Okuqukethwe[Fihla][Bonisa]
Ubhubhane oluqhubekayo lukhulise umsebenzi okude kanye namathuluzi asekelayo kunanini ngaphambili. Ngokwesibonelo, i-Zoom inevelu ephindwe ngaphezu kokuphindwe kabili.
Kodwa-ke, intuthuko yezobuchwepheshe ayizange isheshe kangaka ekuvumela abahlaziyi bedatha nososayensi bedatha basebenzisane ngesikhathi sangempela.
U-Einblick, isiqalisi esizinze eMassachusetts, unethemba lokukushintsha lokho.
I-Einblick iyibhodi elimhlophe lezibalo elisebenzisanayo elivumela abasebenzisi ukuthi bahlaziye yabo idatha ngokubukeka, dala amamodeli, futhi wenze ukukhetha okuqhutshwa yidatha njengeqembu.
I-Interactive data analytics isandiso sezibalo zesikhathi sangempela esisebenzisa inhlanganisela yezinhlelo zesizindalwazi esabalalisiwe namakhono okunikeza ukuze kusheshiswe inqubo yezibalo futhi kuvumele abasebenzisi ukuthi basebenzise amandla okuhlaziya obuchwepheshe beBusiness Intelligence.
Ngokusekelwe eminyakeni eyisithupha yokufunda e-MIT naseBrown University, ubuchwepheshe bayo busiza abasebenzisi ukuthi banqobe ubunzima obuhambisana nokuxhumana okude.
Masiyihlole ngokujulile!
Kuyini Einblick?
I-Einblick iyithuluzi lezibalo ezisebenzisanayo elakhelwe ebhodini elimhlophe elivumela amaqembu ukuthi ahlole ngokushesha okwedlule, alindele ikusasa, futhi enze izinqumo ezingcono kakhulu eziqhutshwa idatha zebhizinisi lawo.
Ihlinzeka ngesixazululo esisodwa esihlanganisa uhlu olubanzi lwamathuluzi nobuchwepheshe bokusebenza kokuhlaziya, kusukela ekuhlanzweni kwedatha nokuguqulwa ngokwakhiwa kwemodeli kanye nokuhlaziywa kokwenzekani.
Ngenxa yokusebenzelana kwayo okulula komsebenzisi, ukufunda ngomshini okuzenzakalelayo okuphambili, namandla ayingqayizivele okumba idatha, abasebenzisi abadingi isizinda sobuchwepheshe ukuze benze ukuhlaziya okuyinkimbinkimbi.
Izenzela ngokuzenzakalelayo imisebenzi edla isikhathi nenzima, ivumela noma ubani ukuthi abuyekeze idatha yakhe futhi athole imininingwane ewusizo.
Isebenza kanjani?
Kunezingxenye ezimbili eziyisisekelo ezinengqondo ku-Einblick:
- Einblick Isicelo
- Isitsha se-Einblick
Einblick Isicelo
Iqoqo le-Kubernetes lisingatha iziqukathi ze-Einblick. Uhlelo lwayo lokuqinisekisa lomsebenzisi oluvikelekile luqinisekisa isicelo ngasinye somsebenzisi.
The umthwalo balancer yabela uhlelo esitsheni uma umsebenzisi exhuma kuso. Iziqukathi ziyizifaniso ezifanayo ezigcinwa zivunyelaniswe yisizindalwazi se-MongoDB esimaphakathi.
Lapho umsebenzisi elungisa indawo yakhe yokusebenza, i-MongoDB ibuyekeza futhi isakaza ulwazi olusha kuzo zonke izifaniso, ivumela ukusebenzisana kwesikhathi sangempela.
Kuhle ukusho ukuthi, ngenxa yokuthi isimo sendawo yokusebenza nokubalwa kwekhompyutha kuhlukanisiwe, abasebenzisi ngesikhathi esisodwa bangakwazi ukwenza imisebenzi endaweni yokusebenza efanayo esebenza kuziqukathi ezihlukene kuyilapho benika amandla ukuvumelanisa nokuhambisana.
Isitsha se-Einblick
Eziqukathi ze-Einblick, imithwalo yomsebenzi ikhishwa. Injini ye-Einblick yokubala eqhubekayo, i-Davos, isebenza kuyo yonke imifudlana yedatha futhi ivumela isivinini sokusebenzisana sohlelo lokusebenza.
Uma umsebenzisi abelwe esitsheni, umsebenzi ngamunye uthunyelwa ku-Davos, eqala ukudonsa idatha emthonjeni wedatha okhethiwe.
Noma nini lapho kunokwenzeka, izocindezela izimo zesampula phansi kumthombo wedatha oyisisekelo.
