Mu gice cyanjye giheruka, twashizeho ukuri gushingiye: kubakoresha gukoresha no kwishingikiriza kuri AI, bagomba kubyizera. Twaganiriye ku kwizerana kuba inyubako zinyuranye, zubakiye ku myumvire yubushobozi bwa AI, Ubugiraneza, Ubunyangamugayo, no guhanura. Ariko bigenda bite iyo AI, mubwenge bwayo bucece, algorithmic, ifata icyemezo gisiga umukoresha urujijo, gucika intege, cyangwa no kubabaza? Gusaba inguzanyo birahakana, indirimbo ukunda ntabura kuboneka kurutonde, kandi umwirondoro wujuje ibyangombwa wanze mbere yuko umuntu abibona. Muri ibi bihe, ubushobozi no guhanura birasenyuka, kandi ineza yumva isi iri kure. Ibiganiro byacu ubu bigomba guhinduka bivuye kumpamvu yo kwizerana muburyo bwo gukorera mu mucyo. Urwego rwa AI rusobanurwa (XAI), rwibanda ku guteza imbere uburyo bwo gutuma umusaruro wa AI wunvikana ku bantu, wagaragaye kugirango ukemure iki kibazo, ariko akenshi usanga ari ikibazo cya tekiniki gusa kubashakashatsi mu makuru. Ndemeza ko ari ikibazo gikomeye cyo gushushanya ibicuruzwa bishingiye kuri AI. Nakazi kacu nkabanyamwuga ba UX guca icyuho hagati yo gufata ibyemezo bya algorithmic no gusobanukirwa kwabantu. Iyi ngingo itanga ubuyobozi bufatika, bufatika bwuburyo bwo gukora ubushakashatsi no gushushanya kubisobanurwa. Tuzimuka hejuru yijambo ryijambo no mubisebo, duhindure ibitekerezo bya XAI bigoye muburyo bwo gushushanya ushobora gutangira gukoresha uyumunsi. De-mystifying XAI: Amahame yibanze kubakoresha UX XAI ni ugusubiza ikibazo cyumukoresha: "Kuki?" Kuki neretswe iri tangazo? Kuki iyi firime nsabwa? Kuki icyifuzo cyanjye cyanze? Tekereza nka AI yerekana akazi kayo kubibazo by'imibare. Bitabaye ibyo, ufite igisubizo gusa, kandi uhatirwa kugifata kubwo kwizera. Mu kwerekana intambwe, wubaka gusobanukirwa no kwizera. Uremerera kandi akazi kawe kugenzurwa kabiri no kugenzurwa nabantu bigira ingaruka. Ikiranga Akamaro Nibintu bifatika Hano hari tekinike nyinshi dushobora gukoresha kugirango dusobanure cyangwa dusobanure ibibera hamwe na AI. Mugihe uburyo butandukanye kuva gutanga logique yose yigiti cyicyemezo kugeza kubyara incamake yururimi karemano rwibisohoka, bibiri muburyo bwingirakamaro kandi bugira ingaruka kumakuru abimenyereza UX bashobora kwinjiza muburambe nibyingenzi bifite akamaro (Ishusho 1) nibitandukanye. Ibi nibisanzwe byoroshye kubakoresha kubyumva kandi nibikorwa cyane kubashushanya gushyira mubikorwa.
Akamaro Akamaro Ubu buryo bwo gusobanura busubiza, “Ni ibihe bintu by'ingenzi AI yatekereje?” Nukumenya impinduka zambere 2-3 zagize ingaruka zikomeye kubisubizo. Numutwe, ntabwo inkuru yose. Urugero: Tekereza AI iteganya niba umukiriya azahungabana (guhagarika serivisi zabo). Akamaro kihariye gashobora kwerekana ko "umubare wabaterefona bahamagaye mukwezi gushize" na "izamuka ryibiciro biheruka" nibyo bintu bibiri byingenzi muguhitamo niba umukiriya ashobora gutitira.
Kurwanya Ubu buryo bukomeye burasubiza, “Niki nkeneye guhindura kugirango mbone ibisubizo bitandukanye?” Ibi nibyingenzi kuko biha abakoresha imyumvire yikigo. Ihindura "oya" itesha umutwe igakora "itaragera." Urugero: Tekereza sisitemu yo gusaba inguzanyo ikoresha AI. Umukoresha yangiwe inguzanyo. Aho kubona gusa "Gusaba kwangwa," ibisobanuro bivuguruzanya nabyo byasangira, "Niba amanota y'inguzanyo yawe yari hejuru y'amanota 50, cyangwa niba igipimo cy'umwenda ku nyungu cyari munsi ya 10%, inguzanyo yawe yari kwemerwa." Ibi biha Sarah intambwe isobanutse, ifatika ashobora gutera kugirango abone inguzanyo mugihe kizaza.
