Isiqulatho[Fihla][Bonisa]
Ukuba ungumfundi wokuFundisa ngoomatshini, ubuNgcali boBuchule, okanye unomdla kwisayensi yekhompyuter, mhlawumbi uyawuqonda umbono kunye nesidingo sedatha ukunceda ukuphucula inkqubo okanye inkonzo enikiweyo.
Iingxilimbela zobuchwephesha kunye neenkampani zamazwe ngamazwe zisebenzisa umthamo omkhulu wedatha ukunyusa amava kubathengi kunye nomgangatho wabo wenkonzo uwonke ngokwamkela ubuchule obuphambili bobukrelekrele beshishini ukwenza intsingiselo yedatha yabo. Enye yeendlela ezisakhulayo kunye nezona zibalulekileyo zibizwa ngokuba yi-predictive analytics.
Eli nqaku lihamba phezu kwengcamango yezixhobo zokuhlalutya kwangaphambili, ukusetyenziswa kwazo, kunye nenani lemizekelo ye Vula Umnikezi izixhobo onokuzisebenzisa!
Ziziphi iziXhobo zokuHlalutya okuCwangcisiweyo?
Izixhobo zohlalutyo oluqikelelweyo yisoftware emisela iipateni kunye nentsingiselo ngokuhlalutya kunye nokukhupha ulwazi kwidatha ekhoyo. Ezi zixhobo zisebenzisa iindlela ezahlukeneyo zokwenza izibalo ezibandakanya ukuchithwa kwedatha, imodeli eqikelelwayo, kunye nokuFunda koMatshini ukuhlalutya idatha enikeziweyo kunye nokwenza uqikelelo.
Ezi zixhobo zingasetyenziselwa ukwenza ingqiqo yeepateni ekuziphatheni kwabathengi kunye neendlela zangaphambili ukwenza isicwangciso sexesha elithile lokunyusa inzuzo kunye nempumelelo yenkonzo enikiweyo.
Ukusetyenziswa koVavanyo lokuQikelela
Kukho usetyenziso oluninzi lwezixhobo zohlalutyo oluqikelelwayo oluluhlu lwemimandla emininzi, kubandakanya:
E-yorhwebo
- Ukuhlalutya idatha yabathengi ukwenza iqela labantu ngokusekelwe kwizinto abazikhethayo kwaye uqikelele ukufana kwala maqela ukuthenga iimveliso.
- Ukuqikelela iMbuyiselo yoTyalo-mali (ROI) yamaphulo okuthengisa ekujoliswe kuwo.
- Ukuqokelela idatha kwiivenkile eziqhelekileyo ezikwi-intanethi njengeMarike yeAmazon.
Social Media Marketing
- Ukucwangcisa uhlobo kunye nohlobo lwesiqulatho sokuthumela.
- Ukuqikelela olona suku kunye nexesha elifanelekileyo lokuthumela umxholo onikiweyo.
- Ukuphatha iintengiso zikaGoogle kunye neentengiso ngokubanzi.
YeBhanki kunye ne-Inshorensi
- Ukufumana iireyithingi zekhredithi.
- Ukuchonga imisebenzi yobuqhophololo.
Ukhathalelo lwempilo
- Ukubeka iliso kwezempilo ngokubanzi.
- Ukuchonga iimpawu zokuqala zeengxaki zempilo kumntu ngamnye.
Manufacturing
- Ukulawula uluhlu lwempahla kunye nekhonkco lokubonelela.
- Ukuncedisa kwinkqubo yokuthumela kunye nokuzalisekisa.
Izixhobo zoHlalutyo eziQhelekileyo ezivulelekileyo
1. I-Orenji Data Mining
I-Orange yimbonakalo yedatha kunye nesixhobo sokuhlalutya esenza uhlalutyo oluqikelelweyo ngeprogram ebonakalayo okanye i-Python scripting. Le khithi yezixhobo ithathwa kumazwe angaphandle njengethala leencwadi lePython kwaye ibandakanya amacandelo U kufunda, i-bioinformatics, i-text mining, kunye nezinye iimpawu zokuhlalutya idatha.
Ezona mpawu
- Interactive ukubonwa kwedatha kunye neempawu zokubonisa umzobo.
