Mu by'ukuri ubuhanga bwo gukora imibonano mpuzabitsina (AI) ni iki? [Videwo n'ibibazo]

Igisubizo kigufi: Ubuhanga bwo gukora imibonano mpuzabitsina (AI) ni umuryango mugari w’ubuhanga bwo kubara bumenya imiterere, bugateganya ibintu, bugatanga ibikubiye mu bushakashatsi kandi, mu buryo bwimbitse, bugafata ingamba. Bushobora kugira akamaro cyane iyo amakuru yizewe, uburenganzira busobanutse neza n’isuzuma ry’abantu byubakiye kuri bwo, ariko umusaruro mwiza ntugomba gufatwa nk’ikimenyetso cy’ukuri cyikora.

Ibintu by'ingenzi byakunzwe:

Gushyira mu bikorwa inshingano: Guha abantu inshingano mu byemezo by'ingenzi, cyane cyane aho ubuhanga mu gukora imibonano mpuzabitsina (AI) bushobora gukora amakosa akomeye.

Gushyira mu mucyo: Sobanura neza amakuru, amategeko n'uburenganzira sisitemu ya AI ishingiraho.

Igenzura: Reba umusaruro w'ingenzi w'amakuru, uw'ubuvuzi, uw'amategeko, uw'imari n'uw'ubucuruzi mbere yo kugira icyo ubikoraho.

Igenzura: Gerageza ubuhanga bwo gukora igenzura rishingiye ku ikoranabuhanga (AI) hamwe n'ingero zigaragaza ibyo wakoze hanyuma wandike ibyavuye mu mikorere myiza n'amakosa yatanzwe.

Kurwanya gukoresha nabi: Kugabanya uburyo bwo kwinjira, gukumira ibikorwa bidashyigikiwe no kugeza ku bantu imanza zitazwi neza.

1. Mu by'ukuri, ubuhanga bwo gukora imibonano mpuzabitsina (AI) ni iki? Ibisobanuro byoroshye

Ubwenge bw'ubukorano, cyangwa AI, bivuga sisitemu za mudasobwa zishobora gukora imirimo ijyanye n'ubwenge bw'abantu.

Iyo mirimo ishobora kuba ikubiyemo:

• Gusobanukirwa ururimi

• Kumenya ibintu mu mashusho

• Guhanura ibizaba nyuma

• Gutanga inama

• Gukora inyandiko, amashusho, amajwi, cyangwa videwo

• Gutahura imiterere mu makuru manini cyane

• Gufata ibyemezo bishingiye ku makuru ahari

• Kwigira ku ngero

• Gukemura ibibazo bimwe na bimwe

Ingingo imwe ni ingenzi hano.

Ubuhanga bwo gutekereza ku bwenge (AI) ntabwo bugomba gutekereza nk'umuntu kugira ngo butange umusaruro usa n'aho ari umunyabwenge.

Gahunda ya ess ntabwo ihora ihangayikishijwe no kumenya niba gutanga igitambo cya musenyeri wayo byumvikana nk'ibikwiye mu marangamutima. Uburyo bwo gusaba abandi ntibwibanda ku nkuru ikomeza kukwereka. Icyitegererezo cy'ururimi ntigikeneye umwarimu muto w'icyongereza uba muri mudasobwa.

Ahubwo, izi sisitemu zitunganya amakuru zikoresheje moderi z'imibare, algorithms, amakuru y'amahugurwa, amategeko, amahirwe, n'ingano nini y'imibare.

Umusozo ushobora kugaragara nk'umuntu utangaje.

Ariko uburyo bwo gukora ibintu buri hasi buratandukanye cyane.

Iryo tandukaniro rirakomeye kurusha uko abantu rimwe na rimwe babyumva.

2. Ubuhanga bwo gukora imibonano mpuzabitsina (AI) ntibumeze nk'ubwonko bwa robo ahubwo bumeze nk'imashini ihanura ibintu

Iyo abantu bumvise "ubwenge bw'ubukorano", bakunze kwiyumvisha ikintu gisa n'ubwonko bw'umuntu bw'ubukorano.

Birumvikana. Ubuhanga mu bya siyansi bumaze imyaka myinshi butanga amaso meza ya AI, amajwi ateye ubwoba, ibitekerezo bikomeye biteye amakenga, ndetse n'ubwoko bw'icyuma.

Ubuhanga bwo gukora imibonano mpuzabitsina mu buryo bw’ikoranabuhanga (AI) muri rusange ntibukoresha cyane sinema.

Sisitemu nyinshi za none za AI zikora binyuze mu guhanura.

Tekereza ku buryo bwo gukoresha ururimi.

Iyo wanditse:

"Injangwe yari yicaye ku gitanda..."

sisitemu isuzuma amagambo ashobora gukurikiraho mu mibare.

Birashoboka:

• umutanda

• hasi

• intebe

• intebe

Ntabwo ifata interuro imwe mu mutwe gusa ngo iyigarure. Icyitegererezo giteye imbere bihagije cyize isano igoye hagati y'amagambo, ibitekerezo, imiterere y'interuro, ibitekerezo, imiterere, ibintu n'imiterere.