Uma kungenjalo, izoskena idatha futhi ibale isampula yereservoir phezu komthombo wedatha. Wonke u-opharetha usebenza ngokusakazwa kwedatha, futhi abathengi bathola amakhophi abuyekeziwe emiphumela yomsebenzi ngaso sonke isikhathi lapho u-opharetha enza ngenqwaba.
Uma kunqunywa umphumela womthwalo womsebenzi, i-Montana ithola amakhophi amasha omphumela womthwalo womsebenzi ngokushesha.
I-Montana iyisingqimba se-middleware sika-Einblick, esiphethe ukugcina ulwazi lwesicelo/sendawo yokusebenza, okuvumela ukubambisana ukuvumelanisa indawo yokusebenza kubo bonke abasebenzisi (i-MongoDB), nokudlulisa imiphumela yemisebenzi ku-Laax, indawo engaphambili yayo.
Ekugcineni, i-Laax ikhodi ye-Javascript ebonisa imiphumela ye-Davos esipheqululini somsebenzisi.
Iyini i-Einblick Analytics?
I-Einblick inika amandla amaqembu ukuthi asebenzise izibalo zedatha ezithuthukisiwe ukuze anikeze izinqumo ezihlukahlukene nezinqubo zokuhlela zamasu:
Izibalo ezichazayo
Idatha ingasetshenziswa ukufunda ngokwenzeka esikhathini esidlule. Kulolu hlobo lokufunda, amathuluzi e-BI endabuko (amashadi, amadeshibhodi, nokuhlaziya okusebenzisanayo) avame ukusetshenziswa.
Kodwa, kunesizukulwane esisha samathuluzi e-BI (afana ne-Sisu) esisebenzisa umshini wokufunda ukuze sisize abahlaziyi bazulazule kumasethi edatha anobukhulu obuphezulu.
Lawa mathuluzi amasha agqamisa izishayeli eziyinhloko, thola amathrendi, futhi ancome ngisho namashadi. Bangadalula ngokuzenzakalela amaphethini nezishayeli ezibalulekile ngaphezu kokunikeza isixhumi esibonakalayo esishintshashintsha kakhulu sokwakha ukubonwa kwedatha.
Nokho, uma ufuna ukukala ama-KPI ngesikhathi sangempela, uzodinga isistimu yokuqapha, njenge-Einblick, ebuyekeza idatha ngokuzenzakalelayo futhi ithumele izexwayiso.
Ukuqagela Ukuhlaziya
Sebenzisa idatha ukuze udale amamodeli wokuqagela. Amamodeli wokubikezela kanye ne-churn ayizibonelo ezidumile kule ndawo.
Kodwa awekho yini kakade (autoML) amathuluzi avumela abantu okungebona abezobuchwepheshe ukuthi bakhiqize amamodeli?
Amathuluzi anjalo akhona - cabanga nge-KNIME, Rapid Miner, ne-Alteryx - kodwa amaningi awo asebenza ngokuphindaphinda izinjini zokuhamba komsebenzi: idatha iyangena, wenze umsebenzi othile, futhi okukhiphayo kunikezwa omunye u-opharetha.
Ungase ubuze ukuthi i-UI efana nokugeleza komsebenzi ilungile yini. Ngemva kokuzama ukuphindaphinda kwayo kwasekuqaleni, ngikholwa ukuthi ukusebenzelana kwabo komsebenzisi kufana kangcono nabantu abangebona abezobuchwepheshe.
I-Einblick ivumela abasebenzisi ukuthi bakhe futhi babelane ngamamodeli wokuqagela, kanye nokuhlanganisa nokulungisa amasethi edatha amaningi.
Okubaluleke nakakhulu, abasebenzisi bathuthukisa kancane kancane amamodeli nezinhlelo zokusebenza zedatha besebenzisa isixhumi esibonakalayo esikhangayo esibavumela ukuba bahlanganise okubonwayo, amamodeli, nokuhlaziywa kwedatha.
Izibalo ezichazayo
Ungadala ukuthi-uma, izimo, noma ukulingiswa usebenzisa idatha usebenzisa i-Einblick.
Ingakusiza futhi ukuthi uqonde ukubaluleka kokuguquguquka okubalulekile nezibikezelo, kanye nokwakha nokuhlaziya izimo. Amathuluzi athuthukile afana nokulingiswa kwe-Monte Carlo azofakwa maduze.
Ubani ongasebenzisa inkundla?
Ngaphandle komkhakha wakho, ibhizinisi, noma umsebenzi, ingakusiza wenze izinqumo eziqhutshwa idatha ngokushesha. Ezinye zazo zibalwe ngezansi:
I-1. Ezokukhiqiza
- Isibikezelo sokufunwa komkhiqizo.
