Niba urimo kubaka cyangwa gusuzuma sisitemu zo kwigira imashini, uzahura n'imbogamizi imwe vuba cyangwa nyuma: amakuru afite label. Modele ntabwo zimenya mu buryo bw'amayobera icyo ari cyo. Abantu, politiki, ndetse rimwe na rimwe na gahunda bagomba kubigisha. None se, AI Data Labeling ni iki? Muri make, ni umuco wo kongeramo ibisobanuro ku makuru fatizo kugira ngo algorithme ibashe kubyigiraho…😊
🔗 Imyitwarire mbwirizamuco ya AI ni iki?
Incamake y'amahame mbwirizamuco ayobora iterambere n'ishyirwa mu bikorwa ry'ubuhanga mu bya siyansi.
🔗 MCP ni iki muri AI?
Asobanura porotokoli yo kugenzura icyitegererezo n'uruhare rwayo mu gucunga imyitwarire ya AI.
🔗 Edge AI ni iki?
Igaragaza uburyo ubuhanga mu gukora imibonano mpuzabitsina (AI) butunganya amakuru ku bikoresho biri ku nkengero.
🔗 Ubuhanga bwo gukora imibonano mpuzabitsina (AI) ni iki?
Ishyira ahagaragara abakozi ba AI bigenga bashobora gutegura, gutekereza, no gukora ibikorwa bigenga.
Mu by'ukuri, gukoresha AI Data Labeling ni iki? 🎯
Gushyira ibirango by'amakuru bya AI ni inzira yo gushyira ibirango, imirongo, udusanduku, ibyiciro, cyangwa amanota ku bintu byumvikana n'abantu nk'inyandiko, amashusho, amajwi, videwo, cyangwa uruhererekane rw'igihe kugira ngo moderi zishobore kubona imiterere no gutanga ibizamini. Tekereza gushyira udusanduku dukikije imodoka, ibirango by'ibintu ku bantu n'ahantu biri mu nyandiko, cyangwa amajwi y'ibyo abantu bakunda igisubizo cya chatbot bivuze ko ari ingirakamaro cyane. Hatabayeho ibi birango, kwiga bisanzwe bigenzurwa ntibigira icyo bigeraho.
Uzumva kandi ibirango byitwa ukuri kw'ibanze cyangwa amakuru ya zahabu: ibisubizo byemewe hakurikijwe amabwiriza asobanutse, bikoreshwa mu guhugura, kwemeza, no kugenzura imyitwarire y'icyitegererezo. Ndetse no mu gihe cy'imideli y'ibanze n'amakuru ya sintetike, amaseti yanditseho ibirango aracyari ingenzi mu isuzuma, gutunganya neza, gusesengura umutekano, no gupima ibintu birebire - ni ukuvuga uburyo modeli yawe yitwara ku bintu bidasanzwe abakoresha bawe bakora. Nta saa sita z'ubuntu, ahubwo ni ibikoresho byiza byo mu gikoni.
Ni iki gituma AI Data Labeling iba nziza ✅
Birumvikana: kwandika neza birambirana mu buryo bwiza. Bisa nkaho ari ibintu bizwi, bishobora gusubirwamo, kandi byanditseho byinshi cyane. Dore uko bisa:
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Inyigisho y’ubumenyi bw’umubiri: itsinda ry’ibyiciro, imico, n’imibanire witayeho.
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Amabwiriza ya kristalo: ingero zakozwe, ingero zivuguruzanya, imanza zihariye, n'amategeko agenga ikoreshwa ry'impande.
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Imirongo y'abasuzuma: amaso abiri ku gice cy'imirimo.
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Ibipimo by'amasezerano: amasezerano hagati y'abasobanura (urugero, κ ya Cohen, α ya Krippendorff) bityo upima ubwumvikane, ntabwo ari imivugire. α irafasha cyane cyane iyo uturango tubuze cyangwa abasobanura benshi bakubiyemo ibintu bitandukanye [1].
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Ubuhinzi bwo mu mpande: kusanya buri gihe uduce dutangaje, duhanganye, cyangwa duke cyane.
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Igenzura ry’ubusumbane: igenzura ry’amakuru, imiterere y’abaturage, uturere, imvugo, imiterere y’urumuri, n’ibindi.