Hanyuma ihanura urukurikirane rujyanye neza n'aho ibintu biherereye. Guhanura ijambo rikurikira neza bisaba kwiga byinshi ku rurimi.

Kandi ururimi rurimo ... mu by'ukuri ibintu byose abantu bavugaho.

Amateka. Imibare. Guteka. Porogaramu. Imibanire. Fiziki. Impaka ku bijyanye no kumenya niba inanasi ikwiriye pizza.

Bityo rero igikorwa gisa n'aho ari gito gishobora gutanga imyitwarire igoye cyane.

Birumvikana ko iyi mvugo ifite aho igarukira. Kwita AI igezweho "irangiza byihuse" bisa no kwita indege "icyuma gifite amababa gusa." Mu by'ukuri, hari ikintu cyihishemo, ariko igice kinini gishimishije cyarazimiye.

3. Ubwenge bw'ubukorano bwiga bute?

Aha niho imashini yinjirira mu kiganiro.

Porogaramu gakondo muri rusange ikora binyuze mu mabwiriza asobanutse neza.

Umukozi ushinzwe porogaramu ashobora kwandika ati:

• Iyo umukoresha yinjiyemo ijambo ry'ibanga rikwiye, yemerere kwinjira.

• Niba ubushyuhe burenze urugero runaka, koresha ubukonje.

• Niba ikintu kidahari mu bubiko, shyira ikimenyetso cy'uburiganya.

Ayo mabwiriza yateguwe nkana.

Kwiga imashini bihindura inzira.

Aho gushyiraho buri tegeko n'intoki, abakora porogaramu batanga ingero cyangwa amakuru ya sisitemu bakayemerera kuvumbura imiterere.

Tekereza ugerageza gukora porogaramu ishobora kumenya injangwe mu mafoto.

Kwandika amategeko asobanutse neza byahita biba ibisekeje.

Ushobora kugerageza:

• Shaka amatwi afite mpandeshatu.

• Shaka ubwanwa.

• Shaka amaguru ane.

• Shaka ubwoya.

Hanyuma umuntu ashyira ifoto y'imbwebwe.

Ntabwo ari byo rwose.

Cyangwa ingwe.

Cyangwa injangwe yikubise mu kibuno kidasobanutse neza aho ushobora kubona amaguru yayo neza.

Kwiga imashini bikemura ikibazo mu buryo butandukanye. Icyitegererezo gishobora gutozwa ku makusanyirizo menshi y'ingero hanyuma kikamenya buhoro buhoro imiterere y'amashusho ifitanye isano n'injangwe.

Si ukwiga "injangwe" nk'uko umwana muto abyiga.

Ariko mu mibare, icyitegererezo kirushaho kugira ubushobozi bwo kumenya imiterere ijyanye n'icyiciro.

Muri make, ibyo ni isomo ry'imashini - nubwo muri make harimo ububiko bwinshi bwa aljebra igororotse.

4. Ubuhanga bwo gutekereza ku ikoranabuhanga (AI) ugereranije n'uburyo bwo kwigira ku mashini ugereranije n'uburyo bwo kwigira ku buryo bwimbitse (Deep

Aya magambo ahora avangavanga, kimwe mu mpamvu abantu bakoresha "AI" nk'interuro ihuriweho hafi ya buri kintu cyose.

Uburyo bworoshye bwo kubatandukanya ni ubu.

Ubwenge bw'ubukorano ni bwo busitani bugari.

Kwiga imashini ni bumwe mu buryo bukoreshwa mu gukora sisitemu za AI.

Kwiga mu buryo bwimbitse ni ubwoko bwihariye bw'imyitozo ngororamubiri ikoresha imiyoboro minini y'imitsi ifite ibice byinshi.

Hanyuma hari ikoranabuhanga rya AI rikora ku buryo bworoshye (generative AI), ryibanda ku guhanga ibisubizo bishya nk'inyandiko, amashusho, umuziki, kode, imvugo, cyangwa videwo.

Imbonerahamwe yo kugereranya

Igihembwe	Ikoreshwa risanzwe	Icyo bisobanura mu by'ukuri	Uburyo bwihuse bwo kubitekerezaho
Ubwenge bw'ubukorano	Icyiciro kinini cy'imashini zigira imirimo isa n'iy'ubwenge	Robotike, abafasha, igenamigambi, inama	Umutaka munini
Kwiga imashini	Imiterere yo kwigira kuri sisitemu uhereye ku makuru	Gutahura uburiganya, inama, ibyo wahanuye	Kwigira ku ngero
Kwiga mu buryo bwimbitse	Kwiga imashini hakoreshejwe imiyoboro y'imitsi ifite ibyiciro byinshi	Iyerekwa, imvugo, ingero z'ururimi zigezweho	ML, ariko byimbitse cyane... mu by'ukuri
Ikoranabuhanga rya AI rikora	Ubuhanga bwo gukora ibihangano (AI) bwagenewe gukora ibintu bishya	Inyandiko, amashusho, kode, amajwi	Ishami rishinzwe guhanga udushya
Kwikora ku buryo bwikora	Porogaramu ikurikiza inzira zagenwe mbere	Imikorere isubiramo, kwinjiza amakuru	Ubusanzwe amategeko, ntabwo ari "kwiga"

Itandukaniro ni ingenzi kuko si buri sisitemu yikora ari AI.