Gukoresha Icyitegererezo Cyamakuru Kuzamura Ibisobanuro Nubwo ibintu bya tekiniki bikunze gukemurwa nabahanga mu bumenyi, bifasha abimenyereza UX kumenya ko ibikoresho nka LIME (Local Interpretable Model-agnostic Explanations) isobanura ubuhanuzi bwa buri muntu ugereranije nicyitegererezo cyaho, hamwe na SHAP (SHapley Additive exPlanations) ikoresha uburyo bwimikino yimikino kugirango isobanure umusaruro wuburyo ubwo ari bwo bwose bwo kwiga imashini zikoreshwa mugukuramo ubushishozi "bubi". Aya masomero afasha cyane cyane guhagarika icyemezo cya AI cyo kwerekana inyongeramusaruro zagize uruhare runini kubisubizo byatanzwe. Iyo bikozwe neza, amakuru ashingiye kumyanzuro yigikoresho cya AI arashobora gukoreshwa mukuvuga inkuru ikomeye. Reka tunyure mubintu byingenzi nibihabanye kandi twerekane uburyo siyanse yamakuru yihishe inyuma yicyemezo ishobora gukoreshwa mukuzamura uburambe bwabakoresha. Noneho rekagutwikira ibintu byingenzi bifashishije ibisobanuro byaho (urugero, LIME) amakuru: Ubu buryo burasubiza, "Kuki AI yampaye iki cyifuzo cyihariye, nonaha?" Aho gusobanura muri rusange uburyo icyitegererezo gikora, gitanga impamvu yibanze kumurongo umwe, wihariye. Ni umuntu ku giti cye kandi akubiyemo ibintu. Urugero: Tekereza sisitemu yo gukoresha imiziki ikoreshwa na AI nka Spotify. Ibisobanuro byaho byasubiza, “Kuki sisitemu yagusabye iyi ndirimbo yihariye ya Adele kuri ubu?” Ibisobanuro birashobora kuba: “Kuberako uherutse kumva izindi ballade nyinshi zamarangamutima n'indirimbo z'abagore baririmba amajwi.”
Hanyuma, reka dusuzume gushyiramo Ibisobanuro bishingiye ku gaciro (urugero: Shapley Additive Explanations (SHAP)) kugirango bisobanurwe ku cyemezo: Iyi ni verisiyo irambuye yingirakamaro yibisubizo isubiza iti: "Nigute buri kintu cyasunikiraga umwanzuro muburyo bumwe cyangwa ubundi?" Bifasha kwiyumvisha icyangombwa, kandi niba ingaruka zacyo ari nziza cyangwa mbi. Urugero: Tekereza banki ikoresha icyitegererezo cya AI kugirango ihitemo niba wemera gusaba inguzanyo.
Akamaro k'ibiranga: Umusaruro w'icyitegererezo ushobora kwerekana ko amanota y'inguzanyo y'usaba inguzanyo, amafaranga yinjiza, hamwe n'umwenda-ku-byinjira byari ibintu by'ingenzi mu cyemezo cyarwo. Ibi birasubiza ibyingenzi. Akamaro Akamaro hamwe nagaciro gashingiye kubisobanuro (SHAP): Indangagaciro SHAP yatwara akamaro gakomeye hashingiwe kubintu by'icyitegererezo.
Ku nguzanyo yemewe, SHAP irashobora kwerekana ko amanota menshi yinguzanyo yatumije cyane icyemezo cyo kwemezwa (ingaruka nziza), mugihe igipimo kiri hejuru gato ugereranije n’ikigereranyo cy’umwenda-ku nyungu cyakuweho gato (ingaruka mbi), ariko ntibihagije guhakana inguzanyo. Ku nguzanyo yangiwe, SHAP irashobora kwerekana ko amafaranga make hamwe n’ibibazo byinshi byabajijwe mu nguzanyo biherutse gufata icyemezo cyo guhakana, kabone niyo amanota y'inguzanyo yari meza.