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Inkomoko n'ubuzima bwite: gukurikirana aho amakuru yaturutse, uburenganzira bwo kuyakoresha, n'uko PII ifatwa (ibarwa nka PII, uko uyashyira mu byiciro, n'uburyo uyarinda) [5].
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Ibitekerezo ku mahugurwa: ibirango ntibiba mu irimbi ry’inyandiko-bigaruka mu kwiga neza, gutunganya no gusesengura ibintu.
Kwatura gato: uzandika amabwiriza yawe inshuro nke. Ni ibisanzwe. Kimwe no guteka ibirungo ku isupu, guhindura gato bigira akamaro kanini.
Inkuru y'ibanga: ikipe imwe yongereyeho uburyo bumwe bwo "gufata icyemezo cy'ibyo ikeneye" kuri UI yabo. Amasezerano yarazamutse kubera ko abashyiraho inyandiko baretse guhatira abantu gukeka, kandi urutonde rw'ibyemezo rwarushijeho kuba rwiza mu ijoro rimwe. Intsinzi irambiranye.
Imbonerahamwe yo kugereranya: ibikoresho byo gushyiramo amakuru ya AI 🔧
Ntabwo byuzuye, kandi yego, amagambo arimo arahindagurika gato ku bushake. Ihindagurika ry'ibiciro - buri gihe banza wemeze ku mbuga z'abacuruzi mbere yo guteganya ingengo y'imari.
| Igikoresho | Ibyiza kuri | Ishusho y'ibiciro (ikimenyetso) | Impamvu bikora |
|---|---|---|---|
| Agasanduku k'ibirango | Ibigo, CV + NLP ivanze | Ishingiye ku ikoreshwa, urwego rw'ubuntu | Imikorere myiza ya QA, ontology, n'ibipimo; ikora neza cyane ku gipimo. |
| Ukuri kw'ingenzi kwa AWS SageMaker | Imiryango ishingiye kuri AWS, imiyoboro ya HITL | Kuri buri gikorwa + ikoreshwa rya AWS | Hamwe na serivisi za AWS, amahitamo y’abantu mu buryo burambuye, infra-hook zikomeye. |
| Igipimo cya AI | Imirimo igoye, abakozi bayobowe | Ikiguzi cyihariye, gishyizwe mu byiciro | Serivisi zikora cyane hamwe n'ibikoresho; imikorere ikomeye ku masanduku akomeye. |
| SuperAnnotate | Amakipe afite icyerekezo kinini, amakipe mashya | Icyiciro, igerageza ry'ubuntu | UI igezweho, ubufatanye, ibikoresho by'ingirakamaro bifashishwa mu buryo bw'icyitegererezo. |
| Igihangange | Abatekinisiye bashaka kugenzura aho batuye | Uruhushya rw'ubuzima bwose, kuri buri mwanya | Uburyo bwo kwandika, bworoshye, uburyo bwo guteka bwihuse bukorerwa mu gace utuyemo; ni bwiza cyane kuri NLP. |
| Doccano | Imishinga ya NLP ifunguye | Ubuntu, isoko ifunguye | Ishingiye ku baturage, yoroshye kuyishyira mu bikorwa, ni nziza mu gushyira mu byiciro no gukurikirana ibikorwa |
Igenzura ry’ukuri ku biciro: abacuruzi bavanga ibiciro by’ibicuruzwa, amafaranga y’akazi, ibyiciro, ibiciro by’ubucuruzi byihariye, impushya zo gukora rimwe gusa, n’imigabane ifunguye. Politiki irahinduka; yemeza amakuru yihariye mu nyandiko z’umucuruzi mbere yuko amasoko ashyira imibare muri spreadsheet.
Ubwoko busanzwe bw'ibirango, hamwe n'amashusho yihuse yo mu mutwe 🧠
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Ishyirwa mu byiciro ry'ishusho: ikimenyetso kimwe cyangwa byinshi ku ishusho yose.
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Gutahura ibintu: udusanduku dufatanye cyangwa udusanduku tuzengurutse dukikije ibintu.
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Gutandukanya: masks zo mu rwego rwa pixel-instance cyangwa semantic; bishimishije cyane iyo bisukuye.