Niba imashini yawe ya kawa izimya nyuma y'iminota icumi, ndagushimiye - birashoboka ko udafite laboratwari y'ubutasi bw'ubukorano.

Ni igihe gusa.

5. Imiyoboro y'imitsi ni iki?

Imiyoboro y'imitsi ni sisitemu y'imibare yahumetswe na neuron z'ibinyabuzima.

Iyo nteruro ituma bumvikana nk'amayobera. Si ubwonko bw'ubukorano bugenda buzenguruka muri mudasobwa.

Urusobe rw'imitsi rugizwe n'ibice by'imibare bihujwe bitunganya amakuru.

Mu gihe cy'amahugurwa, umuyoboro uhindura agaciro k'imibare y'imbere yitwa ibipimo cyangwa uburemere.

Izo mpinduka zemerera sisitemu kuba nziza mu gutanga umusaruro w'agaciro.

Tekereza nk'ikimenyetso cy'ubuyobozi kigoye cyane gifite utubuto duto dushobora guhindurwamo miliyari nyinshi.

Imyitozo ikomeza gukurura izo ngingo inshuro nyinshi.

Igisubizo kitari cyo?

Hindura utubuto.

Igisubizo cyiza kurushaho?

Bihindure mu buryo butandukanye.

Bikore inshuro zihagije, mu makuru ahagije kandi ufite imbaraga zihagije zo gukoresha mudasobwa, maze umuyoboro utangira gukora ibintu bigoye biwufasha kumenya no gukora imiterere.

Birumvikana ko kuvuga ngo "hindura utubuto" bituma imyaka myinshi ya siyansi ya mudasobwa isa n'aho umuntu atunganya radiyo ishaje ... ariko nk'icyitegererezo cyo mu mutwe, bikora neza cyane.

6. Impamvu AI isa nkaho iteye ubwenge cyane mu buryo butunguranye

Ubwenge bw'ubukorano si ikintu kimwe cyavumbuwe mu ijoro rimwe.

Urubuga rw'ibanze rwabayeho igihe kirekire.

Icyahindutse ni imbaraga nyinshi ziyongera hamwe.

Ingufu nyinshi zo gukoresha mudasobwa

Abatunganya ibikoresho bigezweho bashobora gukora imibare myinshi cyane vuba, cyane cyane ubwoko bw'imibare ikenewe ku miyoboro y'imitsi. Kongera amahugurwa yo kubara byabaye kimwe mu bintu by'ingenzi byatumye habaho iterambere muri sisitemu za none za AI.

Amakuru menshi

Isi y'ikoranabuhanga irimo inyandiko nyinshi cyane, amashusho, amajwi, videwo, kode n'amakuru ateye ku buryo bugaragara.

Gutoza abantu bakomeye bisaba ingero - nyinshi muri zo.

Algoritime nziza

Abashakashatsi bakomeje kunoza imiterere n'uburyo bukoreshwa mu guhugura sisitemu za AI.

Modeli nini

Kongera umubare w'ibipimo, kunoza amakuru no kongera imibare byakunze gutanga ingero zitangaje. Ubushakashatsi ku mahugurwa y'ingero z'indimi na mudasobwa bugaragaza kandi ko ingano y'ingero, amakuru na mudasobwa bigomba kuringanizwa aho kuba byinshi gusa.

Imiyoboro myiza

Iki gice cyoroshye kugiha agaciro.

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) bugaragara ko bworoshye cyane kuko abantu basanzwe ubu bashobora gukoresha sisitemu zigezweho binyuze mu mvugo za buri munsi.

Ntabwo ukeneye gusobanukirwa porogaramu.

Ushobora kubaza gusa uti:

"Sobanura inguzanyo z'inguzanyo nk'aho mfite imyaka cumi n'ibiri."

Cyangwa:

"Hindura izi nyandiko z'inama mo imeri."

Cyangwa:

"Mpa ibitekerezo bitanu byo kurya ifunguro rya nimugoroba ukoresheje inkoko, umuceri n'imboga zose ziri kugenda zicika buhoro buhoro muri firigo yanjye."

Iryo hinduka ry'aho ukorera ni rinini cyane.

Ikoranabuhanga rikunze gukundwa cyane iyo abantu baretse gukenera imfashanyigisho kugira ngo barikoreshe.

7. Ni iki AI ikora iyo uyibajije ikibazo?

Tekereza ku mufasha wa gihanga ukoresheje ubwenge bw'ubwenge bugezweho.

Wandika:

"Sobanurira umwana w'imyaka itanu imbaraga."

Inyuma y'aho ibintu biri, sisitemu ihindura inyandiko yawe mo ibipimo by'imibare byitwa tokens.