Ibi bifasha ushinzwe inguzanyo gusobanurira usaba ibirenze ibyatekerezwaga, uburyo buri kintu cyagize uruhare mu cyemezo cya nyuma "yego" cyangwa "oya". Ni ngombwa kumenya ko ubushobozi bwo gutanga ibisobanuro byiza akenshi butangira kare mugihe cyiterambere. Abahanga mu bumenyi naba injeniyeri bafite uruhare runini mugushiraho nkana icyitegererezo hamwe numuyoboro wamakuru muburyo busanzwe bushyigikira ibisobanuro, aho kugerageza kubishimangira nkibitekerezo. Amatsinda yubushakashatsi nogushushanya arashobora kubitezimbere mugutangiza ibiganiro hakiri kare naba siyanse naba injeniyeri kubijyanye n’abakoresha bakeneye gusobanukirwa, bigira uruhare mu iterambere ryibipimo bisobanurwa, hamwe no gufatanya gusobanura ibisobanuro kugirango barebe ko ari ukuri kandi bifashisha abakoresha. XAI N'imyitwarire ya AI: Gupakurura kubogama n'inshingano Usibye kubaka ikizere, XAI igira uruhare runini mugukemura ingaruka zikomeye zimyitwarire ya AI *, cyane cyane kubogama kwa algorithmic. Tekinike yo gusobanurwa, nko gusesengura indangagaciro za SHAP, irashobora kwerekana niba ibyemezo byikitegererezo bigira ingaruka zidasanzwe ku mico yoroheje nkubwoko, igitsina, cyangwa imibereho yubukungu, nubwo ibyo bintu bitakoreshejwe neza nkibisubizo bitaziguye. Kurugero, niba icyitegererezo cyo kwemeza inguzanyo gihora giha agaciro SHAP indangagaciro kubasabye kuva mubaturage runaka, byerekana kubogama gukeneye iperereza, guha imbaraga amakipe kugaragara no kugabanya ingaruka zakarengane. Imbaraga za XAI nazo zizana ubushobozi bwo "gukaraba neza." Nkuko "icyatsi kibisi" kiyobya abaguzi kubijyanye n’ibidukikije, gukaraba bisobanurwa bishobora kubaho mugihe ibisobanuro bigenewe guhishira, aho kumurika, imyitwarire ya algorithmic iteye ikibazo cyangwa kubogama. Ibi birashobora kwigaragaza nkibisobanuro byoroheje bikuraho ibintu bigira ingaruka zikomeye, cyangwa ibisobanuro byerekana ingamba zifatika kugirango bigaragare ko bitabogamye cyangwa biboneye kuruta uko biri. Irashimangira inshingano zimyitwarire yabatoza UX gutegura ibisobanuro bisobanutse neza kandi byemewe. Abakora umwuga wa UX, ku bufatanye n’abahanga mu bumenyi n’imyitwarire, bafite inshingano zikomeye mu kumenyekanisha impamvu y’icyemezo, ndetse n’imbogamizi n’uburyo bubogamye bw’icyitegererezo cya AI. Ibi bikubiyemo gushyiraho ibyifuzo byukuri kubakoresha kubijyanye na AI, kumenya aho icyitegererezo gishobora kuba cyizewe, no gutanga inzira zisobanutse zo kwitabaza cyangwa gutanga ibitekerezo mugihe abakoresha babonye ibisubizo bidakwiye cyangwa atari byo. Gukemura ibibazoibipimo byimyitwarire bizadufasha kubaka sisitemu ya AI mubyukuri kandi byizewe. Kuva Muburyo Kuri Mockups: Igishushanyo mbonera cya XAI Kumenya ibitekerezo ni ikintu kimwe; kubishushanya nibindi. Dore uburyo dushobora guhindura ubu buryo bwa XAI muburyo bwo gushushanya. Icyitegererezo 1: Itangazo "Kuberako" (Kubiranga Akamaro) Ubu ni bwo buryo bworoshye kandi akenshi bukora neza. Nibisobanuro bitaziguye, imvugo yoroshye igaragara kumpamvu yibanze yibikorwa bya AI.
Heuristic: Ba inyangamugayo kandi mugufi. Kuyobora hamwe nimpamvu imwe ikomeye cyane. Irinde jargon uko byagenda kose.
Urugero: Tekereza serivisi itunganya umuziki. Aho kwerekana gusa urutonde rwa "Menya Icyumweru", wongeyeho umurongo muto wa microcopy. Icyifuzo cyindirimbo: "Velvet Morning" Kuberako wumva "The Fuzz" nizindi rutare zo mumutwe.
Icyitegererezo cya 2: "Niki-Niba" Igikorana (Kubirwanya) Ibinyuranyo mubisanzwe byerekeranye no guha imbaraga. Inzira nziza yo kubahagararira ni uguha abakoresha ibikoresho byimikorere kugirango bashakishe ibishoboka ubwabo. Ibi nibyiza kubukungu, ubuzima, cyangwa izindi porogaramu zishingiye ku ntego.
Heuristic: Tanga ibisobanuro bikorana kandi biguha imbaraga. Reka abakoresha babone impamvu n'ingaruka zo guhitamo kwabo.
Urugero: Imigaragarire yo gusaba inguzanyo. Nyuma yo guhakana, aho kugirango iherezo ryapfuye, uyikoresha abona igikoresho cyo kumenya uburyo ibintu bitandukanye (iki-niba) bishobora gukina (Reba Ishusho 1).
