Python mutauro unozivikanwa uye unowanzoshandiswa. Ndiwo zvakare mutauro unosarudzirwa weData Sainzi, Vaongorori veData, Machina Kudzidza Injiniya, uye avo vanoshanda muArtificial Intelligence.
Nekuti iwo mutauro wakavhurika, wakatwasanuka uye une akasiyana siyana ekukodha dzimwe nzira.
Pakati pemakesi mazhinji ekushandisa akafukidzwa nePython, data analytics yakakura kuita imwe yeakanyanya kukosha. Iyo Python ecosystem yakapfuma mumaraibhurari, maturusi, uye maapplication ayo anogonesa sainzi komputa uye kuongorora data zviri nyore uye nekukurumidza.
Python haina kukurumidza zvakakwana kune vagadziri vaJulia, chirongwa chakagadzirirwa "sainzi komputa, machine learning, kucherwa kwedata, hombe-linear algebra, distributed and parallel computing,” maererano netsanangudzo yavo.
Julia anoshuvira kupa data analysts uye masayendisiti kwete kungokurumidza uye kugadzikana kusikwa asiwo nemheni-nekukurumidza kuuraya.
Arrays, linear algebra, uye matrices ese ari chikamu chemutauro wemasvomhu uye wehunyanzvi wekuronga unozivikanwa seMatlab. Inonyatsozivikanwa semhepo yepamusoro-soro kune chero chiitiko.
Kwemakore gumi apfuura, nharaunda dzesainzi komputa dzakaita seMathematica, Maple, uye Matlab dzakanyanya kufarirwa nekuda kwekuti masayendisiti nemainjiniya vanonzwa vachibudirira munzvimbo dzakadai.
Bhokisi rematurusi rakakura uye masitaksi akareruka emitauro yemirairo inoshandiswa munzvimbo idzi ndicho chikonzero chiri pachena.
Mune ino positi, tichafananidza Matlab, Julia, uye Python kuti ikubatsire kunzwisisa kuti ndeupi mutauro unoshandiswa kune chinangwa chipi uye, zvakanyanya kukosha, ndeupi wakakunakira.
Nhanganyaya Python
Mumwe mitauro inonyanya kufarirwa iri kushandiswa nhasi iPython. Yakatanga kushandiswa muna 1991 uye iri yepamusoro-soro, yakadudzirwa, yakawanda-paradigm mutauro.
Iyo ine akawanda maraibhurari uye maturusi ekudzidza muchina, hungwaru hwekugadzira (AI), uye kugadzira maapplication uye mawebhusaiti (ML). Python ingangove mutauro wauchashandisa kuronga chero chinhu.
Nekuda kwesimba rayo, kuita zvakasiyana-siyana, uye inonzwisiswa zviri nyore uye ine hunyanzvi syntax, Python inofarira pakati pevagadziri.
Vanoda kusvika 70% yevagadziri vanoti vanoshandisa Python kugadzira ine simba AI uye ML algorithms yekuongorora manzwiro uye Natural Language Processing. Mitauro yesarudzo yesainzi yedata iPython neR.
Iwo akawanda ekunze maraibhurari akagadzirwa nePython's hombe yekuvandudza nharaunda ndiyo inoipa iyo kushanduka kwayo.
Python inoshandisa akati wandei emamodule aya kubata masvomhu nesainzi mabasa mune data sainzi. Pakati peanonyanya kufarirwa ndeye NumPy, TensorFlow, PyTorch, Pandas, uye Maplotlib.
Tsigiro yePython yeakajairwa data mafomati senge CSV neJSON mafaera uye kugona kwayo kuyanana neSQL dhatabhesi zvakare zvikonzero zvakasimba zvekuishandisa.
Features
- Mutauro unodhaunirodhwa mahara unowanikwa online.
- Mutauro uri nyore kudzidza, wekuvandudza-ushamwari, wepamusoro-soro purogiramu yemutauro.
- Makirasi, polymorphism, encapsulation, uye mamwe mazano-anotarisana nechinhu anotsigirwa nemutauro.
- Python mutauro unowedzera, uye C kana C ++ inogona kushandiswa kunyora uye kuunganidza zvirongwa zvePython.
- Mutauro unoturikirwa, saka kuunganidza hakudiwi. Code debugging inoitwa nyore nemitsetse iri kuitwa mutsara nemutsara.
- Python inouya neyakakura muunganidzwa wemaraibhurari anogona kushandiswa kugadzirisa budiriro nekungoaunza kunze kwenyika. Vagadziri havafanirwe kuitazve iyo chaiyo kodhi semhedzisiro.