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Ingingo z'ingenzi n'imiterere: ibimenyetso by'ingenzi nk'ingingo cyangwa ingingo zo mu maso.
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NLP: ibirango by'inyandiko, imiterere y'ibintu byitwa amazina, imibanire, imikoranire y'ibiranga, imiterere.
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Amajwi n'imvugo: inyandiko, kwandika mu ijwi ry'umuvugizi, ibirango by'intego, ibikorwa by'amajwi.
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Videwo: udusanduku cyangwa inzira zishingiye ku ishusho, ibintu by'igihe, ibimenyetso by'ibikorwa.
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Urukurikirane rw'igihe n'ibikoresho by'ikoranabuhanga: ibintu bidafite aho bihuriye n'igihe, ibintu bidasanzwe, imiterere y'ibikorwa.
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Imikorere ibyara umusaruro: gutondekanya ibyakunzwe, ibimenyetso by'umutekano, amanota y'ukuri, isuzuma rishingiye ku mibare.
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Gushakisha & RAG: akamaro k'ibibazo n'inyandiko, ubushobozi bwo gusubiza, amakosa yo kubishakisha.
Niba ishusho ari pizza, gutandukanya ibice ni ugukata buri gice neza, mu gihe kumenya ibice ari ukugaragaza ko hari igice… hariya hantu.
Imiterere y'imikorere: kuva ku makuru magufi kugeza ku ya zahabu 🧩
Umuyoboro ukomeye wo gushyiramo ibirango ubusanzwe ukurikiza iyi miterere:
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Sobanura ontology: ibyiciro, imiterere, isano, n'ibidasobanutse byemewe.
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Amabwiriza y'ibanze: ingero, ibibazo by'inyongera, n'ingero zigoye zo guhangana nazo.
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Shyira akamenyetso ku ishakiro ry'icyitegererezo: shaka ingero amagana make zanditseho amagambo kugira ngo ubone imyobo.
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Pima amasezerano: kubara κ/α; vugurura amabwiriza kugeza igihe abashyiraho inyandiko bahurira [1].
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Igishushanyo mbonera cy'ibibazo: gutora ku bwumvikane, guca imanza, isuzuma ry'inzego, no kugenzura by'umwihariko.
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Imikorere y'umusaruro: gukurikirana umusaruro uva mu bicuruzwa, ubwiza bwabyo, n'uburyo bihinduka.
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Funga umurongo: ongera umenye, ongera utange ingero, kandi uvugurure umurongo ngenderwaho uko icyitegererezo n'ibicuruzwa bigenda bihinduka.
Inama uzishimira nyuma: komeza kwandika ibyemezo byawe. Andika buri tegeko risobanura ukongeraho n'impamvu. Ejo hazaza - uzibagirwa aho ibintu biherereye. Ejo hazaza - uzabyinubira.
Uburyo abantu babikora, kugenzura nabi, n'imitekerereze yo "gukoresha amajwi menshi, gukanda bike" 🧑💻🤝
Uburyo bwo gukorana n'abantu mu buryo bw'ikoranabuhanga (HITL) bivuze ko abantu bakorana n'abantu mu mahugurwa, isuzumabumenyi, cyangwa ibikorwa by'ikoranabuhanga - bemeza, bakosora, cyangwa ntibite ku nama z'uburyo bwo gukora. Bikoreshe kugira ngo wihutishe umuvuduko mu gihe abantu bashinzwe ubuziranenge n'umutekano. HITL ni ingenzi mu gucunga ingaruka za AI (igenzura ry'abantu, inyandiko, igenzura) [2].
Gukurikirana nabi ni amayeri atandukanye ariko yuzuzanya: amategeko agenga porogaramu, heuristics, kugenzura kure, cyangwa andi masoko asakuza abyara ibirango by'agateganyo ku rugero, hanyuma ukabyirengagiza. Porogaramu y'amakuru yamamaye ihuza amasoko menshi asakuza (azwi nka functions of labeling) no kwiga uburyo bwo kuyakoresha kugira ngo habeho imyitozo yo mu rwego rwo hejuru [3].