Icyitegererezo cya 3: Kumurika Reel (Kubisobanuro byaho) Iyo AI ikora igikorwa kubirimo uyikoresha (nko kuvuga muri make inyandiko cyangwa kwerekana amasura kumafoto), ibisobanuro bigomba guhuzwa neza ninkomoko.
Heuristic: Koresha ibimenyetso bifatika nko kumurika, gutondekanya, cyangwa ibisobanuro kugirango uhuze ibisobanuro bitaziguye na interineti isobanura.
Urugero: Igikoresho cya AI cyerekana incamake yingingo ndende.AI-Yakozwe na Incamake Ingingo: Ubushakashatsi bwambere bwerekanye icyuho cyamasoko kubicuruzwa birambye.Isoko mu nyandiko: "... Isesengura ryacu rya Q2 ryerekana imigendekere yisoko ryerekanaga byimazeyo ko ntamunywanyi ukomeye wakoreraga neza abakoresha ibicuruzwa byangiza ibidukikije, bikagaragaza icyuho gikomeye cyamasoko kubicuruzwa birambye ..."
Icyitegererezo cya 4: Gusunika-no-Gukurura Amashusho (kubisobanuro bishingiye ku gaciro) Kubindi byemezo bigoye, abakoresha bashobora gukenera kumva imikoranire yibintu. Amashusho yoroshye yerekana amashusho arashobora kubisobanura neza atarenze.
Heuristic: Koresha amakuru yoroshye, yerekana amabara yerekana amashusho (nk'imbonerahamwe y'utubari) kugirango werekane ibintu byagize ingaruka nziza kandi mbi.
Urugero: AI yerekana umwirondoro wumukandida kumurimo.Kubera iki uyu mukandida ari umukino wa 75%: Ibintu bisunika amanota hejuru: 5+ Imyaka UX Ubushakashatsi UburambeProficient muri PythonFactors itera amanota hasi: Nta burambe hamwe na B2B SaaS
Kwiga no gukoresha ubu buryo bwo gushushanya muri UX yibicuruzwa byawe bya AI bizafasha kongera ibisobanuro. Urashobora kandi gukoresha tekinoroji yinyongera ntarimo ndimo ndimbitse hano. Ibi birimo ibi bikurikira:
Ibisobanuro byururimi karemano: Guhindura umusaruro wa tekiniki ya AI mu mvugo yoroshye, yo kuganira yumuntu abantu badasanzwe bashobora kumva byoroshye. Ibisobanuro bivuguruzanya: Gutanga impamvu yumusaruro wa AI mugihe cyihariye nahantu, ni ngombwa cyane kubikorwa byumukoresha. Amashusho ajyanye: Gukoresha imbonerahamwe, ibishushanyo, cyangwa ubushyuhe kugirango ugaragaze mu buryo bugaragara inzira ya AI yo gufata ibyemezo, bigatuma amakuru atoroshye kandi yorohereza abakoresha kubyumva.
Icyitonderwa Kuri Impera Yanyuma: Guhindura ibisubizo bisobanurwa muburambe bwabakoresha ubunararibonye nabyo birerekana uburyo bwihariye bwo gutekereza. Abateza imbere-amaherezo bakunze gushushanya nigishushanyo cya API kugirango bagarure neza amakuru yo gusobanura, hamwe ningaruka zikorwa (nkibihe nyabyo-bisekuru byibisobanuro kuri buri mikoreshereze yabakoresha) bakeneye igenamigambi ryitondewe kugirango birinde ubukererwe. Ingero Zimwe-Zisi UPS Umurwa mukuru wo Gutanga UPS ikoresha AI kugirango itange "amanota yo gutanga ibyiringiro" kuri aderesi kugirango hamenyekane ko bishoboka ko paki yibwa. Porogaramu ya DeliveryDefense isesengura amakuru yamateka ahantu, inshuro yatakaye, nibindi bintu. Niba adresse ifite amanota make, sisitemu irashobora guhita ihinduranya paki kuri UPS igera ahantu hizewe, igatanga ibisobanuro byicyemezo (urugero, "Package yerekejwe ahantu hizewe kubera amateka yubujura"). Sisitemu yerekana uburyo XAI ishobora gukoreshwa mukugabanya ingaruka no kubaka ikizere cyabakiriya binyuzegukorera mu mucyo. Ibinyabiziga byigenga Izi modoka zigihe kizaza zizakenera gukoresha neza XAI kugirango zifashe ibinyabiziga byabo gufata ibyemezo byizewe, byumvikana. Iyo imodoka yikoreye feri itunguranye, sisitemu irashobora gutanga ibisobanuro nyabyo kubikorwa byayo, kurugero, mukumenya umunyamaguru winjira mumuhanda. Ibi ntabwo ari ingenzi gusa kuborohereza abagenzi no kwizerana ahubwo ni itegeko risabwa kugirango hagaragazwe umutekano nuburyozwe bwa