ecole Polytechnique Federale tsib Lausanne (EPFL)
- University of Cambridge
- National University of Singapore (NUS)
- University College London (UCL)
- Princeton University
- Yale University
- Tsev kawm ntawv ntawm Michigan-Ann Arbor.
Sab saum toj 20 Data Science Colleges hauv ntiaj teb
Hauv qab no yog qee qhov zoo tshaj plaws cov ntaub ntawv tshawb fawb tsev kawm qib siab hauv ntiaj teb.
1. University of California-Berkeley, CA
Lub Tsev Kawm Ntawv Qib Siab California Berkeley yog qeb thib 1 cov tsev kawm ntawv tshawb fawb cov ntaub ntawv los ntawm usnews hauv 2022. Nws muaj cov nqi kawm sab nraud ntawm $ 44,115 thiab cov nqi kawm hauv xeev ntawm $ 14,361 tus nqi kawm thiab 4.9 lub koob npe nrov tau qhab nia.
Kev faib tawm ntawm kev suav thiab cov ntaub ntawv tshawb fawb thiab tib neeg hauv University of California, Berkeley, tau tsim nyob rau lub Xya Hli 2019 los siv Berkeley qhov tseem ceeb hauv kev tshawb fawb thiab kev ua tau zoo thoob plaws cov kev qhuab qhia txhawm rau txhim kho cov ntaub ntawv tshawb pom, kev qhia, thiab cuam tshuam.
Kws qhia ntawv thiab cov tub ntxhais kawm los ntawm thoob plaws lub tsev kawm ntawv tau pab txhawb rau kev tsim Division of Computing, Data Science, thiab Society, uas qhia txog kev txiav txim siab ntawm cov ntaub ntawv tshawb fawb thiab rov ua dua lub tsev kawm tshawb fawb rau lub hnub nyoog digital.
Lub Division lub dynamic qauv coj ua ke suav, txheeb cais, tib neeg, thiab kev sib raug zoo thiab ntuj sciences los tsim ib tug vibrant thiab sib koom ua ke cua uas txhawb nqa kev tshawb fawb ntawm kev txiav ntug ntawm science thiab technology.
2. Tsev Kawm Carnegie Mellon, Pittsburgh, PA
Carnegie Mellon University yog qeb thib 2 cov tsev kawm ntawv tshawb fawb los ntawm usnews hauv 2022. Nws muaj tus nqi kawm ntawv ntawm $ 58,924, 7,073 cuv npe kawm tiav thiab 4.9 lub koob npe nrov.
Carnegie Mellon University's MS in Data Analytics for Science (MS-DAS) program yog tsim los rau cov tub ntxhais kawm uas xav kawm ntxiv txog ntau yam ntawm cov ntaub ntawv tshawb fawb.
Cov tub ntxhais kawm yuav muaj peev xwm nthuav lawv cov kev paub txog science los ntawm kev kawm cov lus niaj hnub programming rau cov kws tshawb fawb, kev ua lej thiab kev ua lej, cov txheej txheem suav nrog xws li kev suav sib txuas, kev ua haujlwm siab, kev kawm siv tshuab, cov ntaub ntawv pom, cov cuab yeej txheeb cais, thiab cov pob software niaj hnub, ua tsaug. rau cov kws tshaj lij thoob ntiaj teb thiab thev naus laus zis ntawm Mellon College of Science thiab Pittsburgh Supercomputing Center.
3. Massachusetts Lub Tsev Kawm Ntawv ntawm Kev Tshawb Fawb
MIT yog ranked No. 3 nyob rau hauv Data Analytics/Science los ntawm usnews nyob rau hauv 2022. Nws muaj tus nqi kawm ntawv ntawm $58,878, 4,361 undergraduate cuv npe kawm thiab 4.9 lub koob npe nrov qhab nia.
Ib daim Bachelor of Science hauv Computer Science, Economics, thiab Data Science muaj nyob ntawm MIT (Course 6-14). Cov tub ntxhais kawm ntawv uas ua tiav cov kev kawm ntau yam loj yuav muaj peev xwm ua tau zoo hauv kev lag luam, suav, thiab cov ntaub ntawv tshawb fawb, uas tau dhau los ua qhov tseem ceeb hauv kev lag luam thiab kev kawm.
Ob qho tib si kev lag luam thiab computer science kev qhuab qhia muaj kev cuam tshuam ntau ntawm kev ua si txoj kev xav thiab kev ua lej ua qauv, nrog rau kev siv cov ntaub ntawv txheeb xyuas.