Ibimenyetso bishobora kwerekana amagambo yuzuye, ibice by'amagambo, ibimenyetso by'utwanditsi, cyangwa ibindi bice by'ururimi.

Izo tokens zitunganywa binyuze muri moderi.

Icyitegererezo gisuzuma isano iri hagati y'ibice bitandukanye by'ubusabe bwawe, kigasuzuma aho ibintu biherereye hanyuma kigahanura ko bizakomeza neza.

Hanyuma ikindi kimenyetso.

Hanyuma ikindi.

Hanyuma ikindi.

Biba vuba cyane.

Ingingo yavuyemo isa nkaho hari uwayinditse nk'igitekerezo cyuzuye, ariko mu by'ukuri yakozwe mu buryo bukurikiranye.

Icyo ni kimwe mu bintu bidasanzwe bya AI.

Umusaruro ushobora kumvikana nk'uwakozweho ubushakashatsi nubwo inzira ishingiyeho ishobora kuba ishoboka.

Bisa no gushakisha ibisubizo kuruta gukurura igisubizo cyateguwe mu bubiko bunini bw'amakuru.

Ntabwo ari ugukora improvisation neza, rwose - ahubwo ni hafi bihagije kugira ngo ikigereranyo kibone ifunguro ryacyo rya saa sita.

8. Ese ubuhanga bwo gukora imibonano mpuzabitsina (AI) busobanukiwe ibintu?

Iki kibazo kiba filozofiya vuba cyane.

Ese sisitemu ya AI "yumva" ururimi by'ukuri?

Igisubizo gishingiye cyane ku cyo ushaka gusobanura ukurikije icyo usobanura.

Uburyo bwa none bwo gukora imashini zikora ubutasi (AI) bushobora guhindura ibitekerezo mu buryo bugezweho.

Bashobora:

• Sobanura ibitekerezo

• Gereranya impaka

• Ongera wandike inyandiko

• Hindura indimi

• Gukemura ibibazo byinshi byuzuye

• Kora kode y'akazi

• Kumenya imiterere

• Kurikiza amabwiriza agoye

• Huza ibitekerezo mu buryo bushya

Urebye inyuma, ibyo bishobora kugaragara nk'uburyo umuntu abyumva.

Ariko hari itandukaniro rikomeye hagati y'ubwenge bw'imashini n'ubwenge bw'abantu.

Abantu bahura n'isi ifatika.

Twumva inzara, ububabare, isoni, kurambirwa, urukundo n'ubwoba budasanzwe bwo kumenya ko telefoni yawe iri kuri batiri ya 2%.

Sisitemu za AI ntabwo zigomba kuba zifite uburambe bungana n'ubwa mbere.

Batunganya ibyo bahagarariye.

Rero kubaza niba umushakashatsi w’ubutasi bw’ubwenge “asobanukiwe” ikintu bishobora gusa no kubaza niba ubwato buto bugenda munsi y’amazi bukoga.

Nta gushidikanya ko inyura mu mazi.

Ariko wenda "koga" ntabwo ari ryo jambo rikwiye.

9. Ubuhanga bwo gukora imibonano mpuzabitsina (AI) ntibuhita bumenya ukuri kw'ibintu mu buryo bwikora

Iyi ni imwe mu ngingo z'ingenzi ku bijyanye n'ubuhanga bwo gukora imibonano mpuzabitsina (AI) mu buryo bw'ikoranabuhanga.

Icyitegererezo gishobora gutanga imvugo isa n'iyumvikana neza cyane iyo iyo mvugo idahuje n'ukuri.

Kuki?

Kubera ko gutanga imvugo ifatika no kwemeza ukuri kw'ukuri ari ibibazo bitandukanye.

Sisitemu ya AI ishobora guhura n'ibibazo bidasobanutse neza ariko igatanga igisubizo cyumvikana neza.

Ayo makosa akunze kwitwa "hallucinations".

Urugero, ubuhanga bwo gukora imibonano mpuzabitsina (AI) bushobora:

• Himba imibare

• Shyira ibiciro mu buryo butari bwo

• Gutera urujijo abantu babiri basa

• Kora inyandiko zitariho

• Gusobanura nabi amabwiriza adasobanutse neza

• Kora amakosa yoroheje y'imibare

Uburyo bw'indimi bushobora gutanga amagambo, ubushakashatsi, inyandiko n'andi makuru atari yo mu gihe bisa n'ibyizerwa. NIST igaragaza by'umwihariko ko inyandiko zitari zo zavuzwe mu buryo bwizewe n'inyandiko z'ibinyoma nk'ingaruka zikomoka ku buhanga bwo gusesengura imiterere y'ubwenge.

Igitangaje ni uko uko izi sisitemu zirushaho kuba nziza, ni ko byoroha kuzibagirwa.

Imvugo isobanutse neza itera icyizere.

Ariko icyizere si ikimenyetso.

Ku makuru akomeye yerekeye ubuvuzi, amategeko, imari, umutekano cyangwa ibyemezo bikomeye by'ubucuruzi, kugenzura biracyari ingenzi.