sisitemu ya AI. Ubuzima bwa IBM Watson (nibibazo byayo) Nubwo bikunze kuvugwa nkurugero rusange rwa AI mubuvuzi, nubushakashatsi bwingirakamaro kubwakamaro ka XAI. Kunanirwa kwa Watson kumushinga wa Oncology byerekana ibishobora kugenda nabi mugihe ibisobanuro bidasobanutse, cyangwa mugihe amakuru yibanze abogamye cyangwa adahari. Ibyifuzo bya sisitemu rimwe na rimwe ntibyari bihuye n’imikorere y’ubuvuzi bwaho kuko byari bishingiye ku mabwiriza yo muri Amerika. Ibi bikora nk'impanuro yo gukenera gukenera gusobanurwa neza. Uruhare rwumushakashatsi UX: Kwerekana no Kwemeza Ibisobanuro Igishushanyo mbonera cyacu gikora neza mugihe bakemuye ibibazo byabakoresha mugihe gikwiye. Ibisobanuro bisubiza ikibazo umukoresha adafite ni urusaku gusa. Aha niho ubushakashatsi bwa UX buhinduka ingirabuzimafatizo zihuza ingamba muri XAI, tukemeza ko dusobanura icyo nuburyo ibyo bifitiye akamaro abakoresha bacu. Uruhare rwumushakashatsi ni bubiri: icya mbere, kumenyesha ingamba mukumenya aho ibisobanuro bikenewe, naho icya kabiri, kwemeza ibishushanyo bitanga ibyo bisobanuro. Kumenyesha Ingamba za XAI (Ibyo Gusobanura) Mbere yo gutegura ibisobanuro bimwe, tugomba gusobanukirwa nuburyo bwubwenge bwumukoresha wa sisitemu ya AI. Bizera ko ikora iki? Nihehe tandukaniro riri hagati yo gusobanukirwa kwabo nukuri kwa sisitemu? Nibikorwa byibanze byumushakashatsi UX. Ibitekerezo by'icyitegererezo cyo mu mutwe: Gupakurura Abakoresha imyumvire ya sisitemu ya AI Binyuze mu biganiro byimbitse, byubatswe, abakora imyitozo ya UX barashobora kubona ubumenyi butagereranywa muburyo abakoresha babona kandi bakumva sisitemu ya AI. Iri somo ryateguwe kugirango bashishikarize abakoresha gushushanya cyangwa gusobanura "imitekerereze yabo" yimbere yukuntu bizera ko AI ikora. Ibi akenshi bikubiyemo kubaza ibibazo byafunguye bisaba abakoresha gusobanura logique ya sisitemu, ibyinjira, nibisohoka, kimwe nubusabane hagati yibi bintu. Ibi biganiro birakomeye kuko bikunze kwerekana ibitekerezo byimbitse nibitekerezo abakoresha bafite kuri AI. Kurugero, umukoresha akorana na moteri yerekana ibyifuzo ashobora kwemeza adashidikanya ko sisitemu ishingiye gusa kumateka yabo yo kureba. Ntibashobora kumenya ko algorithm nayo ikubiyemo ibintu byinshi, nkigihe cyumunsi barimo kureba, ibintu bigenda byerekanwa kurubuga, cyangwa ningeso zo kureba kubakoresha. Gupfundura iki cyuho hagati yimitekerereze yumukoresha na logique nyayo ishingiye kuri AI ni ngombwa cyane. Iratubwira neza amakuru yihariye dukeneye kuvugana nabakoresha kugirango tubafashe kubaka icyitegererezo cyukuri kandi gikomeye cya sisitemu. Iyi nayo, ni intambwe yibanze yo gutsimbataza ikizere. Iyo abakoresha basobanukiwe, ndetse no murwego rwo hejuru, uburyo AI igera kumyanzuro cyangwa ibyifuzo byayo, birashoboka cyane ko bizera ibisubizo byayo kandi bakishingikiriza kumikorere yayo. Ikarita y'urugendo rwa AI: Kwibira cyane mubakoresha ikizere no gusobanurwa Mugushushanya neza urugendo rwumukoresha hamwe nuburyo bukoreshwa na AI, twunguka ubushishozi butagereranywa mugihe nyacyo aho urujijo, gucika intege, cyangwa no kutizerana gukomeye kugaragara. Ibi bivumbuye ibihe bikomeye aho imitekerereze yumukoresha yerekana uburyo AI ikora itongana nimyitwarire yayo. Tekereza kuri serivise itunganya umuziki: Ese umukoresha yizera ko yagabanutse mugihe ibyifuzo byo gukina byunvikana "bidashoboka," bidafite aho bihuriye nibimenyerewe byo gutegera kera cyangwa ibyo bakunda? Ibi bigaragara ko bidahwitse ni ikibazo kiziguye kubakoresha ibyo bategerejweho no gukosora ubwenge no kutubahiriza amasezerano adasubirwaho ko AI yumva uburyohe bwabo. Mu buryo nk'ubwo, muri