Kev kawm txog algorithms, optimization, thiab kev kawm tshuab yog cov piv txwv ntawm cov kev kawm computer science uas tsim kom muaj kev paub ntxiv (uas yog nce ntxiv nrog kev lag luam econometrics).
Hoob kawm nyob rau ntau yam kev ua lej, xws li linear algebra, probability, discrete mathematics, and statistics, is available from many departments.
4. Stanford University
Stanford University yog lwm qib siab cov ntaub ntawv tshawb fawb tsev kawm qib siab raws li usnews. Nws tau muab tso rau hauv 4 txoj haujlwm tam sim hauv qab MIT thiab hauv qab nws yog University of Washington, Seattle, WA. Stanford University them tus nqi kawm ntawv ntawm $ 56169 nrog 4.9 lub koob npe nrov.
Cov ntaub ntawv Analytics/Science ntawm Stanford University tau tsim nyob rau hauv cov qauv ntawm MS tam sim no hauv Statistics.
Cov Ntaub Ntawv Kev Tshawb Fawb tau tsom mus rau kev txhim kho kev ua lej, lej, lej, thiab kev ua haujlwm, nrog rau tsim lub hauv paus hauv kev kawm txuj ci ntaub ntawv los ntawm kev xaiv dav dav thiab tsom mus rau cov ntaub ntawv tshawb fawb thiab lwm yam kev txaus siab.
5. University of Washington
Lub Tsev Kawm Ntawv Qib Siab Washington yog qeb thib 5 cov tsev kawm ntawv tshawb fawb tshawb fawb los ntawm usnews hauv 2022. Nws muaj tus nqi kawm sab nraud ntawm $ 39,906 thiab cov nqi kawm hauv xeev ntawm $ 12,076 tus nqi kawm thiab 4.4 lub koob npe nrov tau qhab nia.
Lawv muab cov kev kawm tiav qib siab hauv cov ntaub ntawv tshawb fawb rau cov tub ntxhais kawm uas xav pib lossis txhim kho lawv txoj haujlwm hauv kev ua haujlwm.
Qhov kev zov me nyuam tuaj yeem ua tiav puv sijhawm lossis ib nrab sijhawm.
Txhua lub caij nplooj zeeg, cov chav kawm pib ntawm University of Washington lub tsev kawm ntawv thiab sib sau ua ke thaum yav tsaus ntuj.
Koj yuav kawm paub yuav ua li cas rho tawm cov kev nkag siab tseem ceeb los ntawm cov ntaub ntawv loj ua tsaug rau cov ntaub ntawv kawm ntsig txog kev lag luam.
Txhawm rau ua kom tau raws li qhov xav tau ntawm kev lag luam, tsis muaj txiaj ntsig, tsoomfwv cov koom haum, thiab lwm lub koom haum, koj yuav tau txais kev txawj ntse hauv kev tsim qauv, kev tswj cov ntaub ntawv, kev kawm tshuab, cov ntaub ntawv pom, software engineering, kev tshawb fawb tsim, cov ntaub ntawv kev ncaj ncees, thiab cov neeg siv kev paub. hauv qhov program no.
6. Cornell University
Cornell Institution, nyob hauv Ithaca, New York, yog ib lub tsev kawm ntawv ntiav Ivy League thiab txoj cai lij choj kev tshawb fawb txog av.
Lub Tsev Kawm Ntawv tau tsim muaj nyob rau xyoo 1865 los ntawm Ezra Cornell thiab Andrew Dickson White nrog lub hom phiaj ntawm kev qhia thiab kev koom tes hauv txhua qhov kev qhuab qhia ntawm kev paub, los ntawm cov classics mus rau kev tshawb fawb, thiab los ntawm theoretical mus rau lub tswv yim.
Cornell's foundation concept, classic 1868 remark from founder Ezra Cornell, captures these extraordinary ideals: "Kuv yuav tsim ib lub tsev kawm ntawv uas txhua tus neeg tuaj yeem tau txais kev qhia hauv ib qho kev kawm."
7. Georgia lub koom haum ntawm Tshuab
Georgia Institute of Technology, tseem hu ua Georgia Tech lossis tsuas yog Tech hauv Georgia, yog lub tsev kawm tshawb fawb pej xeem thiab thev naus laus zis hauv Atlanta, Georgia.
Nws yog lub tsev kawm ntawv satellite ntawm University System of Georgia, nrog rau cov chaw hauv Savannah, Georgia, Metz, Fabkis, Athlone, Ireland, Shenzhen, Tuam Tshoj, thiab Singapore.
