Isethi Yedatha Yekhasimende Yezitolo - idatha yezivakashi zesitolo: i-id, ubulili, iminyaka, imali engenayo, isilinganiso sezindleko. (Inketho yohlelo lokusebenza:Iphrojekthi Yokuhlukanisa Ikhasimende Ngokufunda Ngomshini )I-Iris Dataset - isethi yedatha yabaqalayo, equkethe osayizi bama-sepals namacembe ezimbali ezihlukahlukene.Isethi yedatha ye-MNIST — isethi yedatha yezinombolo ezibhalwe ngesandla. Izithombe zokuqeqeshwa ezingu-60 nemifanekiso yokuhlola engu-000.I-Boston Housing Dataset iyidathasethi edumile yokubonwa kwephethini. Iqukethe ulwazi mayelana nezindlu e-Boston: inani lamafulethi, izintengo eziqashisayo, inkomba yobugebengu.Isethi Yedatha Yokutholwa Kwezindaba Ezingamanga - iqukethe okufakiwe okungu-7796 okumakiwe kwezindaba: iqiniso noma amanga. (Inketho yohlelo lokusebenza enekhodi yomthombo kuPython:Iphrojekthi yePython yokuthola izindaba ezingelona iqiniso )Isethi yedatha yekhwalithi yewayini - iqukethe ulwazi mayelana newayini: Amarekhodi angama-4898 anamapharamitha ayi-14.Idatha ye-SOCR - Ukuphakama Nesisindo Sedathasethi - inketho enhle ukuqala. Iqukethe amarekhodi angu-25 obude nesisindo sabantu abaneminyaka engu-000 ubudala.
I-athikili ihunyushwe ngosekelo lwe-EDISON Software, okuyiyonaugcwalisa imiyalo evela e-Southern China "kahle kakhulu" Futhiithuthukisa izinhlelo zokusebenza zewebhu namawebhusayithi .I-Parkinson Dataset - Amarekhodi ayi-195 eziguli ezine-Parkinson's disease, anemingcele yokuhlaziya engama-25. Ingasetshenziselwa ukuhlola kokuqala umehluko phakathi kwabantu abagulayo nabantu abanempilo. (Inketho yohlelo lokusebenza enekhodi yomthombo kuPython:Iphrojekthi Yokufunda Ngomshini Wokuthola Isifo sika-Parkinson )I-Titanic Dataset — liqukethe ulwazi olumayelana nabagibeli (iminyaka yobudala, ubulili, izihlobo ezisemkhunjini, njll.) 891 kusethi yokuqeqeshwa kanye nama-418 kusethi yokuhlola.Isethi yedatha ye-Uber Pickups - ulwazi mayelana nohambo oluyizigidi ezingu-4.5 ku-Uber ngo-2014 kanye nezigidi ezingu-14 ngo-2015. (Inketho yohlelo lokusebenza enekhodi yomthombo ku-R:Iphrojekthi Yokuhlaziya Idatha ye-Uber ku-R )Idatha ye-Chars74k - iqukethe izithombe zezimpawu zaseBrithani nezaseCanada zamakilasi angama-64: 0-9, AZ, az. 7700 7.7k izithombe zemvelo, 3400k ezibhalwe ngesandla, 62000 amafonti enziwe ikhompuyutha.Isethi Yedatha Yokutholwa Kokukhwabanisa Kwekhadi Lesikweletu - iqukethe ulwazi mayelana nokuthengiselana kwamakhadi esikweletu asengozini. (Inketho yohlelo lokusebenza enomthombo:Iphrojekthi Yokufunda Yomshini Wokutholwa Kokukhwabanisa Kwekhadi Lesikweletu )Isethi yedatha yezinhloso ze-Chatbot — ifayela le-JSON eliqukethe omaka abahlukahlukene: imikhonzo, sala kahle, i-hospital_search, i-pharmacy_search, njll. Iqukethe isethi yezifanekiso zezimpendulo zemibuzo. (Inketho yohlelo lokusebenza enekhodi yomthombo kuPython:Iphrojekthi ye-Chatbot kuPython )Isethi yedatha ye-imeyili ye-Enron - iqukethe