porogaramu yo gucunga amafoto, abakoresha bafite ibibazo byo gucika intege mugihe imiterere ya AI yo gushushanya amafoto idahwema kumenya umwe mubagize umuryango ukunda? Iri kosa rirenze ikosa rya tekiniki; ikubita kumutima wukuri, kwimenyekanisha, ndetse ndetseguhuza amarangamutima. Izi ngingo zububabare nibimenyetso bifatika byerekana neza aho bikenewe neza, bisobanutse, kandi bisobanutse. Ibisobanuro nkibi bikora nkuburyo bukomeye bwo gusana, bikosora kutizerana, iyo bidakemuwe, bishobora gutuma abakoresha batererana. Imbaraga za mapping yingendo za AI ziri mubushobozi bwayo bwo kutuyobora birenze gusobanura gusa umusaruro wanyuma wa sisitemu ya AI. Nubwo gusobanukirwa ibyo AI yabyaye ari ngombwa, akenshi ntibihagije. Ahubwo, iyi nzira iduhatira kwibanda ku gusobanura inzira mu bihe bikomeye. Ibi bivuze gukemura:
Kuki umusaruro runaka watanzwe: Byatewe namakuru yihariye yinjira? Ubwubatsi bw'icyitegererezo runaka? Ni ibihe bintu byagize ingaruka ku cyemezo cya AI: Ese ibintu bimwe byari bifite uburemere burenze? Nigute AI yageze kumyanzuro yayo: Turashobora gutanga ibisobanuro byoroshye, bisa nibikorwa byimbere? Ni ibihe bitekerezo AI yatanze: Haba hari gusobanukirwa byimazeyo umugambi wumukoresha cyangwa amakuru akeneye kugaragara? Inzitizi za AI ni izihe: Kumenyekanisha neza ibyo AI idashobora gukora, cyangwa aho ubunyangamugayo bwayo bushobora guhungabana, byubaka ibyifuzo bifatika.
Ikarita yurugendo rwa AI ihindura imyumvire idasobanutse ya XAI muburyo bufatika, bufatika kubakoresha UX. Iradushoboza kurenga kubiganiro byerekeranye no gusobanurwa ahubwo tukerekana ibihe nyabyo aho umukoresha yizeye, atanga ubushishozi bukenewe bwo kubaka uburambe bwa AI bukomeye, buboneye, bwumvikana, kandi bwizewe. Ubwanyuma, ubushakashatsi nuburyo dukuramo ibintu bitazwi. Itsinda ryanyu rishobora kuba impaka kuburyo bwo gusobanura impamvu inguzanyo yangiwe, ariko ubushakashatsi bushobora kwerekana ko abakoresha bahangayikishijwe cyane no kumva uburyo amakuru yabo yakoreshejwe mbere. Nta bushakashatsi, turimo gukeka gusa ibyo abakoresha bacu bibaza. Gufatanya Kubishushanyo (Nigute wasobanura AI yawe) Ubushakashatsi bumaze kumenya icyo gusobanura, gufatanya gufatanya hamwe nigishushanyo biratangira. Abashushanya barashobora kwerekana imiterere twaganiriye kare - imvugo ya "Kuberako", ibishushanyo mbonera - n'abashakashatsi barashobora gushyira ibyo bishushanyo imbere yabakoresha kugirango barebe niba bifashe. Ikigamijwe Gukoreshwa & Kwipimisha Kugerageza: Turashobora gukora ubushakashatsi bwubushakashatsi bugerageza cyane cyane ibice bya XAI. Ntabwo twabaza gusa, “Ibi biroroshye gukoresha?” Turabaza tuti: "Nyuma yo kubona ibi, ushobora kumbwira mumagambo yawe impamvu sisitemu yasabye iki gicuruzwa?" cyangwa “Nyereka icyo wakora kugirango urebe niba ushobora kubona ibisubizo bitandukanye.” Intego hano ni ugupima gusobanukirwa no gukora, hamwe nibikoreshwa. Gupima Icyizere ubwacyo: Turashobora gukoresha ubushakashatsi bworoshye nubunzani bwo kugereranya mbere na nyuma yo kwerekana ibisobanuro. Kurugero, turashobora kubaza umukoresha kurwego rwamanota 5, "Wizera kangahe iki cyifuzo?" mbere yuko babona imvugo "Kuberako", hanyuma bakongera kubabaza nyuma. Ibi bitanga imibare yerekana niba ibisobanuro byacu byimura inshinge kubwizere. Iyi nzira ikora loop ikomeye, itera. Ibyavuye mu bushakashatsi biramenyesha igishushanyo mbonera. Igishushanyo noneho kirageragezwa, kandi ibyagaragaye bishya bigaburirwa itsinda ryabashushanyijeho kunonosorwa. Ahari imvugo "Kuberako" yari jargony cyane, cyangwa "Niki-Niba" slide yari iteye urujijo kuruta guha imbaraga. Binyuze muri uku kwemeza