- Zvinhu zvakasiyana-siyana hazvidi kutsanangurwa zvisati zvashandiswa mumutauro wakanyorwa zvine simba sezvo rudzi rwedata rwasarudzwa panguva yekumhanya.
Nhanganyaya Julia
Iine vhezheni yayo yekutanga yakatsiga yakaburitswa muna 2018, Julia, mutsva mundima yemitauro yekuronga, akagadzirwa muna 2012 kugutsa zvinodiwa neData Sainzi uye Kudzidza kweMachina nharaunda dzekukurumidza, mutauro une masvomhu.
Nerubatsiro rwemazuva ano Hardware's Concurrent, Parallel, uye Distributed Computing kugona, Julia mutauro wechirongwa unosanganisa zvakapfava zvemimwe mitauro yekuronga.
Syntax yaJulia, iyo inonyanya kuitirwa tekinoroji komputa, inofananidzwa nePython's.
Julia imutauro une simba, wepamusoro-soro, wepamusoro-soro wepurogiramu.
Sezvo chiri chinhu chakakosha chemutauro uyu, mutsara algebra inoshandiswa zvakanyanya mukudzidza muchina, sainzi yedata, kuchera data, kuongororwa kwenhamba, uye chero chinangwa chesvomhu.
Kureruka kwaJulia, kunyatsoshanda, uye kumhanya kunoita kuti inakidze kushandiswa nemhando dzakaoma dzedata.
Asi kune vesaenzi, mukana wekuturikira mutauro weSainzi kuita kodhi chinhu chinokanganisa: Julia ane tsigiro yearufabheti yechiGiriki, ichigonesa kushandiswa kwemasvomhu equation pasina kutanga aishandura kuita mutauro wekodha.
Features
- Julia anoshandisa syntax yakatwasuka.
- Pakuwedzera mirairo yekukasira, Julia ane inodyidzana yekuraira mutsara uye Read Eval Print Loop (REPL).
- Kudyidzana neFortran, C, uye Python zvirongwa, inogona kupinza nyore nyore uye kushandisa ekunze maraibhurari.
- Just-in-time (JIT) kuunganidzwa chinhu chemutauro wakanyorwa Julia. Julia anoshandisa iyo LLVM hurongwa hwekuunganidza, iyo inobatsira mukuita kwayo nekukurumidza.
- Syntax yaJulia iri nyore kushandisa kune chero munhu anoshanda pamasvomhu-based coding sezvo yakafanana nemasvomhu equation.
- Meta-programming chinhu chaJulia chinogonesa Julia zvirongwa kuburitsa Julia zvikumbiro.
- Iyo inouya nedebugger inogonesa vanogadzira mapurogiramu kuseta mabreakpoints uye kuongorora zvabuda.
- Ose ari maviri static uye ane simba marudzi anotsigirwa naJulia. Usati washandisa shanduko, unogona kuzvizivisa, kana iwe unogona kugadzira basa rinotora zvakasiyana zvachose.
Nhanganyaya matlab
Iyo inodyidzana nharaunda uye yechina-yechizvarwa chepamusoro-chikamu chirongwa mutauro MATLAB (matrix murabhoritari) inoshandiswa pakuverenga nhamba, kuona, uye kuronga.
Inogonesa matrix manipulations, kuronga kwemabasa uye data, kuitiswa kwealgorithms, kuvandudza mushandisi nzvimbo, kupindirana nemapurogiramu akanyorwa mune mimwe mitauro, yakadai seC, C ++, Java, uye FORTRAN, uye kuongororwa nekuvandudzwa kwealgorithms, kusikwa kwemamodheru uye mashandisirwo, uye kushandiswa kwevashandisi interfaces.
Iwe unogona kuita masvomhu kuverenga, kugadzira machati, uye kushandisa nhamba nzira nerubatsiro rwemizhinji yakavakirwa-mukati mirairo uye. mabasa emasvomhu.
Mushure memakumi emakore ekushanduka-shanduka, MATLAB ikozvino inogona kuverenga data kubva kumafaera akapfava, dhatabhesi, kuchengetwa kwegore, giya rekuunganidza data, uye kunyange mhenyu yedata data hova.
MATLAB yaimbove yakanakisa pakushanda neakamira manhamba data mumavheji nematrices. Nekuda kwekuwedzera kwayo kugona, vashandisi vanogona ikozvino kumhanya emhando yekudzidza muchina, kuita data kuona, uye kunyange kugadzira nharembozha uye desktop application.
Nekupa GUI (Graphical User Interface) uye mamwe maturusi, akadai sechiratidzo chekuongorora uye tuners, MATLAB inopa nharaunda inodyidzana. MATLAB inopawo maturusi ekugadzira software uye kugadzirisa.
