Kab lus no yog hais txog 10 lub tsev kawm ntawv qib siab rau cov ntaub ntawv tshawb fawb hauv Asmeskas, tab sis nws kuj tseem yuav pab koj kawm txog cov ntaub ntawv tshawb fawb txog dab tsi. Cov ntaub ntawv kev tshawb fawb yog ib qho kev kawm ntau yam uas siv cov txheej txheem tshawb fawb, txheej txheem, algorithms, thiab cov tshuab kom rho tawm cov kev paub thiab kev nkag siab los ntawm cov ntaub ntawv tsim thiab tsis muaj qauv.
Nws muaj tib lub tswv yim xws li cov ntaub ntawv mining thiab cov ntaub ntawv loj.
Cov kws tshawb fawb cov ntaub ntawv siv cov cuab yeej muaj zog tshaj plaws, cov txheej txheem ua haujlwm muaj zog tshaj plaws, thiab cov txheej txheem ua tau zoo tshaj plaws los daws cov teeb meem.
Qhov no yog qhov chaw kub kub uas tau loj hlob tau ntau xyoo, thiab cov cib fim tseem nce ntxiv. Nrog ntau lub tsev kawm ntawv qib siab muab cov kev kawm nyob ib puag ncig cov ntaub ntawv tshawb fawb thiab kev kawm tshuab thiab ib xyoos master's degree hauv Canada, nws tuaj yeem nyuaj kom paub qhov twg yuav pib. Txawm li cas los xij, peb tau ranked saum 10 lub tsev kawm ntawv qib siab rau Data Science hauv Asmeskas.
Cia peb pib tsab xov xwm no nyob rau saum 10 lub tsev kawm ntawv qib siab rau Kev Tshawb Fawb Txog Kev Tshawb Fawb hauv Tebchaws Meskas nrog cov ntsiab lus luv luv ntawm Data Science.
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Kev Tshawb Fawb Txog Kev Kawm Yog Dab Tsi?
Cov Ntaub Ntawv Kev Tshawb Fawb yog ntau qhov kev qhuab qhia uas siv cov txheej txheem tshawb fawb, txheej txheem, algorithms, thiab cov tshuab los rho tawm kev paub thiab kev nkag siab los ntawm ntau cov ntaub ntawv tsim thiab tsis muaj qauv.
Tus Kws Tshawb Fawb Cov Ntaub Ntawv yog ib tus neeg ua haujlwm rau kev sau, txheeb xyuas, thiab txhais cov ntaub ntawv ntau.
Yog vim li cas thiaj kawm Data Science
Yog tias koj tsis ntseeg tias yuav kawm lossis tsis kawm cov ntaub ntawv tshawb fawb, cov laj thawj no yuav ua rau koj ntseeg tias xaiv cov ntaub ntawv tshawb fawb raws li kev kawm yog tsim nyog.
- Kev cuam tshuam zoo rau lub ntiaj teb
Raws li tus kws tshawb fawb cov ntaub ntawv, koj yuav muaj sijhawm los ua haujlwm nrog cov haujlwm uas pab txhawb rau lub ntiaj teb, piv txwv li, kev kho mob.
Hauv xyoo 2013, qhov pib 'Data Science for Social Good' tau tsim los txhawb kev siv cov ntaub ntawv tshawb fawb kom muaj txiaj ntsig zoo rau kev sib raug zoo.
- Muaj peev xwm nyiaj hli siab
Cov kws tshawb fawb cov ntaub ntawv thiab lwm cov ntaub ntawv tshawb fawb txog cov hauj lwm muaj txiaj ntsig zoo. Qhov tseeb, tus kws tshawb fawb cov ntaub ntawv feem ntau yog ranked ntawm cov hauj lwm zoo tshaj plaws tech.
Raws li Glassdoor.com, cov nyiaj hli siab tshaj plaws rau Tus Kws Tshawb Fawb Cov Ntaub Ntawv hauv Asmeskas yog $ 166,855 toj ib xyoo.
- Ua hauj lwm nyob rau txawv Sector
Cov kws tshawb fawb cov ntaub ntawv tuaj yeem nrhiav haujlwm hauv yuav luag txhua qhov haujlwm los ntawm kev kho mob mus rau kev siv tshuaj, kev thauj mus los, thiab kev lag luam tsheb.