gufatanya, turemeza ko ibisobanuro byanyuma bisobanutse neza mubuhanga, byumvikana neza, bifite akamaro, kandi byubaka abantu kubantu bakoresha ibicuruzwa. Zone ya Goldilocks Ibisobanuro Ijambo rikomeye ryo kwitondera: birashoboka gusobanura-birenze. Nko mu mugani, aho Goldilocks yashakishaga igikoma cyari 'gikwiye', intego yo gusobanura neza ni ugutanga urugero rukwiye - ntabwo ari byinshi kandi atari bike. Bombarding ukoresha hamwe nimpinduka zose murugero bizagushikana kumutwe urenze kandi birashobora kugabanya ikizere. Intego ntabwo ari ugukora uyikoresha siyanse. Igisubizo kimwe nukumenyekanisha buhoro buhoro.
Tangira byoroshye. Kuyobora hamwe n'amagambo magufi "Kuberako". Kubakoresha benshi, ibi bizaba bihagije. Tanga inzira irambuye. Tanga ihuza risobanutse, rito-rito nka "Wige Byinshi" cyangwa "Reba uko ibi byagenwe." Hishura ibintu bigoye. Inyuma yuwo murongo, urashobora gutanga ibitambambuga, amashusho, cyangwa urutonde rurambuye rwibintu.
Ubu buryo butandukanye bwubaha abakoresha nubuhanga, butanga umubare ukwiyey'amakuru kubyo bakeneye. Reka twiyumvire ko ukoresha ibikoresho byurugo byubwenge bitanga ubushyuhe bwiza bushingiye kubintu bitandukanye. Tangira byoroshye: “Kuri ubu urugo rwawe rushyutswe kuri dogere 72, akaba aribwo bushyuhe bwiza bwo kuzigama ingufu no guhumurizwa.” Tanga inzira irambuye: Munsi yibyo, umurongo muto cyangwa buto: "Kuki dogere 72 ari nziza?" Hishura ibintu bigoye: Kanda iyo link bishobora gufungura ecran nshya yerekana:
Igikoresho cyerekanwe kubushyuhe bwo hanze, ubushuhe, nurwego ukunda rwoguhumuriza, byerekana uburyo ibyo bihindura ubushyuhe bwasabwe. Amashusho yo gukoresha ingufu mubushyuhe butandukanye. Urutonde rwibintu bitanga umusanzu nka "Igihe cyumunsi," "Ubushyuhe bwo hanze buriho," "Gukoresha ingufu zamateka," na "Occupancy sensor."
Nibyiza guhuza uburyo bwinshi bwa XAI nubu buryo bwa Goldilocks Zone yuburyo bwo gusobanura, bunganira kumenyekanisha buhoro buhoro, burabishigikira byimazeyo. Urashobora gutangirira kumagambo yoroshye "Kuberako" (Icyitegererezo 1) kugirango ubyumve neza, hanyuma utange umurongo "Wige Byinshi" uhishura "Niki-Niba" Igikorwa (Igishushanyo 2) cyangwa "Gusunika-Gukurura Amashusho" (Pattern 4) kugirango ukore ubushakashatsi bwimbitse. Kurugero, sisitemu yo gusaba inguzanyo irashobora kubanza kwerekana impamvu yambere yo guhakana (akamaro kingenzi), hanyuma ikemerera uyikoresha gukorana nigikoresho "Niki-Niba" kugirango abone uko impinduka kumafaranga yinjiza cyangwa ideni ryahindura ibisubizo (ibinyuranye), hanyuma, hanyuma, gutanga imbonerahamwe irambuye "Gusunika-no-Gukurura" (ibisobanuro bishingiye kubiciro) kugirango werekane umusanzu mwiza kandi mubi mubintu byose. Ubu buryo butandukanye butuma abakoresha bagera kurwego rwibisobanuro bakeneye, mugihe babikeneye, birinda ubwenge burenze urugero mugihe bagitanga mucyo byuzuye. Kumenya ibikoresho XAI nuburyo bwo gukoresha ni umurimo wubushakashatsi bwuzuye UX. Ikiganiro cyicyitegererezo cyo mumutwe hamwe no gushushanya ikarita ya AI ningirakamaro muguhitamo ibyo umukoresha akeneye hamwe nububabare bujyanye no gusobanukirwa na AI. Ikiganiro cyicyitegererezo cyibitekerezo gifasha gutahura abakoresha nabi imyumvire yukuntu AI ikora, byerekana aho bikenewe ibisobanuro byibanze (nkibisobanuro byingenzi cyangwa ibisobanuro byaho). Ku rundi ruhande, ikarita y’urugendo rwa AI, igaragaza ibihe bikomeye byo kwitiranya cyangwa kutizerana mu mikoreshereze y’umukoresha na AI, byerekana aho ibisobanuro byinshi bya granular cyangwa interineti (nk'ibinyuranyo cyangwa ibisobanuro bishingiye ku gaciro) byagira akamaro kanini mu kubaka ikizere no gutanga ikigo.