- Ukugcinwa kokubikezela.
- Lungiselela abasebenzi bomugqa wokukhiqiza.
2. Umshwalense kanye Banking
- Amamodeli kufanele abuyekezwe ngokushesha ukuze aphendule izehlakalo zamanje.
- Dala isu lokumaketha elisuselwa kuzimfuneko zamakhasimende.
- Thuthukisa ukutholwa kwamakhasimende.
3. Umkhakha wezamandla
- Phenya umthelela wemvelo wesitshalo.
- Thola okungavamile kwenethiwekhi yokusabalalisa.
- Gcina umbhalo walokho okuphumayo kwezitshalo zokukhiqiza nezikhiphayo.
4. Umkhakha kahulumeni
- Bala umthelela wezinqubomgomo zesikhathi esizayo.
- Umthelela wohlelo kufanele ulinganiswe.
- Yenza izinqumo eziqhutshwa yidatha.
5. Umkhakha wezokunakekelwa kwempilo
- Ezimeni zenhlekelele, isibikezelo sabantu.
- Thuthukisa ukuphathwa kobungozi.
- Amamodeli engozi yokungeniswa kwe-prototype esheshayo.
6. Umkhakha wokudayisa
- Thuthukisa imikhankaso yokumaketha.
- Lungiselela amazinga abasebenzi usebenzisa i-Covid-19.
- Isidingo sesibikezelo phakathi kwezimo zemakethe ezishintshayo.
Izici Key
- Ukubonwa Kwedatha Amafreyimu - Sebenzisa amandla aphelele wedatha ye-Python ukuze uhlele idatha futhi uhlanganyele namasethi edatha ambalwa esikrinini esifanayo.
- Kukhanvasi Yefomu Lamahhala, Izibalo Ezibonakalayo - Ukuphindaphinda okusheshayo phakathi kokulayisha, ukuhlanza, ukuguqula, ukubonisa, kanye nokumodela idatha kukhanvasi yefomu yamahhala engenamkhawulo kuyasekelwa.
- I-Interactive Machine Learning - Yakha amamodeli e-ML usebenzisa ithuluzi le-AutoML elizuza umklomelo le-Einblick kuyilapho ugcina ukulawula okucacisiwe kwemodeli.
- Ukuthuthukisa - Lungiselela imiphumela ebalulekile enkampanini yakho, futhi ubambe ukuhwebelana okuza nezinye izindlela ezahlukahlukene.
- Ukubambisana - Ivumela ukusebenzisana komuntu siqu kanye nokude nozakwabo ekamelweni elilodwa. Yakhelwe iziphequluli zedeskithophu kanye nendawo yokuhlangana yepeni neyokuthinta.
- Easy Cloud Deployment - Isebenziseka kalula efwini lomphakathi noma eliyimfihlo futhi ihlanganisa nesitoreji sakho esikhona kanye nezinhlelo zesizindalwazi.
- Ukuvumelana nezimo - Hlanganisa eyakho imisebenzi yePython njengama-opharetha abonakalayo amasha, ubenze itholakale eqenjini lakho lonke noma inkampani.
- Amanethi Okuphepha Ezibalo – Umsizi wezibalo wenza kube lula inqubo yokukhetha uhlolo lwezibalo olufanele lwedatha yakho.
Ukuqala nge-Einblick
I-1. Ngena ngemvume
Uma wethula i-Einblick, uzotshelwa ngesikrini sokungena ngemvume.
2. Imenyu enkulu
Uzothunyelwa ku-Main Menu ngemva kokungena ngemvume.
Izingxenye eziqokonyiswe ngenhla kuzoxoxwa ngazo ngezansi.
Engeza Inkinobho Entsha
Indlela eyinhloko yokwengeza izinto ezintsha ngokusebenzisa i- Engeza okusha inkinobho. Uma uchofoza kuyo, kuvela imenyu yezinketho enemininingwane yezinto ongazengeza, njengoba kubonakala esithombeni esingezansi.
Amathebhu wento
Ungafinyelela izinhlobo eziningi zezinto ezifinyeleleka ku-Einblick ngokuchofoza amathebhu ezinto ezahlukahlukene.
Isibonelo, ukuvakashela ithebhu yezindawo zokusebenza kuzobonisa zonke izindawo zokusebenza onokufinyelela kuzo. Sicela ukhumbule ukuthi imikhiqizo ongakwazi ukuyifinyelela ngeke iboniswe lapha.