- Tsim kom muaj kev txawj ntse
Cov kws tshawb fawb cov ntaub ntawv xav tau qee yam kev txawj xws li kev txawj tsom xam, kev paub zoo ntawm lej thiab kev txheeb cais, programming thiab lwm yam, kom ua tau zoo hauv kev lag luam IT. Kev kawm cov ntaub ntawv tshawb fawb tuaj yeem pab koj txhim kho cov txuj ci no.
Yog tias koj tab tom xav txog kev nkag mus rau hauv cov ntaub ntawv tshawb fawb lossis nrhiav kom nthuav koj txoj kev kawm, ntawm no yog cov npe ntawm 10 lub tsev kawm ntawv qib siab rau cov ntaub ntawv tshawb fawb hauv Asmeskas.
Sab saum toj 10 Universities rau Data Science hauv Asmeskas
Hauv qab no yog cov npe ntawm cov tsev kawm qib siab zoo tshaj plaws rau Data Science hauv Tebchaws Meskas:
1. Stanford University
2. Harvard University
3. University of California, Berkeley
4. Johns Hopkins University
5. Carnegie Mellon University
6. Massachusetts Lub Tsev Kawm Ntawv ntawm Kev Tshawb Fawb
7. Columbia University
8. New York University (NYU)
9. University of Illinois Urbana-Champaign (UIUC)
10. Tsev kawm ntawv ntawm Michigan Ann Arbor (UMich).
10 Cov Tsev Kawm Ntawv Zoo Tshaj Plaws rau Cov Ntaub Ntawv Tshawb Fawb hauv Tebchaws Meskas koj yuav nyiam
1. Stanford University
Lub Tsev Kawm Ntawv muaj cov ntaub ntawv tshawb fawb qib siab ntawm ob qib kawm tiav thiab kawm tiav.
Cov tub ntxhais kawm xav txog cov kev xaiv no yuav tsum paub tias cov khoos kas no feem ntau kim heev thiab yuav xav tau nyob hauv tsev kawm ntawv rau lub sijhawm kawm tiav.
Cov ntaub ntawv tshawb fawb ntawm Stanford University tsom rau kev siv cov txheej txheem tshawb fawb, txheej txheem, algorithms, thiab cov tshuab kom rho tawm cov kev paub thiab kev nkag siab los ntawm cov ntaub ntawv tsim thiab tsis muaj qauv. Cov tub ntxhais kawm raug qhia cov chav kawm suav nrog:
- Cov ntaub ntawv tsuas
- Tshuab kawm
- Cov ntaub ntawv loj.
- Kev tsom xam thiab kev kwv yees ua qauv
- visualization
- cia
- Kev tshaj tawm.
2. Harvard University
Cov Ntaub Ntawv Kev Tshawb Fawb yog qhov chaw tshiab nrog nws cov ntawv thov hauv ntau qhov chaw.
Nws tau ua ib feem ntawm kev txiav txim siab ua lag luam, nws pab daws kev ua txhaum cai thiab tuaj yeem siv los ua kom muaj txiaj ntsig zoo ntawm ntau txoj kev kho mob. Nws yog ntau qhov kev qhuab qhia uas siv algorithms, txoj hauv kev, thiab cov tshuab kom rho tawm kev paub los ntawm cov ntaub ntawv.
Cov kws tshawb fawb cov ntaub ntawv tseem hu ua cov kws tshuaj ntsuam xyuas cov ntaub ntawv lossis cov kws tsim cov ntaub ntawv. Ua ib txoj hauj lwm tseem ceeb tshaj plaws hauv ntiaj teb niaj hnub no, nws tuaj yeem pab koj kom tau nyiaj ntau.
Raws li Indeed.com, cov nyiaj hli nruab nrab rau tus kws tshawb fawb cov ntaub ntawv hauv Asmeskas yog $ 121,000 ntxiv rau cov txiaj ntsig. Qhov no tsis yog qhov xav tsis thoob tias cov tsev kawm qib siab thoob plaws lub tebchaws tab tom tsom mus rau kev txhim kho lawv cov chav kawm, ntiav cov kws qhia ntawv tshiab, thiab faib cov peev txheej ntxiv rau cov ntaub ntawv tshawb fawb. Thiab Harvard University tsis nco qab txog qhov no.
Lub tsev kawm ntawv muaj cov ntaub ntawv Science raws li thaj chaw ntawm kev kawm hauv Harvard John A. Paulson Tsev Kawm Ntawv ntawm Engineering thiab Applied Sciences.
Ntawm no, cov tub ntxhais kawm yav tom ntej thov los ntawm GSAS.