Ubwanyuma, inzira nziza yo guhitamo tekinike ni ukureka ubushakashatsi bwabakoresha bukayobora ibyemezo byawe, ukemeza ko ibisobanuro wateguye bikemura ibibazo byabakoresha nibibazo, aho gutanga ibisobanuro bya tekiniki kubwinyungu zabo bwite. XAI kubakozi bashinzwe gutekereza cyane Bumwe muri sisitemu nshya ya AI, izwi nkibintu byimbitse byo gutekereza, bitanga "urunigi rwibitekerezo" kuri buri gikorwa kitoroshye. Ntibavuga gusa inkomoko; berekana inzira yumvikana, intambwe-ku-ntambwe banyuze kugirango bagere ku mwanzuro. Mugihe uku gukorera mu mucyo gutanga imiterere yingirakamaro, gukina-gukina-gukina ibice byinshi birashobora kumva bikabije kubakoresha kugerageza gusa kurangiza umurimo. Amahame ya XAI, cyane cyane Zone ya Goldilocks yo gusobanura, akurikizwa hano. Turashobora gutunganya urugendo, dukoresheje kumenyekanisha gutera imbere kugirango twerekane gusa umwanzuro wanyuma nintambwe igaragara cyane mubitekerezo. Abakoresha barashobora noneho guhitamo kugirango babone ibyuzuye, birambuye, intambwe nyinshi zo gutekereza mugihe bakeneye kugenzura inshuro ebyiri logique cyangwa gushaka ukuri kwihariye. Ubu buryo bwubaha ibitekerezo byabakoresha mugihe cyo kubungabunga umucyo wuzuye. Intambwe Zikurikira: Guha imbaraga Urugendo rwawe XAI Ibisobanuro ni inkingi yibanze yo kubaka ibicuruzwa byizewe kandi byiza bya AI. Kubimenyereza bateye imbere bashaka gutwara iyi mpinduka mumuryango wabo, urugendo ntirurenze igishushanyo mbonera mubuvugizi no kwiga guhoraho. Kugirango urusheho gusobanukirwa no gushyira mubikorwa, tekereza gushakisha ibikoresho nkibikoresho bya AI Ibisobanuro 360 (AIX360) biva mubushakashatsi bwa IBM cyangwa Google Niki-Niba Igikoresho, gitanga inzira zogukora ubushakashatsi bwimyitwarire yicyitegererezo nibisobanuro. Kwishora hamwe nabaturage nka Forumu ishinzwe AI cyangwa amatsinda yihariye yubushakashatsi yibanze kuri AI ishingiye ku bantu birashobora gutanga ubushishozi butagereranywa n'amahirwe yo gufatanya. Hanyuma, ube umuvugizi wa XAI mumuryango wawe.Ikadiri isobanurwa nkigishoro cyibikorwa. Reba ikibanza kigufi kubuyobozi bwawe cyangwa amakipe akorana: Ati: "Mu gushora imari muri XAI, tuzarenga kubaka ikizere; tuzihutisha iyakirwa ry'abakoresha, tugabanye amafaranga yo gushyigikirwa duha imbaraga abakoresha kubyumva, kandi tugabanye ingaruka zikomeye zishingiye ku myitwarire no mu mategeko tugaragaza kubogama. Ibi ni igishushanyo cyiza n'ubucuruzi bufite ubwenge."
Ijwi ryawe, rishingiye ku myumvire ifatika, ni ingenzi mu kuvana AI mu gasanduku kirabura no mu bufatanye n’abakoresha.