- Ibandakanya inkqubo ebonakalayo.
- I-Canvas-based Graphical Indawo yomsebenzisi (GUI) yenza kube lula ukuyisebenzisa kubaqalayo.
- Uyakwazi ukwenza uhlalutyo lwedatha olulula noluntsokothileyo.
2. Anaconda
Umthombo ovulekileyo wedatha yesayensi yePython kunye neqonga lokusabalalisa le-R elingaphezulu kwe-250 yeepakethe ezahlukeneyo ezidumileyo ezisetyenziselwa ukuphatha ukupakisha kunye nokusasazwa. Olu lwabiwo lusebenzisa inzululwazi yedatha, U kufunda izicelo, kunye nokusetyenzwa kwedatha enkulu ukwenza uhlalutyo oluqikelelweyo.
Ezona mpawu
- Uhlalutyo oluphezulu, ukusetyenziswa kokuhamba komsebenzi, kunye nokusebenzisana kwedatha.
- Qhagamshela yonke imithombo yedatha ukukhupha elona xabiso liphezulu kwidatha.
- Yenza iimodeli zokuhlalutya kwangaphambili ngePython, R, kunye IJupyter Notebooks.
- Hlanganisa iimodeli zakho zohlalutyo oluqikelelweyo kwiiapps ezikrelekrele zewebhu kunye nokubonwa okusebenzisanayo.
- Sebenzisana kuwo onke amaqela enzululwazi yedatha usebenzisa iAnaconda.
3. R Imekobume yesoftware
Imekobume ye-R isetyenziselwa ukubalwa kwamanani kunye nemizobo. Iqokelela kwaye iqhube kwiinkqubo ezahlukeneyo zokusebenza ezibandakanya i-UNIX, iWindows, kunye ne-MAC OS. Lo mmandla unengqokelela enkulu yezixhobo eziphakathi zokuhlalutya idatha kunye nokuboniswa kwegraphical yohlalutyo lwedatha.
Ezona mpawu
- Ibandakanya iintlobo ngeentlobo zemifuziselo yamanani kunye nobuchule bomzobo ukwenzela uhlalutyo oluqikelelweyo.
- Ukuphathwa kwedatha okusebenzayo kunye neendawo zokugcina.
- Uluhlu lwabasebenzisi kubalo lwedatha entsonkothileyo kunye nohlalutyo lwamanani.
- Inkxaso ekhoyo kwi-intanethi kuluntu luka-R.
4. Scikit-Funda
Eli lithala leencwadi lokuFunda ngoomatshini kulwimi lwenkqubo yePython. Ibandakanya ukuhlelwa okwahlukeneyo, ukuhlehla, kunye nokudibanisa i-algorithms kuquka i-Support Vector Machines (i-SVMs), amahlathi angaqhelekanga, kunye ne-k-indlela yokudibanisa eluncedo kakhulu kwi-predictive modeling. Nangona kunjalo, ulwazi lwenkqubo oluphezulu luyafuneka ukuze ukwazi ukwenza uhlalutyo lokuxela kwangaphambili usebenzisa i-Scikit-Learn.
Ezona mpawu
- Ukuphathwa kwedatha ephezulu kubandakanya ukubonisa idatha kwifom ebonakalayo kunye ne-tabular, ukulungelelanisa idatha kwiimatriki zeempawu okanye ii-vectors ezijoliswe kuyo.
- Inani lokuhlela, ukuhlehla, kunye neemodeli ezidibeneyo ezifumanekayo kuhlalutyo oluqikelelweyo.
- Iimetriki zokuchaneka ezininzi zokuvavanya ukusebenza kwemodeli eqikelelweyo.
5. I-Weka Data Mining
I-Weka yingqokelela yee-algorithms zokuFunda ngooMatshini ukulungiselela imisebenzi yomfuziselo oqikelelweyo ebhalwe kwiJava. Ezi algorithms zingasetyenziswa kwidatha yakho ngokuthe ngqo okanye ebizwa ngokuba usebenzisa iJavascript. Iindlela zokuhlalutya idatha ezibonelelwe ngu-Weka zibandakanya ukumbiwa kwedatha, ukucubungula kwangaphambili, kunye nobuchule bokubonwayo. I-Weka ikwasebenzisa ulwahlulo, ukuhlehla, kunye neemodeli zentlanganisela kuhlalutyo oluqikelelweyo.