Tsis muaj qhov yuav tsum tau ua ua ntej rau cov neeg thov rau lawv tus tswv cov kev kawm hauv cov ntaub ntawv tshawb fawb. Txawm li cas los xij, cov neeg thov kev vam meej yuav tsum muaj keeb kwm txaus hauv Computer Science, Lej, thiab Statistics, suav nrog kev paub tsawg kawg yog ib hom lus programming thiab kev paub txog kev suav lej, linear algebra, thiab statistical inference.
3. University of California, Berkeley
Lub Tsev Kawm Ntawv Qib Siab no yog ib lub tsev kawm ntawv tshawb fawb saum toj kawg nkaus hauv Asmeskas vim tias tsis yog lawv tsuas yog muaj qee tus kws qhia ntawv zoo tshaj plaws thiab cov chaw sim, lawv ua haujlwm nrog kev lag luam los tsim cov thev naus laus zis tshiab los daws teeb meem hauv ntiaj teb tiag.
Yog li ntawd, Lawv cov kev kawm tiav undergraduate suav nrog kev xyaum ua haujlwm lossis kev sib koom tes kev kawm uas muaj txiaj ntsig zoo rau kev ua haujlwm nrog cov tuam txhab ua lag luam ntawm ntau yam teeb meem ntsib kev lag luam hauv zej zog.
4. Johns Hopkins University
Cov ntaub ntawv tshawb fawb qib ntau qhov ntev, qhov dav thiab tsom mus rau ntawm Johns Hopkins University.
Lawv muab cov qib kawm tiav qib siab uas zoo meej rau cov tub txawg vam tias yuav hloov mus rau hauv cov ntaub ntawv tshawb fawb txoj haujlwm. Johns Hopkins tseem muaj cov kev kawm tiav undergraduate tsim los pab cov tub ntxhais kawm pib ua haujlwm ua cov kws tshawb fawb cov ntaub ntawv lossis npaj lawv rau kev kawm tiav.
Tseem muaj lwm cov kev pab cuam yog tus kheej-paced online cov kev kawm tsim los qhia koj cov kev txawj ntse uas koj xav tau kom tawg mus rau hauv lub tshav pob. Qhov zoo tshaj plaws yog tias lawv cov chav kawm yog tsim nrog koj hauv siab, lawv muab tso rau hauv koj tus kheej:
- Kev kawm style
- Cov hom phiaj kev tshaj lij
- Qhov xwm txheej nyiaj txiag.
5. Carnegie Mellon University
Ib qho laj thawj Carnegie Mellon paub txog nws cov kev kawm hauv kev tshawb fawb hauv computer thiab engineering. Lub tsev kawm ntawv muaj tag nrho ntawm 12,963 cov tub ntxhais kawm cuv npe tawm ntawm 2,600 yog tus tswv thiab Ph.D. cov tub ntxhais kawm.
Carnegie Mellon University muaj cov ntaub ntawv tshawb fawb txog kev kawm tiav qib siab thiab kawm tiav qib siab uas muaj kev kawm puv sijhawm lossis ib nrab sijhawm.
Tsis tu ncua, Carnegie Mellon University tau txais txiaj ntsig zoo thiab kev txhawb nqa los ntawm tsoomfwv cov koomhaum thiab cov koomhaum ntiag tug uas paub txog qhov tseem ceeb ntawm cov ntaub ntawv tshawb fawb hauv kev lag luam niaj hnub no.
6. Massachusetts Lub Tsev Kawm Ntawv ntawm Kev Tshawb Fawb
Massachusetts lub koom haum thev naus laus zis (MIT) paub zoo rau nws txoj kev tshawb fawb txog kev ua tiav thiab tseem yog ib lub tsev kawm qib siab tshaj plaws rau cov ntaub ntawv tshawb fawb hauv ntiaj teb.
MIT yog lub tsev kawm tshawb fawb loj, feem ntau nyob hauv tsev nrog ntau tus kawm tiav thiab cov tub ntxhais kawm txuj ci. Txij li xyoo 1929, New England Association of Schools and Colleges tau tso cai rau lub tsev kawm ntawv no lees paub.
Plaub-xyoos, kev kawm tiav puv sijhawm tswj hwm qhov sib npaug ntawm cov kws tshaj lij thiab txuj ci thiab kev tshawb fawb loj thiab tau raug hu ua "feem ntau xaiv" los ntawm Asmeskas Xov Xwm thiab Xov Xwm Ntiaj Teb, lees paub tsuas yog 4.1 feem pua ntawm cov neeg thov hauv 2020-2021 kev nkag mus kawm. MIT tsib lub tsev kawm ntawv muaj 44 qib kawm tiav qib siab, ua rau nws yog ib lub ntiaj teb loj tshaj plaws.