izinhlamvu eziyingxenye yesigidi ezivela kubaphathi be-Enron abayi-150.I-Yelp Dataset - iqukethe izincomo eziyizigidi eziyi-1,2 ezivela kubasebenzisi abayizigidi eziyi-1,6 mayelana nezinhlangano eziyizigidi eziyi-1,2.Isethi yedatha ye-Jeopardy — okurekhodiwe kwemibuzo nezimpendulo ezingaphezu kuka-200 ezivela emdlalweni kamabonakude odumile.Isincomo sedathasethi Yezinhlelo - ingosi eneqoqo ledathasethi evela eNyuvesi yase-UCSD. Iqukethe amarekhodi ezibuyekezo kumasayithi adumile (Goodreads, Amazon). Kuhle kakhulu ekudaleni amasistimu wokuncoma. (Inketho yohlelo lokusebenza enekhodi yomthombo ku-R:Iphrojekthi Yesistimu Yesincomo Se-movie ku-R )UCI Spambase Dataset - isethi yedatha yokuqeqesha yokuthola ugaxekile. Iqukethe izinhlamvu ezingu-4601 ezinamapharamitha angu-57 wemethadatha.Isethi yedatha ye-Flickr 30k - izithombe namagama-ncazo angaphezu kuka-30. (Isethi yedatha ye-Flickr 8k - 8000 izithombe. Iphrojekthi yomthombo wePython:Iphrojekthi Ye-Python Yesithombe-ncazo Yesithombe )Izibuyekezo ze-IMDB - Ukubuyekezwa kwama-movie angu-25 kusethi yokuqeqeshwa kanye nezi-000 kusethi yokuhlola. (Inketho yohlelo lokusebenza enekhodi yomthombo ku-R:Iphrojekthi Yesayensi Yedatha Yokuhlaziya Imizwa )Idatha ye-MS COCO - 1,5 million izithombe ezimakiwe.I-CIFAR-10 ne-CIFAR-100 idathasethi — I-CIFAR-10 iqukethe izithombe ezincane ezingu-60,000 zamaphikiseli angu-32*32 izinombolo 0-9. CIFAR-100 - ngokulandelana, 0-100.I-GTSRB (ibhentshimakhi yokuqaphela uphawu lomgwaqo lwaseJalimane) Isethi yedatha - izithombe ezingu-50 zezimpawu zomgwaqo ezingu-000. (Inketho yohlelo lokusebenza enekhodi yomthombo kuPython:Iphrojekthi yePython Yokuqashelwa Kwezimpawu Zethrafikhi )Isethi yedatha ye-ImageNet - iqukethe imishwana engaphezu kuka-100 kanye nezithombe ezingaba ngu-000 umusho ngamunye.Isethi Yedatha Yezithombe Ze-Breast Histopathology - idathasethi iqukethe izithombe zamasampula omdlavuza webele. (Inketho yohlelo lokusebenza enekhodi yomthombo ivuliweI-Breast Cancer Classification Python Project )Isethi yedatha ye-Cityscapes - iqukethe izichasiselo zekhwalithi ephezulu zokulandelana kwamavidiyo emigwaqo emadolobheni ahlukahlukene.Isethi yedatha ye-Kinetics - iqukethe isixhumanisi se-URL samavidiyo ekhwalithi ephezulu angaba izigidi ezi-6,5.Isethi yedatha ye-MPII yokuma komuntu - idathasethi iqukethe izithombe ezingu-25 zokuma komuntu ezinezichasiselo ezihlangene.20BN-into-idathasethi v2 - isethi yamavidiyo ekhwalithi ephezulu abonisa ukuthi umuntu wenza kanjani isenzo esithile.Isethi yedatha ye-Object 365 — isethi yedatha yezithombe zekhwalithi ephezulu enamabhokisi ahlanganisa izinto.Isethi yedatha yokudweba isithombe - iqukethe izithombe ezingaphezu kuka-1000 ezinemidwebo yazo yohlaka.Idatha ye-CQ500 - idathasethi iqukethe ama-491 CT scan ekhanda anezingcezu eziyi-193.Idatha yedatha ye-IMDB-Wiki — isethi yedatha enezithombe zobuso ezingaphezu kwezigidi