Ezona mpawu
- Ukulungiswa kwedatha kunye nobuchule bokubonwayo.
- Ukuhlelwa kwedatha, ukuhlehla, kunye ne-algorithms yokudibanisa.
- Imithetho yonxulumano olubanzi ukuqikelela iintsingiselo kwidatha.
- Ephathwayo kunye nememori indawo-friendly software.
6. Apache umqeqeshi
Indawo yenkqubo elula neyandisiweyo kunye nesakhelo sokwakha i-algorithms yokuFunda ngoomatshini. Imo engqongileyo ibandakanya inani le-Scala eyenziwe ngaphambili, i-Apache Spark, kunye ne-algorithms ye-Apache Flint. Le meko-bume isebenzisa iSamsara, umfuniselo wezibalo wevekhtha ofana nolwimi lwe-R olusebenza kwisikali.
Ezona mpawu
- Ukuhluza ngokubambisana ukwakha iinkqubo zokucebisa.
- I-algorithms yokudibanisa kunye nokuhlelwa kwemodeli eqikelelwayo.
- Ixhasa isethingi yezinto rhoqo ngexesha lokutsalwa kwedatha ephezulu.
- Umsebenzisi we-algebra olungelelanisiweyo kunye ne-algebra optimizer esasaziweyo yohlalutyo oluphambili lwamanani.
- Yakha i-algorithms enokunyuka yohlalutyo oluqikelelweyo.
7. GNU Octave
Le software imele ulwimi olukwinqanaba eliphezulu olulungiselelwe ukubala amanani. Le software ine-syntax enamandla ejolise kwizibalo enezicwangciso ezakhelwe ngaphakathi kunye nezixhobo zokubonisa uhlalutyo lwedatha oluphezulu. I-GNU Octave iyahambelana nezikripthi zeMATLAB kunye neenkqubo zokusebenza eziquka i-GNU/Linux, iMAC OS, kunye neWindows.
Ezona mpawu
- I-2D / 3D eyakhelwe-ngaphakathi yokucwangcisa idatha kunye nezixhobo zokubonisa.
- Ixhasa inani leepakethe zezibalo ze-GNU zohlalutyo lwedatha.
- Usebenzisa imodeli yokuqikelela ejolise kwimathematika.
- Ukukwazi ukuqhuba iimodeli zeMATLAB zokuqikelela kunye ne-algorithms yokuFunda koMatshini.
8. SciPy
Ingqokelela yesoftware esekwe kumthombo ovulekileyo wePython esetyenziselwa ubugcisa kunye nekhompyuter yesayensi. I-SciPy ineephakheji eziphambili ezibonelela ngezixhobo zekhompyuter zePython. Isebenzisa ubuchule obuphezulu bokuphatha idatha kunye nemifuziselo exela kwangaphambili kubandakanya k ummelwane okufutshane, ihlathi elingenamkhethe, kunye amanethiwekhi.
I-SciPy ifumaneka njenge Ithala leencwadi lePython kunikezelo oluninzi lwePython kwaye yiphakheji eAnaconda.
Ezona mpawu
- Iimodyuli zokuphucula, i-algebra yomgca, ukudibanisa, ukudibanisa, imisebenzi ekhethekileyo, i-FFT, kunye nezisombululi ze-ODE.
- Inika imisebenzi eyahlukeneyo yesignali, umfanekiso, kunye nokucubungula idatha.
- Ixhasa iNumPy kunye neMatplot.
isiphelo
Kuya kufuneka ngoku ube nombono olungileyo malunga nezixhobo zokuhlalutya zokuxela kwangaphambili umthombo ovulekileyo, usetyenziso lwabo, kunye nendlela abasebenzisa ngayo ubuchule obuphambili ukwenza uqikelelo ngedatha.
Zonke izixhobo ezikhankanyiweyo zikhululekile ngokupheleleyo ukuba zisetyenziswe kwaye ziyafumaneka kuye wonke umntu. Ukuba ubukhe wazisebenzisa ezi zixhobo ngaphambili, sazise malunga namava akho kumagqabantshintshi.
Shiya iMpendulo