Mu by’ukuri, amakipe yihuta cyane avanga ibyo bitatu: ibirango by’intoki ku maseti ya zahabu, kugenzura nabi imigozi, na HITL kugira ngo yihutishe akazi ka buri munsi. Si uburiganya. Ni ubuhanga.
Kwiga neza: hitamo ikintu gikurikira cyiza cyo gushyiramo izina 🎯📈
Kwiga mu buryo bufatika bihindura umurongo usanzwe. Aho gufatira amakuru ku buryo butunguranye kugira ngo uyashyireho ikimenyetso, ureka icyitegererezo gisaba ingero zitanga amakuru menshi: kutizerana cyane, kutumvikana gukomeye, abahagarariye batandukanye, cyangwa ahantu hafi y'umupaka w'ibyemezo. Iyo ufashe icyitegererezo cyiza, ugabanya gushyiramo ikimenyetso ku myanda kandi ukibanda ku ngaruka. Ubushakashatsi bwa none buvuga ku kwiga mu buryo bwimbitse bugaragaza imikorere myiza hamwe n'ibimenyetso bike iyo umurongo wa oracle ukozwe neza [4].
Uburyo bw'ibanze ushobora gutangirana nabwo, nta gitaramo:
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Imyitozo ku gasanduku gato k'imbuto.
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Amanota kuri pisine idafite ikirango.
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Hitamo K yo hejuru ukurikije ukudasobanukirwa cyangwa ukutumvikana kw'icyitegererezo.
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Shyiraho ikimenyetso. Ongera witoze. Subiramo mu byiciro bito.
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Reba imirongo yo kwemeza n'ibipimo by'amasezerano kugira ngo udakurikirana urusaku.
Uzamenya ko bikora neza iyo moderi yawe iteye imbere nta fagitire yawe ya buri kwezi yo gushyiramo ikirango yikubye kabiri.
Igenzura ry'ubuziranenge rikora neza 🧪
Ntabwo ari ngombwa ko uteka inyanja. Itegure ibi bikurikira:
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Ibibazo bya zahabu: gushyiramo ibintu bizwi no gukurikirana ubuziranenge bwa buri kirango.
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Ubwumvikane n'ubukemurampaka: amazina abiri yigenga hamwe n'umusesenguzi ku bintu bitumvikanaho.
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Amasezerano hagati y'abasobanura: koresha α iyo ufite abasobanura benshi cyangwa utumenyetso tutuzuye, κ ku matsinda abiri; ntugahangayikishwe n'ibintu bimwe na bimwe by'ingenzi [1].
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Ivugurura ry'amabwiriza: amakosa agaruka kenshi asobanura amabwiriza adasobanutse neza, ntabwo ari amagambo mabi asobanura ibintu.
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Igenzura ry'ihindagurika ry'amazi: gereranya ikwirakwizwa ry'ibirango mu gihe, imiterere y'isi, n'imiyoboro y'injira.
Iyo uhisemo igipimo kimwe gusa, hitamo ubwumvikane. Ni ikimenyetso cyihuse cy'ubuzima. Imvugo y'ikigereranyo ifite inenge gato: niba inyuguti zawe zidahuye, icyitegererezo cyawe kiba kigenda ku biziga bihindagurika.
Imiterere y'abakozi: imbere mu rugo, BPO, imbaga y'abantu, cyangwa hybrid 👥
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Imbere mu nzu: ni byiza cyane ku makuru y’ingenzi, imiterere y’ibintu bitandukanye, no kwiga byihuse mu buryo butandukanye.
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Abacuruzi b'inzobere: imikorere ihoraho, amahugurwa yatojwe, no gukwirakwiza amakuru mu turere tw'igihe.
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Crowdsourcing: ihendutse kuri buri gikorwa, ariko uzakenera uburyo bukomeye bwo kugenzura ubutumwa bwa spam.
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Hybrid: komeza itsinda ry'inzobere kandi urusheho gukoresha ubushobozi bwo hanze.
Icyo wahitamo cyose, shora imari mu gutangira, amahugurwa ku murongo, isuzuma ry'imikorere, no gutanga ibitekerezo kenshi. Ibirango bihendutse bituma abantu bahindura inyuguti eshatu ntabwo bihendutse.