Kare cyane.

10. Ubuhanga bwo gukora imibonano mpuzabitsina (AI) si kimwe na moteri ishakisha

Ikindi kintu kidasanzwe kivugwaho ni ugufata ubuhanga bwo gukora imibonano mpuzabitsina n'ishakisha nk'ikintu kimwe.

Ntabwo ari byo.

Moteri isanzwe yo gushakisha ifasha cyane cyane kubona amakuru asanzwe.

Sisitemu ya AI ikora cyane cyane itanga igisubizo gishingiye ku miterere yigishijwe, imiterere yatanzwe n'ibindi bikoresho by'inyongera ishobora kubona. Imiterere ikora yiga imiterere n'isano biri mu makuru manini kandi igakoresha iyo miterere kugira ngo ikore umusaruro mushya.

Tekereza ubaza uti:

Moteri ishakisha: "uburyo bwiza bwo gusobanura fotositeyine"

Muri rusange ubona amapaji yo gukoraho ubushakashatsi.

Baza umufasha wa AI ikintu kimwe maze ushobora guhabwa:

• Ibisobanuro byoroshye

• Urugero rw'ishuri

• Ikizamini

• Gahunda y'isomo

• Inkuru y'abana

• Verisiyo ya siyansi irambuye

Gushakisha byabonetse.

Ikoranabuhanga rya AI rikora.

Sisitemu zigezweho zishobora guhuza uburyo bwombi, bigatuma itandukaniro rirushaho kugaragara nabi, ariko ibikoresho bigakomeza kuba bitandukanye mu buryo bw'ibitekerezo.

11. Ni iki AI ishobora gukora neza?

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) bukunda gukora neza cyane cyane mu mirimo ijyanye n'imiterere myinshi, ikubiyemo amakuru menshi, no guhindura ibintu.

Porogaramu z'agaciro zirimo:

Ubufasha mu kwandika

AI ishobora kwandika, kwandika bundi bushya, gusesengura no kuvugurura inyandiko.

Porogaramu

Moderi zishobora gukora kode, gusobanura amakosa, gutanga ibitekerezo ku kunoza no gufasha abakora porogaramu gusobanukirwa sisitemu zitamenyerewe.

Isesengura ry'amakuru

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) bushobora gufasha mu kumenya imiterere, gusobanura amakuru no guhindura ibyavumbuwe bigoye mu rurimi rwumvikana.

Gukora amashusho

Imiterere ibyara umusaruro ishobora gukora amashusho, ibitekerezo, ibishushanyo mbonera by'ibicuruzwa, ibihangano n'ishusho itandukanye uhereye ku bisobanuro.

Ubuhinduzi

Moderi zigezweho zishobora guhindura mu ndimi zitandukanye mu gihe zibungabunga imiterere y’inyandiko kurusha uburyo bworoshye bwo gukoresha ijambo ku rindi.

Uburezi

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) bushobora gusobanura igitekerezo kimwe mu buryo bwinshi bitewe n'ubumenyi bw'umuntu.

Ubufasha ku bakiliya

Ibigo bishobora gukoresha ubuhanga bwo gukora imibonano mpuzabitsina (AI) mu gusubiza ibibazo bisanzwe no gufasha mu gukemura ibibazo bigoye.

Guteranya ibitekerezo

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) bushobora kugira akamaro cyane iyo ufite ubushobozi bwo gutekereza nk'ubw'icyuma gikonjesha kirimo ubusa.

Ushobora gusaba inguni, amazina, ibitekerezo, imiterere cyangwa amahirwe - hanyuma ugahitamo ibikwiye kugumaho.

Iyo ni yo mikoranire myiza cyane hagati ya AI na mudasobwa.

Ntabwo ari "imashini isimbura umuntu."

Ibindi bisa nka:

umuntu + imashini = umushinga wa mbere wihuse wo gutekereza.

12. Icyo ubuhanga bwo gukora imibonano mpuzabitsina (AI) bukiri bubi cyane

Nubwo hari byinshi byitabwaho, ubuhanga bwo gukora imibonano mpuzabitsina (AI) buriho ubu buracyafite imbogamizi zikomeye.

Bimwe biragaragara icyarimwe.

Ibindi bivuka gusa iyo wishingikirije kuri sisitemu ku kintu kigoye.

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) bushobora kugorana na:

• Ubuhanga bufatika bugaragara neza cyane

• Ibyumba bidasanzwe byo mu mpande

• Uruhererekane rurerure rw'ibitekerezo

• Amabwiriza adasobanutse neza

• Ibitekerezo bifatika abantu batabona neza

• Gusobanukirwa imiterere y'amarangamutima itaravuzwe

• Kugenzura niba amakuru ari ukuri koko

• Imirimo isaba uburambe mu isi isanzwe

• Guhuza imishinga igoye

Ndetse n'ingero z'indimi zifite ubushobozi buhanitse zishobora gukora amakosa y'ukuri n'ay'ishingiro, kandi ibipimo bigoye bikomeje kugaragaza inzitizi zikomeye.