Kuburikidza neGUI, kupinza uye kutumira mafaera muMATLAB kuri nyore. Sezvo isu tichipinda mukugadzirwa kwesoftware yedu, tinokwanisa kuongorora data renzvimbo yebasa uye nekurishandura sezvinodiwa.
Features
- Zvose nhamba uye yekufananidzira computing inogona kuitwa nayo.
- Mutauro wepamusoro-soro unonyanya kushandiswa muinjiniya nesainzi makomputa.
- Inopa raibhurari yakakura yemabasa emasvomhu kune mutsara algebra, nhamba, Fourier ongororo, kusefa, optimization, nhamba yekubatanidza, uye mhinduro yeakajairwa mutsauko equations.
- Inosanganisira maturusi ekugadzira zvimiro zvakajairwa pamwe chete neakavakirwa-mukati maratidziro ekuona data.
- Inopa maturusi ekugadzira maapplication ane yakasarudzika graphical mushandisi interface.
- Iyo programming interface yeMATLAB inopa vanogadzira zvishandiso zvekusimudzira mashandiro uye kuchengetedza kwezvirongwa zvavo.
- Inopa maturusi ekubatanidza eMATLAB-based algorithms ane yechitatu-bato zvirongwa nemitauro, kusanganisira C, Java,.NET, uye Microsoft Excel.
- Yakasiyana-siyana yenguva chaiyo data kubva kuJDBC/ODBC dhatabhesi inogona kutsigirwa natively neMATLAB, kusanganisira sensor, vhidhiyo, mufananidzo, telemetry, binary, uye mamwe marudzi edata.
Misiyano pakati peMatlab, Julia, uye Python
Popularity
Python ikozvino iri pamusoro peiyo rondedzero yeinonyanya kushandiswa mitauro yekuronga. Iine imwe yenharaunda dzakakura dzekuvandudza chero mutauro, yave ichishandiswa kweanopfuura makore makumi matatu uye inopa mhinduro nerubatsiro kune yega yega dambudziko rinofungika.
Kunyangwe iyo nhamba yevateveri iri kuramba ichikura, Julia ane nharaunda diki asi yakazvipira, uye ruzhinji rwerutsigiro ruchiri kupihwa nevanyori.
Julia-chaiwo mablogiki uye nharaunda iri kukura inogovera ruzivo rwavo pakuishandisa pamapuratifomu akasiyana.
Kushandiswa kwaJulia kunze kwesainzi yedata kunotarisirwa kukura mukuzivikanwa.
Mutauro uchangotanga kugamuchira zvigadziriso zvewebhu, kuwedzera huwandu hwemikana yebudiriro uye, nekudaro, dziva revagadziri vari kushandisa.
Kune rimwe divi, MATLAB ine zvimwe zvinogumira pakutakurika nekuti chirongwa chinodhura.
Mapuratifomu chete ane MATLAB kana MATLAB Chikamu Runtime anogona kuburitsa mafaera eMATLAB pane mamwe mapuratifomu (MCR). Nekuti MATLAB's OOP yakanyanya kuwanda uye yakaoma kunzwisisa, inogona kunetsa kune vamwe vanhu.
Nekudaro, MATLAB kazhinji mutauro wakaoma.
havukavu
Iko kumhanya kwekuita kwakakosha paunenge uchigadzira kodhi. Nhanho iyo Julia anourayiwa yakafanana neiyo yemutauro weC programming. Yakagadzirwa kuti ipe mutauro unokurumidza.
Kusiyana nemimwe mitauro inoturikirwa, Julia haakurumidzi kuuraya. Kuti ugadzire zvirongwa muJulia, iyo LLVM chimiro chinoshandiswa. \
Pasina kushandisa manyorero ekunyora uye optimization matekiniki, Julia anogadzirisa matambudziko ekuita anoda kukurumidza. Kune matambudziko anoda Big Data, Cloud Computing, Data Analysis, uye Statistical Computing, Julia anopa mhinduro yakanaka.
Zviripachena kuti Julia ari pamusoro pePython patinosiyanisa kuita kwayo uye nekukurumidza.
Matlab, kune rumwe rutivi, mutauro wepamusoro-soro wekugadzirisa une zvimiro zvedata, kudzora kuyerera zvirevo, mashandiro, kuburitsa / kupinza, uye hurongwa hunotungamirwa nechinhu.
Iyo inobvumira kukurumidza kugadzirwa kwekukurumidza kukanda-kure maapplication pamwe nekugadzira yakazara, yakaoma, uye yakakura application zvirongwa.