Ihlanganisa:
- Recent
- Amafayela
- Idatha
- Operators
- Abasebenzisi
Ibha yokusesha, echazwe ngezansi, ingasetshenziswa ukuhlunga izinto ezibonisiwe.
Ukucinga Bar
Ibha yokusesha inweba ukuze iveze noma yiziphi izinto ezisanda kusetshenziswa, imibuzo yakamuva, namathegi abonakala manje uma uchofoza kukho (okuchazwe ngezansi).
Emiphumeleni yosesho, noma iyiphi into enegama elifanayo noma umaka izovela.
Izinto Eziyinhloko Zemenyu
Kumenyu enkulu, into ngayinye ibhokisi limelela ongakwazi ukusebenzisana nayo. Ungahambisa lezi zinto kwenye indawo kumenyu enkulu uma ufuna ukuzihlobanisa nezinye izinto.
Izinto zingabuye zixhunywe nezinketho, ezifinyeleleka kusetshenziswa imenyu yamachashazi amathathu, njengoba kubonisiwe emfanekisweni ongezansi.
3. Layisha Isethi Yedatha
Isekela izinhlobonhlobo zokusebenzelana kwedatha, okukuvumela ukuthi ufinyelele idatha yakho kungakhathaliseki ukuthi ilele kuphi. Indlela elula yokuqalisa ngefayela le-CSV, kodwa ungaphinda uphenye Qala ngokuchofoza:
- Engeza okusha
- Ama-Datasets
- Layisha ifayela le-CSV
- Ukulayisha okusheshayo
Ifayela lakho le-CSV lizovela ku- amasethi edatha indawo yemenyu enkulu ngemva kokuba isithunyelwe ohlelweni.
4. Dala indawo yokusebenza entsha
Ukuze uqale ukuhlaziya idatha yakho, kufanele uqale wakhe indawo yokusebenza bese uyixhuma kudathasethi yakho. Inombolo engafanele yamasethi edatha ingamataniswa nendawo yokusebenza ngayinye.
Chofoza engeza okusha kanye nendawo yokusebenza ukuze udale indawo yokusebenza entsha.
Kuthebhu yezindawo zokusebenza, kuzongezwa indawo yokusebenza entsha, futhi iphaneli elingakwesokudla lizohlinzeka ngolwazi oluhlobene nendawo yokusebenza.
Hudula isithonjana sedathasethi kuthebhu yedathasethi uye endaweni yedathasethi yephaneli yendawo yokusebenza ukuze uyixhume kuyo.
Ukuze ufinyelele indawo yokusebenza, chofoza isithonjana somcibisholo kusithonjana sayo noma inkinobho evuliwe phezulu kwephaneli yayo. Ungakwazi futhi ukwengeza idathasethi endaweni yokusebenza kamuva.
5. Okokugcina, sebenzisa indawo yokusebenza
Indawo yokusebenza iyikhanvasi esebenzisanayo lapho ungabeka khona idatha ngezithombe ukuze ihlolwe, futhi wenze ukumbiwa kwedatha, kanye nemisebenzi yokumodela ebikezelwayo.
Zamanani
Ungaqala ukusebenzisa isiza ngohlelo lwayo Oluyisisekelo, olumahhala futhi olunezici eziningi. Iphinde inikeze ngezinhlelo ezimbili zeprimiyamu, ezichazwe ngezansi:
- I-Pro: $45/umsebenzisi/ngenyanga (ikhokhiswa minyaka yonke).
- Ibhizinisi: Xhumana nethimba le-Einblick ukuze uthole amanani angokwezifiso.
buhle
- Thuthukisa ukusebenzisana kokuhlaziya.
- Amamodeli athuthukisiwe kanye nemininingwane esheshayo
- Isayensi yedatha yezakhamizi inikwe amandla.
bawo
- Abanye abantu bangathola indawo yokusebenza ingakhangi.
Isiphetho
Ukufingqa, ukuhlaziya okushiwo yintando yeningi kudinga ushintsho olubalulekile endleleni abantu abasebenzisana ngayo nedatha.
I-Einblick iyinkundla yokuqala yokucubungula idatha ebonakalayo, ehlanganisa izici ezinhle kakhulu zamathuluzi e-AI amaphakathi nokuhamba komsebenzi kanye namathuluzi e-BI okubuka ngeso lengqondo.
Idizayinelwe ukusuka phansi kuya phezulu ukuze iqhubekisele phambili ukubambisana, kungaba kude noma mathupha, okuvumela amaqembu ukuthi enze izinqumo eziqhutshwa idatha.
Izame futhi wabelane nathi ngemicabango yakho.
Mark
Kuhle ukubhala, Jay. Ngisanda kuthola lokhu ngenkathi ngizama ukuthola ngo-Einblick.