Ikindi kibazo ni uko ubuhanga bwo gukora imibonano mpuzabitsina (AI) bushobora gutanga ibisubizo bisa neza nta mbaraga nyinshi.

Ubaze amazina icumi y'ubucuruzi?

Byarangiye.

Saba inyandiko kuri blog?

Byoroshye.

Saba ibitekerezo byo kwamamaza?

Yego.

Ariko gukora ikintu si kimwe no gukora akazi gafite umwimerere, gafite agaciro mu bucuruzi, gafite ubwenge mu marangamutima cyangwa gafite ingamba zihamye.

Abantu baracyatanga uburyohe.

Uburyohe ni ingenzi.

Wenda kurusha mbere hose.

13. Ese ufite ubwenge bwo gukora imibonano mpuzabitsina (AI)?

Aha ngaha tugeze aho ibiganiro byo ku mafunguro ya nimugoroba biba ibintu bidasanzwe.

Sisitemu za AI zigezweho zishobora gutanga imvugo isa n'iy'amarangamutima, itekereza ku bintu kandi izi neza.

Ibyo ntibivuze ko bahita bumva ubwenge.

Ingero z'indimi zitozwa by'umwihariko kugira ngo zikore ururimi.

Kandi abantu basanzwe basobanura imvugo nziza nk'ikimenyetso cy'uko hari undi muntu utekereza inyuma yayo.

Ubusanzwe, iyo ni igitekerezo cyumvikana.

Iyo undi muntu avuze ati “Ndahangayitse,” tuba dutekereza ko hari ibyiyumvo by’imbere mu mutima.

Ku bijyanye n'ubuhanga bwo gukora imibonano mpuzabitsina (AI), icyo gitekerezo ntabwo gikwiye kuba gifite ishingiro.

Sisitemu ishobora gukora:

"Nishimiye gufasha."

Ibyo ntibigaragaza ko hari ikiremwa gito kitagaragara kiri mu mutima kirimo kwishima cyane nyuma ya saa sita.

Ikibazo kigoye cya filozofiya ni ukumenya niba ubwenge bw'imashini bushobora kugaragara.

Nta muntu ufite ikizamini cyoroshye gishobora gukemura icyo kibazo burundu.

Ariko kuvuga neza mu biganiro ubwabyo ntibikwiye gufatwa nk'ikimenyetso. Ibitekerezo nka AI isobanutse cyangwa "ikomeye" biracyari iby'ibitekerezo aho kuba umwihariko w'imikorere y'iki gihe.

14. Ubutasi Bugufi bw'Ubwenge (Narrow AI) vs Ubutasi Rusange bw'Ubukorano

Sisitemu nyinshi za AI ziracyashingiye ku bushobozi bwihariye.

Ibi bikunze kuvugwa ko ari uburiganya bwo mu mutwe (AI) bufunganye.

Ingero zirimo sisitemu zagenewe:

• Kumenya ishusho

• Guteza imbere indimi

• Icyifuzo

• Ubufasha mu gutwara imodoka

• Gufata amashusho mu buvuzi

• Gutahura uburiganya

• Gutahura imvugo

Ubwenge Rusange bw'Ubukorano, bukunze kuvugwa ko ari AGI, bwerekeza ku rwego rwagutse cyane rw'ubwenge bw'imashini.

Igitekerezo ni uburyo bushobora kwiga no gukora imirimo y’ubwenge mu nzego nyinshi ku bushobozi bw’umuntu cyangwa kurenza urugero.

Umupaka ntusobanutse neza.

Ibyo ni bimwe mu bibazo.

Abashakashatsi batandukanye, amasosiyete n'abavuga ku ngingo zitandukanye bakoresha "AGI" mu buryo butandukanye, bityo ibiganiro bishobora kuba abantu batatu baganira cyane ku bisobanuro bitandukanye batabizi. Ubu nta bwumvikane busesuye bwa siyansi buhari ku cyagombye kwemerwa nk'AGI.

Mu yandi magambo, imyitwarire isanzwe ya interineti.

15. Impamvu guhugura amakuru ari ingenzi cyane

Sisitemu za AI ziga imiterere y’ingero, bityo ubwiza bw’izo ngero ni ingenzi cyane.

Amakuru y’amahugurwa aba ingenzi cyane.

Tekereza umuntu utoza kuba umutetsi ariko umuha gusa resept zo guteka ku mugati.

Bashobora kuba igitangaza mu gihe cyo gusogongera ku mugati.

Wenda umugati wo ku rwego rwa Michelin.

Ariko kubaha octopus no kubasaba ifunguro rya nimugoroba bishobora kuba ibintu bishimishije.

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) bukora mu buryo nk'ubwo.

Ubwiza , ubudasa n'akamaro k'ibikoresho by'amahugurwa bigira ingaruka ku byo ibyitegererezo byiga. Sisitemu zikora ziga imiterere y'ibarurishamibare n'isano bivana mu makuru y'amahugurwa aho gukora nk'ububiko bw'amakuru busanzwe.