Igiciro, igihe, n'inyungu ku isoko: igenzura ryihuse ry'ukuri 💸⏱️
Ibiciro bigenwa hakurikijwe abakozi, urubuga, n'ibipimo ngenderwaho. Kugira ngo ugire igenamigambi rihamye, shushanya umurongo wawe w'ibikorwa utya:
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Intego y'umusaruro: ibintu ku munsi kuri buri muntu ushyiraho ikimenyetso × abashyiraho ikimenyetso.
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Amafaranga y'ibanze ku nguzanyo: % yashyizwemo ibirango bibiri cyangwa yasuzumwe.
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Igipimo cyo gusubiramo imirimo: ingengo y'imari yo kongera gutanga ibisobanuro nyuma yo kuvugurura amabwiriza.
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Kuzamura ikoranabuhanga: inyuguti zibanza zifashijwe n'icyitegererezo cyangwa amategeko agenga porogaramu bishobora kugabanya imbaraga zikoreshwa n'intoki ku gice cy'ingenzi (atari igitangaza, ahubwo bifite akamaro).
Niba kugura ibintu bisaba nimero, bahe icyitegererezo - ntabwo ari ugutekereza - kandi ukomeze kuvugurura uko amabwiriza yawe ahora ahinduka.
Imitego uzahura nayo nibura rimwe, n'uburyo bwo kuyirinda 🪤
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Amabwiriza agenda yiyongera: amabwiriza ahinduka inkuru nshya. Kosora ukoresheje ibiti by'ibyemezo + ingero zoroshye.
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Ibyiciro by'abantu: ibyiciro byinshi cyane bifite imipaka idasobanutse. Huza cyangwa ushyireho "ibindi" bikomeye hamwe na politiki.
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Gushyira mu byiciro umuvuduko ukabije: ibirango byihuse bihumanya bucece amakuru y’amahugurwa. Shyiramo zahabu; gabanya igipimo ku misozi mibi cyane.
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Gufunga ibikoresho: imiterere yo kohereza hanze bite. Fata icyemezo hakiri kare ku miterere ya JSONL n'amarangamuntu y'ibintu bidafite idempotent.
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Kwirengagiza isuzuma: niba utabanje gushyira ikimenyetso ku ikoreshwa rya eval, ntuzigera umenya neza icyateye imbere.
Tuvugishije ukuri, uzasubira inyuma rimwe na rimwe. Nta kibazo. Amayeri ni ukwandika inyuma kugira ngo ubutaha bizabe ari ukubigambiriye.
Ibibazo Bikunze Kubazwa Bito: ibisubizo byihuse kandi by'ukuri 🙋♀️
Q: Gushyira ibirango cyangwa ibisobanuro - biratandukanye?
A: Mu by'ukuri abantu babikoresha mu buryo butandukanye. Gushyira ibirango ni igikorwa cyo gushyira ibirango cyangwa gushyira ibirango. Gushyira ibirango akenshi bivuze ko umuntu afite imitekerereze y'ukuri n'ibisubizo n'amabwiriza. Ibirayi, ibirayi.
Q: Ese nshobora gusimbuka kwandika ibirango kubera amakuru yakozwe cyangwa kwigenzura?
A: Ushobora kubigabanya , ntubisimbuke. Uracyakeneye amakuru yanditswe kugira ngo usuzume, urebe uko ibintu bimeze, umenye neza, kandi umenye imyitwarire yihariye ku bicuruzwa. Gukurikiranwa nabi bishobora gutuma urushaho kwiyongera mu gihe kwandika ibirango n'intoki byonyine bitazaguca intege [3].
Q: Ese nkeneye ibipimo by'ubuziranenge niba abasuzuma banjye ari abahanga?
A: Yego. Impuguke nazo ntizemeranya. Koresha ibipimo by'amasezerano (κ/α) kugira ngo ubone ibisobanuro bidasobanutse neza n'ibyiciro bidasobanutse neza, hanyuma ukomeze ontology cyangwa amategeko [1].
Q: Ese kuba abantu bakora ibikorwa byo kwamamaza gusa?
A: Oya. Ni uburyo bufatika aho abantu bayobora, bagakosora, kandi bagasuzuma imyitwarire y’icyitegererezo. Birasabwa mu buryo bwizewe bwo gucunga ibyago bya AI [2].