7. Columbia University
Master of Science hauv Data Science program ntawm Columbia University yog ib qho kev kawm sib koom ua ke uas suav nrog kev txheeb cais, kev txheeb xyuas cov ntaub ntawv, thiab kev kawm tshuab nrog cov ntawv thov rau ntau hom.
Nws yog ib qho yooj yim Online Masters Degree Programs hauv Asmeskas.
Lub tsev kawm ntawv no yog New York City-based private Ivy League tshawb fawb university.
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.
8. New York University (NYU)
NYU Center for Data Science muaj daim ntawv pov thawj kawm tiav hauv Data Science program. Nws tsis yog ib leeg kawm ntawv qib siab tab sis tuaj yeem ua ke nrog lwm cov qib.
Qhov kev pab cuam daim ntawv pov thawj no muab cov tub ntxhais kawm nrog lub hauv paus muaj zog hauv cov kev kawm tseem ceeb ntsig txog cov ntaub ntawv tshawb fawb.
Ntxiv nrog rau lub hauv paus muaj zog hauv computer science thiab thev naus laus zis, koj yuav tsum cia siab tias cov haujlwm yuav suav nrog cov haujlwm hauv kev txheeb cais, lej, thiab hluav taws xob engineering nrog rau kev nkag siab txog kev lag luam hauv paus.
Ntawm NYU, cov ntaub ntawv tshawb fawb kev kawm suav nrog txhua qhov kev xav tau siab xav tau los ua haujlwm nrog cov ntaub ntawv. Txawm hais tias qee lub tsev kawm ntawv tau pib muaj kev kawm tiav qib siab tshwj xeeb hauv cov ntaub ntawv tshawb fawb, NYU ua raws li lawv cov kev kawm ib txwm muaj tab sis muaj cov chav kawm thiab ntawv pov thawj uas qhia cov tub ntxhais kawm yuav ua li cas los tswj cov ntaub ntawv loj.
Lawv ntseeg tias Cov Ntaub Ntawv Kev Tshawb Fawb yog ib qho tseem ceeb ntawm kev kawm xyoo 21st.
Txhua tus tub ntxhais kawm tuaj yeem tau txais txiaj ntsig los ntawm cov txheej txheem ntawm kev kawm los ntsuas thiab nkag siab cov ntaub ntawv, txawm tias lawv tsis ua haujlwm raws li cov ntaub ntawv tshawb fawb.
Yog vim li ntawd lawv thiaj li tawm tsam los koom nrog cov ntaub ntawv tshawb fawb hauv lawv cov ntaub ntawv kawm.
9. University of Illinois Urbana-Champaign (UIUC)
Lub Tsev Kawm Ntawv Qib Siab Illinois Urbana-Champaign (UIUC) tau ua tus thawj coj ntawm kev tshawb fawb hauv tshuab kev kawm, kev tshawb nrhiav cov ntaub ntawv, kev pom cov ntaub ntawv, thiab cov ntaub ntawv loj txij li xyoo 1960.
Niaj hnub no lawv muab ib qho ntawm qhov zoo tshaj plaws undergraduate programs hauv Data Science hauv lub tebchaws. UIUC Lub Tsev Haujlwm Saib Xyuas Kev Tshawb Fawb Computer muaj kev sib raug zoo nrog lwm lub tuam tsev xws li Statistics thiab Engineering thiab muaj ntau yam kev kawm tiav rau cov tub ntxhais kawm nrhiav kev kawm qib siab hauv Data Science.
10. Tsev kawm ntawv ntawm Michigan Ann Arbor (UMich)
Cov ntaub ntawv tshawb fawb yog ib txoj haujlwm nrov tshaj plaws hauv Tebchaws Meskas.
Cov tub ntxhais kawm thiab cov kws tshaj lij uas tshwj xeeb hauv cov ntaub ntawv tshawb fawb yog qhov xav tau siab, thiab lawv cov kev txawj ntse tau txais txiaj ntsig zoo los ntawm cov tuam txhab thoob plaws ntiaj teb.
Tus kws tshawb fawb cov ntaub ntawv zoo siv ob qho tib si muaj zog coding thiab kev txawj lej los daws cov teeb meem tiag tiag hauv ntiaj teb. Txhawm rau txhim kho cov txuj ci tsim nyog, ntau tus tig mus rau cov tsev kawm qib siab zoo tshaj plaws hauv Tebchaws Meskas rau cov ntaub ntawv tshawb fawb txog kev kawm uas UMich yog ib qho ntawm lawv.