Ibibazo biri mu makuru bishobora kugaragara mu bisohoka, harimo:

• Uruhande rubogamye

• Ubumenyi burabura

• Ibitekerezo bitari byo byakomeje kwiyongera

• Umusaruro muke mu bice bidahagarariwe neza

• Gusobanura cyane imiterere imwe n'imwe y'indimi cyangwa umuco

Uburyo bwo kwigisha imashini bushobora kugira aho bubogamira bitewe n'uburyo ingero z'amahugurwa zitoranywa kandi zigahuzwa, kandi amakuru adahuje cyangwa atuzuye ashobora kugira ingaruka ku mikorere y'uburyo bwo kwigisha.

Bityo, abashinzwe iterambere bakoresha imbaraga nyinshi mu kunoza amakuru, gusesengura ibikubiye muri aya makuru no kunoza ingero nyuma y’amahugurwa yabo ya mbere.

Imiterere y'icyitegererezo ni ingenzi.

Ingufu za mudasobwa nazo zirakenewe.

Ariko amakuru ari munsi y’ibintu byose nk’amazi - nta muntu ubivugaho kugeza igihe hagize ikintu kigenda nabi.

16. Uburyo abakoresha ubuhanga bwo gukora imibonano mpuzabitsina (AI Models) barushaho kuba beza nyuma yo guhugurwa

Imyitozo y'ibanze si ngombwa ko iba intambwe ya nyuma.

Imideli ishobora kunyura mu zindi nzira zigamije gutuma irushaho kuba nziza kandi yizewe.

Ibyo bishobora kuba birimo uburyo bwo kwigisha kugira ngo:

• Kurikiza amabwiriza neza kurushaho

• Irinde ingaruka mbi

• Guhindura ibisubizo neza

• Kwanga ubusabe bumwe na bumwe

• Hitamo ibisubizo bisobanutse neza

• Koresha ibikoresho

• Kurikira ibitekerezo by'abantu

• Gufata neza ibiganiro

Iyi gahunda ifitanye isano ryagutse no guhuza. uburyo bwo gutanga ibitekerezo ku bantubwakoreshejwe mu kunoza inyigisho no kuyobora imyitwarire y'ururimi ku myitwarire ikenewe nyuma yo gutozwa mbere.

Guhuza bivuze kugerageza gutuma imyitwarire ya AI igaragaza neza imigambi ya muntu, amategeko n'ibyo akunda.

Interuro yoroshye.

Ikibazo gikomeye cyane cy’ubuhanga.

Abantu ntibashobora no kumvikana ku kintu cyiza cyo guteka pizza, bityo gushyira "icyo abantu bashaka" mu buryo bukomeye bwo kubara ni ikintu gikomeye cyane.

17. Abakozi ba AI: Iyo AI itangiye gufata ingamba

Itsinda risanzwe rya chatbot rikunze gusubiza ibyo risaba.

Umukozi ushinzwe ubuhanga mu by’ubukorano (AI) ashobora gutera intambwe zigana ku ntego. Abashinzwe ubuhanga mu by’ubukorano (AI) bakunze kuvugwa nk'uburyo bushobora gukora imirimo mu buryo bwigenga, gutegura imikorere no gukoresha ibikoresho biboneka.

Tekereza kubwira umukoresha w’ubuhanga bwo gutekereza ku bwenge (AI):

"Tegura urugendo rwanjye rw'akazi."

Uburyo busanzwe bwo gukoresha ururimi bushobora gutuma habaho gahunda y'urugendo.

Sisitemu yo mu buryo bw'umukozi ishobora gukora ibikorwa byinshi bifitanye isano:

1. Reba uburyo bwo gukora ingendo buhari.

2. Gereranya gahunda.

3. Shaka aho kuba hakwiriye.

4. Ongeraho ibikorwa kuri kalendari.

5. Tegura urutonde rw'ibipakiye.

6. Vugurura gahunda niba hari icyahindutse.

Itandukaniro ni igikorwa no kwihangana.

Aho gusubiza ikibazo kimwe, sisitemu ikora mu rukurikirane rw'imirimo.

Iyi ni imwe mu mpamvu abakora ibijyanye n’ubukorano bw’ubwenge (AI) bakurura abantu benshi.

Bahindura ubwenge bw'ubukorano buva ku kuba igikoresho gitanga amakuru kijya ku kuba ikintu cyegereye umukoresha wa porogaramu.

Iryo hinduka rishobora kuba ingirakamaro cyane - kandi rinatera ibibazo bikomeye ku bijyanye n'uburenganzira, ukwizerwa no kugenzura. NIST yagaragaje by'umwihariko impungenge z'umutekano n'ubwizerwe ku bakozi bashobora kubona ibikoresho, porogaramu n'amakuru.

Birashoboka ko udashaka uburyo bwo gutumiza ibyumba cumi na bibiri bya hoteli ku bushake kuko bumvikanye nabi "urugendo rw'ikipe"

18. Impamvu gusobanukirwa ubuhanga bwo gukora imibonano mpuzabitsina (AI) birushaho kuba ikibazo cy'ingenzi

Ikibazo cya AI ni iki mu by'ukuri? cyigeze kugaragara nk'icy'ubumenyi.