8. Columbia University, New York, NY
Nov yog New York City-based ntiav Ivy League tshawb fawb tsev kawm ntawv. Columbia University, nrhiav tau nyob rau hauv 1754 raws li King's College ntawm thaj chaw ntawm Trinity Church hauv Manhattan, yog lub tsev kawm qub tshaj plaws ntawm kev kawm qib siab hauv New York thiab thib tsib-laus tshaj plaws hauv Tebchaws Meskas.
Nws yog ib qho ntawm cuaj lub tsev kawm qib siab uas tau tsim ua ntej American Revolution, xya ntawm cov tswv cuab ntawm Ivy League. Cov ntawv xov xwm kev kawm tseem ceeb tsis tu ncua hauv Columbia ntawm cov tsev kawm qib siab zoo tshaj plaws hauv ntiaj teb.
9. University of Illinois – Urbana-Champaign
Hauv Illinois ntxaib lub nroog ntawm Champaign thiab Urbana, Lub Tsev Haujlwm ntawm Illinois Urbana-Champaign yog ib lub tsev kawm ntawv tshawb fawb txog av.
Nws tau tsim nyob rau hauv 1867 thiab yog lub tuam txhab tseem ceeb ntawm University of Illinois system. Lub Tsev Kawm Ntawv Qib Siab Illinois yog ib lub tebchaws loj tshaj plaws rau pej xeem cov tsev kawm ntawv qib siab, nrog ntau dua 56,000 tus menyuam kawm ntawv qib siab thiab kawm tiav.
10. University of Oxford - United Kingdom
Oxford yog qhov tsis tu ncua nyob rau hauv lub ntiaj teb sab saum toj tsib lub tsev kawm ntawv, thiab tam sim no ranked thawj nyob rau hauv lub ntiaj teb no raws li; Forbes 'World University Rankings; Times Higher Education World University Rankings.
Nws tau raug ranked thawj nyob rau hauv Times Good University Guide rau kaum ib xyoo, thiab lub tsev kawm ntawv kho mob tau ranked thawj nyob rau hauv lub sij hawm Higher Education (THE) World University Rankings rau yav dhau los xya xyoo nyob rau hauv lub "Clinical, Pre-Clinical & Health" rooj.
SCImago Institutions Rankings muab nws thib rau ntawm cov tsev kawm ntawv thoob plaws ntiaj teb hauv xyoo 2021. Thiab yog ib qho zoo tshaj plaws hauv kev tshawb fawb cov ntaub ntawv.
11. Nanyang Technological University (NTU) - Singapore
Singapore's Nanyang Technological Institution (NTU) yog lub tsev kawm tshawb fawb qib siab. Nws yog lub teb chaws tus thib ob-laus autonomous tsev kawm ntawv thiab, raws li ntau lub thoob ntiaj teb qeb duas, ib tug ntawm cov zoo tshaj plaws tsev kawm ntawv nyob rau hauv lub ntiaj teb no.
Raws li feem ntau cov qeb duas, NTU tau muab tso rau hauv 80 lub tsev kawm ntawv saum toj kawg nkaus hauv ntiaj teb, thiab tam sim no nws yog 12th hauv QS World University Rankings thaum Lub Rau Hli 2021.
12. Imperial College London - United Kingdom
Imperial College London, raug cai Imperial College of Science, Technology thiab Tshuaj, yog lub tsev kawm tshawb fawb pej xeem hauv London.
Nws loj hlob tawm ntawm Tub Vaj Ntxwv Albert lub zeem muag rau thaj tsam ntawm kab lis kev cai, suav nrog: Royal Albert Hall, Victoria & Albert Museum, Natural History Museum, thiab ntau lub Tsev Kawm Qib Siab Royal.
Nyob rau hauv 1907, Imperial College tau tsim los ntawm huab tais txoj cai, koom ua ke Royal College of Science, Royal School of Mines, thiab Lub Nroog thiab Guilds ntawm London Institute.
13. ETH Zurich (Swiss Federal Institute of Technology) - Switzerland
ETH Zurich yog ib lub tsev kawm tshawb fawb pej xeem Swiss nyob hauv nroog Zürich. Lub tsev kawm ntawv tsom ntsoov rau kev tshawb fawb, thev naus laus zis, engineering, thiab lej thiab tau tsim los ntawm Tsoom Fwv Teb Chaws Swiss hauv xyoo 1854 nrog lub hom phiaj ntawm kev qhia cov kws tshaj lij thiab cov kws tshawb fawb.