Tsis ntev los no, UMich tau qhib lub chaw haujlwm tshiab hu ua MCubed uas tsom mus rau kev tshawb fawb hauv Data Science los ntawm ntau lub ces kaum suav nrog kev saib xyuas kev noj qab haus huv, cybersecurity, kev kawm, kev thauj mus los, thiab kev sib raug zoo.
UMich muaj ob qho kev kawm tiav undergraduate thiab kawm tiav nrog rau online Master's degree program thiab cov kev kawm ua haujlwm qhia los ntawm cov kws tshaj lij kev lag luam.
Lus Nug Nquag Nug
Hauv Tebchaws Meskas, lub xeev twg zoo tshaj rau cov ntaub ntawv tshawb fawb?
Raws li peb qhov kev tshawb pom, Washington yog lub xeev siab tshaj plaws rau Cov Kws Tshawb Fawb Cov Ntaub Ntawv, nrog California thiab Washington muaj cov nyiaj hli siab tshaj plaws. Cov nyiaj them nruab nrab rau Cov Kws Tshawb Fawb Hauv Washington yog $ 119,916 toj ib xyoo, nrog California muaj cov nyiaj hli nruab nrab siab tshaj plaws ntawm tag nrho 50 lub xeev.
Puas yog cov ntaub ntawv tshawb fawb hauv kev xav tau siab hauv Tebchaws Meskas?
Raws li US Bureau of Labor Statistics, kev thov rau cov ntaub ntawv paub txog thiab paub cov kws tshawb fawb yuav nce 27.9% los ntawm 2026, nce kev ua haujlwm ntawm 27.9%.
Vim li cas Tebchaws Meskas yog lub tebchaws sab saum toj rau cov ntaub ntawv tshawb fawb?
Qhov txiaj ntsig tseem ceeb ntawm kev khwv tau MS hauv Tebchaws Meskas yog tias koj yuav nkag mus rau ntau txoj haujlwm xaiv hauv lub tebchaws. Hauv cov ntaub ntawv tshawb fawb thiab cov thev naus laus zis xws li kev kawm tshuab, kev txawj ntse, kev kawm tob, thiab IoT, Tebchaws Meskas kuj yog ib lub lag luam loj tshaj plaws thiab muaj tswv yim tshiab.
Kuv yuav tsum ua cov kauj ruam twg los ua tus kws tshawb fawb cov ntaub ntawv?
Tau txais daim bachelor's degree hauv IT, computer science, lej, kev lag luam, lossis lwm yam kev qhuab qhia yog ib qho ntawm peb cov kauj ruam dav dav los ua tus kws tshawb fawb cov ntaub ntawv. Tau txais kev tshaj lij hauv thaj chaw uas koj xav ua haujlwm, xws li kev kho mob, physics, lossis kev lag luam, los ntawm kev tau txais daim ntawv kawm tiav qib siab hauv cov ntaub ntawv tshawb fawb lossis kev qhuab qhia zoo sib xws.
Dab tsi yog cov ntaub ntawv tshawb fawb hauv Tebchaws Meskas?
Txhawm rau daws cov teeb meem nyuaj, cov ntaub ntawv tshawb fawb suav nrog cov chav kawm hauv ntau yam kev kawm xws li kev txheeb cais, lej, thiab computer science.
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xaus
Cov ntaub ntawv tshawb fawb yog qhov zoo siab, muaj txiaj ntsig, thiab muaj txiaj ntsig, yog li nws tsis xav tsis thoob tias cov ntaub ntawv tshawb fawb qib siab xav tau.
Txawm li cas los xij, yog tias koj tab tom txiav txim siab kawm qib siab hauv cov ntaub ntawv tshawb fawb, cov npe ntawm cov tsev kawm ntawv zoo tshaj plaws rau Data Science hauv Tebchaws Meskas yuav pab koj nrhiav tau lub tsev kawm ntawv uas muaj lub koob npe zoo thiab tuaj yeem muab rau koj nrog kev xyaum ua haujlwm thiab kev ua haujlwm zoo.
Tsis txhob hnov qab koom nrog peb lub zej zog thiab kuv xav kom koj txhua tus zoo li koj saib rau qee qhov Cov Tsev Kawm Ntawv Zoo Tshaj Online hauv Tebchaws Meskas kom tau koj daim ntawv kawm tiav.