ezingu-5 ezimakwe ubulili nobudala. (Inketho yohlelo lokusebenza enekhodi yomthombo ivuliweIphrojekthi yePython yokutholwa kobulili nobudala )Isethi yedatha ye-YouTube 8M - Idathasethi yevidiyo efakwe ilebula equkethe ama-ID wevidiyo e-YouTube ayizigidi eziyi-6,1Isethi yedatha ye-Urban Sound 8K — iqoqo ledatha yemisindo yasemadolobheni (iqukethe imisindo yasemadolobheni engama-8732 evela kumakilasi ayi-10).Isethi yedatha ye-LSUN - isethi yedatha yezigidi zezithombe ezinemibala yezigcawu nezinto (cishe izithombe eziyizigidi ezingama-59, izigaba zezigcawu eziyi-10 ezihlukene kanye nezigaba zezinto ezingama-20).Isethi yedatha ye-RAVDESS - Isizindalwazi sokulalelwayo nokubonwayo senkulumo ethinta inhliziyo. (Inketho yohlelo lokusebenza enekhodi yomthombo ivuliweIphrojekthi Ye-Python Yokuqashelwa Kwenkulumo )Isethi yedatha ye-Librispeech — isethi yedatha iqukethe amahora ayi-1000 enkulumo yesiNgisi enezimpawu ezihlukile.Isethi yedatha ye-Baidu Apolloscape — isethi yedatha yokuthuthukiswa kobuchwepheshe bokuzishayela.I-Quandl Data Portal - inqolobane yedatha yezomnotho neyezimali (kunokuqukethwe kwamahhala nokukhokhelwayo).I-World Bank Open Data Portal - ulwazi lwemalimboleko ekhishwe yiBhange Lomhlaba emazweni asathuthuka.Iphothali yedatha ye-IMF iyingosi yesikhwama semali samazwe ngamazwe eshicilela idatha yezimali zamazwe ngamazwe, izilinganiso zezikweletu, ukutshalwa kwezimali, izimali zokushintshaniswa kwamanye amazwe kanye nempahla.Iphothali Yedatha ye-American Economic Association (AEA) - Insiza yokusesha idatha ye-macroeconomic yase-US.Iphothali Yedatha Ye-Google Trends - Idatha yethrendi ye-Google ingasetshenziswa ukuhlola ngokubuka nokuhlaziya idatha.Iphothali Yedatha Yemakethe Yezezimali iyinsiza yolwazi lwakamuva lwezimakethe zezimali emhlabeni jikelele.Idatha.gov Iphothali - Ingosi yedatha evulekile kahulumeni wase-US (ezolimo, ezempilo, isimo sezulu, imfundo, amandla, ezezimali, isayensi nocwaningo, njll.).Iphothali Yedatha: Vula idatha kahulumeni (India) iyinkundla yedatha kahulumeni evulekile yaseNdiya.Indawo yokudla i-Atlas Data Portal - iqukethe idatha yocwaningo mayelana nokudla okunomsoco e-United States.Iphothali Yedatha Yezempilo iyingosi yoMnyango Wezempilo Nezinsizakalo Zabantu wase-US.Centers for Disease Control and Prevention Data Portal - iqukethe idatha ebanzi ehlobene nezempilo.London Datastore Portal - idatha mayelana nezimpilo zabantu eLondon.I-Canada Government Open Data Portal - ingosi yedatha evulekile mayelana nabantu baseCanada (ezolimo, ubuciko, umculo, imfundo, uhulumeni, ukunakekelwa kwezempilo, njll.)
Funda kabanzi
Amaphrojekthi womthombo ovulekile ayi-14 wokuthuthukisa amakhono eSayensi Yedatha (alula, ajwayelekile, aqinile) I-Dojo yangaphambili: amaphrojekthi okuqeqesha amakhono onjiniyela (ama-5 amasha + ama-43 amadala) I-12 ephezulu ethakazelisa kakhulu ye-IT Dynamic Infographics
Source: www.habr.com