Nws yog ib feem ntawm Swiss Federal Institutes of Technology Domain, uas yog ib feem ntawm Swiss Federal Department of Economic Affairs, Education, thiab Kev Tshawb Fawb, ib yam li nws tus muam hauv tsev kawm ntawv EPFL.
14. Ecole Polytechnique Federale tsib Lausanne (EPFL)
EPFL (École polytechnique fédérale de Lausanne) yog ib lub tsev kawm tshawb fawb pej xeem Swiss raws li hauv Lausanne. Natural sciences thiab engineering yog nws qhov tshwj xeeb. Nws yog ib qho ntawm ob Swiss Federal Institutes of Technology, thiab nws muaj peb lub luag haujlwm tseem ceeb: kev kawm, kev tshawb fawb, thiab kev tsim kho tshiab.
EPFL tau raug ranked 14th lub tsev kawm ntawv zoo tshaj plaws hauv ntiaj teb thoob plaws txhua qhov chaw los ntawm QS World University Rankings hauv 2021, thiab 19th sab saum toj tsev kawm ntawv rau engineering thiab technology los ntawm THE World University Rankings hauv 2020.
15. University of Cambridge
Cambridge yog tsim los ntawm 31 lub tsev kawm ntawv ib nrab-autonomous cov tsev kawm ntawv qib siab nrog rau ntau tshaj 150 lub tsev kawm ntawv, cov kws qhia ntawv, thiab lwm lub koom haum koom ua rau rau lub tsev kawm ntawv.
Nyob rau hauv lub tsev kawm ntawv, tag nrho cov tsev kawm ntawv qib siab yog cov tswj tus kheej, txhua tus muaj nws tus kheej cov tswv cuab, lub koom haum sab hauv, thiab kev ua ub no. Txhua tus menyuam kawm ntawv yog ib feem ntawm lub tsev kawm ntawv qib siab. Tsis muaj qhov chaw tseem ceeb rau lub tsev kawm ntawv, thiab nws cov tsev kawm qib siab thiab cov chaw tseem ceeb tau tawg mus thoob lub nroog.
16. National University of Singapore (NUS)
Hauv Queenstown, Singapore, National Institution of Singapore (NUS) yog lub tsev kawm ntawv qib siab tshawb fawb hauv tebchaws.
NUS, uas tau tsim nyob rau hauv 1905 raws li lub Straits Settlement thiab Tsoom Fwv Teb Chaws Malay Xeev Tsoom Fwv Tsev Kawm Ntawv Kho Mob, tau ntev tau suav tias yog ib lub tsev kawm ntawv zoo tshaj plaws thiab tseem ceeb tshaj plaws hauv ntiaj teb, nrog rau hauv cheeb tsam Asia-Pacific.
Nws pab txhawb rau kev nce qib ntawm cov thev naus laus zis niaj hnub thiab kev tshawb fawb los ntawm kev muab txoj hauv kev thoob ntiaj teb rau kev kawm thiab kev tshawb fawb, nrog rau kev paub txog Esxias kev paub thiab kev xav.
NUS tau nyob qib 11 hauv ntiaj teb thiab thawj zaug hauv Asia hauv QS World University Rankings hauv 2022.
17. University College London (UCL)
University College London yog lub tsev kawm tshawb fawb pej xeem loj hauv London, United Kingdom.
UCL yog ib tug tswv cuab ntawm tsoomfwv University of London thiab yog lub tebchaws United Kingdom lub tsev kawm ntawv thib ob loj tshaj plaws nyob rau hauv cov nqe lus ntawm tag nrho cov kev tso npe kawm thiab qhov loj tshaj plaws ntawm kev kawm tiav qib siab.
18. Princeton University
Princeton University, nyob hauv Princeton, New Jersey, yog ib lub tsev kawm tshawb fawb Ivy League ntiav.
Lub tsev kawm ntawv yog lub tsev kawm ntawv plaub-laus tshaj plaws ntawm kev kawm qib siab hauv Tebchaws Meskas, tau tsim muaj xyoo 1746 hauv Elizabeth ua College of New Jersey.
Nws yog ib qho ntawm cuaj lub tsev kawm qib siab colonial chartered ua ntej American Revolution. Nws feem ntau tau teev nyob rau hauv lub ntiaj teb sab saum toj thiab feem ntau hwm universities.
19. Yale University
Yale Institution yog New Haven, Connecticut-based private Ivy League tshawb fawb tsev kawm ntawv. Nws yog lub tsev kawm qub thib peb ntawm kev kawm qib siab hauv Tebchaws Meskas, thiab yog ib qho tseem ceeb tshaj plaws nyob rau hauv lub ntiaj teb no, tau tsim nyob rau hauv 1701 ua Tsev Kawm Ntawv Qib Siab.