Q: Ni gute nashyira imbere ibyo nshyira ku rutonde nyuma?
A: Tangira wige ukoresheje imbaraga: fata ingero zitazwi cyane cyangwa zitandukanye kugira ngo buri rutonde rushya ruguhe kunoza icyitegererezo [4].
Inyandiko zo mu murima: ibintu bito bigira itandukaniro rikomeye ✍️
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Bika y'isesengura ry'imiterere y'amakuru (taxonomy) muri repo yawe. Ifate nk'aho ari kode.
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Bika za mbere na nyuma y'igihe cyose uvugurura amabwiriza.
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Kora agakoresho gato k'izahabu gatunganye kandi kayirinde kwanduzwa.
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Hindura amasomo yo gupima: garagaza ibintu 10, shyiramo utumenyetso mu buryo bucece, gereranya, ganira, vugurura amategeko.
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Kurikirana uburyo bwo gusesengura abakoresha labeler , nta soni ufite. Uzabona amahirwe yo guhugura, ntabwo ari abagizi ba nabi.
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Ongeraho ibitekerezo bifashijwe n'icyitegererezo mu buryo butagira umumaro. Niba amagambo abanziriza aya ari yo, agabanya abantu. Niba akenshi ari yo, ni ubumaji.
Amagambo ya nyuma: ibirango ni urwibutso rw'ibicuruzwa byawe 🧩💡
Ni iki gikuru cya AI Data Labeling? Ni uburyo bwawe bwo guhitamo uko moderi ikwiye kubona isi, gufata umwanzuro umwe witonze. Bikore neza maze byose byoroshye: kunoza neza, gusubira inyuma guke, impaka zisobanutse neza ku mutekano no kubogama, kohereza ibintu mu buryo bworoshye. Bikore mu buryo butari bwo kandi uzakomeza kwibaza impamvu moderi yitwara nabi - mu gihe igisubizo kiri mu bubiko bwawe cyanditseho izina ritari ryo. Si ibintu byose bikeneye itsinda rinini cyangwa porogaramu nziza - ariko byose bikeneye kwitabwaho.
Igihe kirekire cyane Sinagisomye: shora imari mu bushakashatsi bw'ibanze, wandike amategeko asobanutse neza, pima amasezerano, vanga amabwiriza y'intoki n'aya porogaramu, hanyuma ureke kwiga neza bihitemo ikintu gikurikira cyiza. Hanyuma ongera usubiremo. Ongera usubiremo. Kandi nanone… kandi bitangaje, uzabyishimira. 😄
Amareferensi
[1] Artstein, R., & Poesio, M. (2008). Amasezerano hagati y’abakoresha kode (Inter-Coder) ku bumenyi bw’indimi zo kubara. Ubushakashatsi ku bumenyi bw’indimi zo kubara, 34 (4), 555–596. (Avuga ku κ/α n’uburyo bwo gusobanura amasezerano, harimo n’amakuru abura.)
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[2] NIST (2023). Urwego rw'Ubutasi bw'Ubukorano mu Kugenzura Ingaruka z'Ibibazo (AI RMF 1.0). (Igenzura ry'abantu, inyandiko, n'igenzura ry'ingaruka z'ubutasi bwizewe.)
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[3] Ratner, AJ, De Sa, C., Wu, S., Selsam, D., & Ré, C. (2016). Porogaramu y'amakuru: Gukora Amatsinda Manini y'Imyitozo, Byihuse. NeurIPS. (Uburyo bw'ibanze bwo kugenzura nabi no gukumira urusaku rw'amajwi.)
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[4] Li, D., Wang, Z., Chen, Y., n'abandi (2024). Ubushakashatsi ku kwigira mu buryo bwimbitse: Iterambere rya vuba aha n'imipaka mishya. (Ibihamya n'imiterere y'ukwigira mu buryo bunoze.)
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[5] NIST (2010). SP 800-122: Ubuyobozi bwo Kurinda Ibanga ry'Amakuru Ashobora Kumenyekana ku Giti Cyawe (PII). (Icyo PII Ifatwa n'uburyo bwo kuyarinda mu muyoboro wawe w'amakuru.)
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