Makiraibhurari
Nekungopinza aya maraibhurari uye nekushandisa mabasa awo, raibhurari yakakura yePython inoita kuti kuvandudza kwePython kuve nyore.
Kana achienzaniswa nePython, Julia anotambura nekushomeka kwezviwanikwa zveraibhurari. Nhamba yakakura yemaraibhurari ebato rechitatu zvakare inotsigira Python. Nekuda kwekutadza kugadzirisa pasuru, maraibhurari aJulia anewo nyaya iyi.
Kunyangwe kutanga kuona data kunotora nguva, Julia anogona kuwirirana neC maraibhurari.
Kuvandudzwa kwemaraibhurari aJulia kwakakosha pakubudirira kwayo semutauro mutsva.
Kuverengera manhamba, mutsara algebra, nhamba yekubatanidza, kusefa, Fourier ongororo, optimization, uye kugadzirisa akajairwa mutsauko equations, raibhurari hombe yemabasa emasvomhu inopihwa naMatlab.
Kusiyanisa
Python mutauro uri nyore kunzwisisa nekunyora, zvichiita kuti ushande zvakasiyana. Kuchinjika kwePython kunoita kuti ive yakanaka kumabasa ekugadzira anosanganisira webhu script, kusimudzira, uye otomatiki.
Nekuti inogona kuita mabasa uye inoshandisa akasiyana maraibhurari uye masisitimu, Python ndiwo mutauro wesarudzo kune vanogadzira.
Python inonyanya kuchinjika, nepo Julia achikunda pakugadzirisa matambudziko mukuronga kwesainzi.
Mainjiniya anonyanya kufarira kushandisa Matlab seyakatwasuka coding chishandiso kuita akajairwa engineering kuverenga anozoona zvichibatsira.
Zviri nyore kune vasiri-makodha kuti vagadzire zvinogoneka nekuda kweiyo yakabatanidzwa budiriro nharaunda uye debugger yatovepo.
Zvishandiso Zvinotsigirwa
Chero mugadziri achasarudza mutauro wechirongwa unopa chepamusoro-notch chishandiso chekutsigira kune ese mapurojekiti ekuvandudza software.
Julia anoita zvirinani kupfuura Python maererano nerutsigiro rwechishandiso. Julia's tooling support ichiri kushanda, asi Python's tooling support yakanaka.
Nekuda kweizvi, Julia anoshaya imwe yePython yekuongorora uye kugadzirisa kugona kwematambudziko ekuita.
Pamusoro pezvo, pane mukana wepamusoro weiyo isina kuchengetedzeka interface mune yaJulia nekuti iwo mutauro mutsva une maAPI ekuzvarwa.
Iyo inodyidzana yekumisikidza inopihwa neMATLAB inogonesa kuongorora kwekudzokorora, dhizaini, uye kugadzirisa matambudziko. Iko kuunganidzwa kwezviwanikwa izvo vanogona kushandisa mapurogiramu.
Iyo ine maturusi ekutarisira nzvimbo yebasa inosiyana uye kupinza uye kutumira kunze data. Pamusoro pezvo, zvinosanganisira maturusi ekugadzirisa, kugadzirisa, uye kunyora mafaira eMATLAB.
mhedziso
Ndichapedzisa nekutaura kuti Julia mutauro wakasarudzika unonyanya kushandiswa neboka diki.
Julia angangoshanduka kuita mutauro unodiwa, mu-inodiwa sezvo vagadziri uye nharaunda inowedzera kugona kwayo.
Mamirioni avanhu anoshandisa Python, unova mutauro wakagadzwa, uye kune zvisingaverengeki zvechitatu-bato zvirongwa zviripo. Kubva pamitambo kuenda kutsvagiridzo yedata, inoshandiswa kwese kwese.
Yese yega yega yega yekuvandudza inosanganisira Python seimwe yemitauro yakakosha, uye sezvo mitauro mitsva ichigara ichikwanisa kubatana nayo, haizotsiviwa chero nguva munguva pfupi.
Kunyangwe Julia naPython vari zvino vave mitauro inonyanyozivikanwa yekuronga mundima yesainzi yedata, MATLAB inofungidzirwa kuti ichawana mukurumbira uye nguva yekushandiswa nekuda kwehukuru hwayo hwemhando yepamusoro hwekusimudzira uye kugona kutumira.
Icho chokwadi chekuti vashandisi vanogona kushandisa chikuva chakasimba kugadzira ML modhi, kuongorora data, uye kuvaka desktop uye nharembozha ine yakagadziridzwa maGUI inovandudza zvakanyanya chinzvimbo cheMATLAB muchikamu chesainzi yedata.
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