Lub tsev kawm ntawv tau suav tias yog ib lub tsev kawm ntawv tshawb fawb zoo tshaj plaws hauv ntiaj teb nrog rau Tebchaws Meskas.
20. University of Michigan – Ann Arbor
University of Michigan, nyob hauv Ann Arbor, Michigan, yog lub tsev kawm tshawb fawb pej xeem. Lub tsev kawm ntawv tau tsim nyob rau hauv 1817 los ntawm ib qho kev ua ntawm yav dhau los Michigan Territory li Catholepistemiad, los yog University of Michigania, 20 xyoo ua ntej thaj chaw los ua ib lub xeev.
Cov Lus Nug
Cov Kws Tshawb Fawb Txog Kev Tshawb Fawb tau ntau npaum li cas?
Qhov nruab nrab cov nyiaj hli nruab nrab rau tus kws tshawb fawb cov ntaub ntawv hauv Asmeskas yog $ 117,345 toj ib xyoo, raws li Glassdoor. Txawm li cas los xij, kev them nyiaj sib txawv los ntawm lub tuam txhab, nrog qee cov ntaub ntawv kws tshawb fawb tau nyiaj ntau dua $ 200,000 ib xyoos ib zaug.
Dab tsi yog qhov txawv ntawm Tus Kws Tshawb Fawb Cov Ntaub Ntawv thiab Tus Kws Tshawb Fawb Cov Ntaub Ntawv?
Cov kws tshuaj ntsuam xyuas cov ntaub ntawv thiab cov kws tshawb fawb cov ntaub ntawv feem ntau tsis meej pem rau ib leeg, tab sis muaj qhov sib txawv tseem ceeb ntawm lawv. Cov kws tshuaj ntsuam xyuas cov ntaub ntawv siv cov cuab yeej txheeb cais los tshuaj xyuas cov ntaub ntawv thiab tshaj tawm txog kev nkag siab uas pab qhia kev txiav txim siab ua lag luam, thaum cov ntaub ntawv kws tshawb fawb tsim cov algorithms uas siv cov cuab yeej no thiab siv los daws cov teeb meem nyuaj.
Hom degree twg koj xav tau los ua Tus Kws Tshawb Fawb Txog Kev Tshawb Fawb?
Ntau tus tswv ntiav nrhiav cov neeg sib tw uas muaj tsawg kawg yog tus master's degree hauv kev txheeb cais, lej lossis computer science - txawm tias qee tus neeg sib tw feem ntau yuav tau Ph.D. hauv cov haujlwm no nrog rau cov ntaub ntawv nthuav dav ntawm kev ua haujlwm.
Puas yog kawm cov ntaub ntawv science tsim nyog?
Yog lawm! Ib txoj hauj lwm hauv cov ntaub ntawv tshawb fawb tuaj yeem muab ntau yam txiaj ntsig zoo, xws li kev txawj ntse stimulation thiab muaj peev xwm los daws cov teeb meem nyuaj. Nws tseem tuaj yeem ua rau cov nyiaj hli siab thiab txaus siab rau txoj haujlwm.
Peb kuj pom zoo:
- 30 Cov Cuab Yeej Zoo Tshaj Tsev Kawm Online
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- 50+ Accelerated Online Degree Program rau Cov Neeg Laus Ua Haujlwm
- 20 Qhov Yooj Yim Tshaj Tawm Kom Tau Txais Online
- Qhov zoo tshaj plaws Computer Science Bachelor's Degree Online.
xaus
Cov kab hauv qab yog tias thaum lub ntiaj teb tab tom nce, lub ntiaj teb ntawm cov ntaub ntawv kev tshawb fawb yog kev loj hlob sai.
Cov tsev kawm qib siab thoob plaws ntiaj teb tab tom maj nrawm kom muaj kev kawm tiav qib siab thiab kawm tiav qib siab hauv cov ntaub ntawv tshawb fawb, tab sis nws tseem yog qhov tshiab, yog li tsis muaj ntau qhov chaw uas koj tuaj yeem mus kom tau daim ntawv kawm tiav.
Txawm li cas los xij, peb ntseeg tias cov ntawv tshaj tawm no yuav pab koj xaiv cov ntaub ntawv tshawb fawb zoo tshaj plaws hauv tsev kawm qib siab uas koj tuaj yeem ua tiav koj txoj haujlwm ua tus kws tshawb fawb cov ntaub ntawv.