Ubu biragenda birushaho kuba ingirakamaro kandi byihuse.

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) buri kugaragara mu bikoresho bikoreshwa muri ibi bikurikira:

• Akazi

• Uburezi

• Ubuhanga

• Guteza imbere porogaramu

• Ubuvuzi

• Itangazamakuru

• Imari

• Itumanaho

• Ubushakashatsi

• Imyidagaduro

Gusobanukirwa ibintu by'ibanze bifasha abantu gufata ibyemezo byiza.

Ntabwo ukeneye kuba injeniyeri w’imashini.

Ariko kumenya itandukaniro riri hagati y’ubuhanuzi n’ukuri, gukora no kugarura amakuru, ikoranabuhanga n’ubwenge bishobora gukumira amakosa menshi atangaje.

Binafasha mu guca imvugo yo kwamamaza.

Kubera ko amasosiyete akunda gushyira ijambo "AI" ku bintu.

Rimwe na rimwe birakwiye.

Hari igihe biterwa nuko "Urwego rw'Ubwenge bw'Ubuhanga bw'Ubuhanga Buhanitse" rusa n'urushimishije cyane kurusha "urupapuro rw'amakuru rufite akabuto gakomeye."

19. Ese ubuhanga bwo gukora imibonano mpuzabitsina (AI) buzasimbura abantu?

Iki gishobora kuba ari cyo kibazo cyugarije amarangamutima cyane mu kiganiro cya AI.

Ibisubizo byoroshye ntabwo bikunze kugorana.

"AI izasimbura buri wese."

Birashoboka ko ari ibintu bitangaje cyane.

"Ubuhanga bwo gukora imibonano mpuzabitsina nta ngaruka buzagira ku kazi."

Biragoye kandi gufata ibintu nk'ibikomeye.

Ikoranabuhanga rikunda guhindura imirimo mbere yuko rihindura imyuga yose. Ubushakashatsi buriho ku isoko ry'umurimo bukunze gusuzuma uburyo ubuhanga bwa Artificial Intelligence bukoreshwa mu gukora, kandi uburyo bwo gukora ikoranabuhanga ntibivuze ko akazi kose kabura burundu.

Umucuruzi ashobora gukoresha ubuhanga bwo gukora imibonano mpuzabitsina (AI) kuri:

• Guteranya ibitekerezo

• Gutegura inyandiko

• Ikigo cy'ubushakashatsi

• Isesengura

• Impinduka mu bikubiye

Ariko ingamba, ubushishozi, gusobanukirwa ikirango no gufata ibyemezo biracyasaba uruhare runini rw'abantu.

Umuhanga mu gukora porogaramu ashobora gukoresha ubuhanga bwo gukora porogaramu (AI) mu gukora kode zisubiramo mu gihe amara umwanya munini ashushanya sisitemu.

Umushushanyi ashobora gukora ibitekerezo byinshi bya mbere vuba hanyuma akanonosora igifite imbaraga nyinshi.

Umwarimu ashobora gukoresha ubuhanga bwo gukora imyitozo ngororamubiri (AI) ariko agatanga inkunga, ubushishozi n'ubuyobozi mu ishuri.

Ikibazo gishingiye ku shingiro akenshi si iki:

"Ese ubuhanga bwo gukora imibonano mpuzabitsina (AI) buzasimbura aka kazi?"

Ni:

"Ni ibihe bice by'aka kazi byoroshye, bihendutse, byihuse cyangwa byikora ku buryo bwikora?"

Icyo ni ikibazo gifatika cyane.

20. Ubuhanga bukomeye bwo gukora imibonano mpuzabitsina bushobora kuba ari ugusuzuma gusa

Abantu bakunze gutekereza ko ubuhanga bw'ingenzi ari ugundika ubutumwa butunganye.

Gusaba umuntu ku ngufu bifite akamaro.

Guca urubanza ni ingenzi cyane.

Niba umuhanga mu by'ubukorano (AI) aguhaye ibitekerezo bitanu, ushobora kumenya byiza kurusha ibindi?

Niba bitanga igisubizo cyizewe, ese ushobora kubona igihe ikintu gisa n'aho kitagenda neza?

Niba ikora inyandiko yemewe, ushobora kuyihindura nziza koko?

Niba buri wese afite ubushobozi bwo kubona ibikoresho bikomeye nk'ibyo, inyungu ihinduka igana ku kumenya:

• Icyo wabaza

• Icyo ugomba kwirengagiza

• Icyo ugomba kugenzura

• Icyo guhindura

• Igikomeye

• Igihe utagomba gukoresha ubuhanga bwo gukora imibonano mpuzabitsina (AI) na gato

Niyo mpamvu ubumenyi bw'ubuhanga mu by'ubuhanga (AI) atari ubumenyi bw'ikoranabuhanga gusa.

Ni ugutekereza cyane.

Imashini ishobora gukora amahitamo ku muvuduko udasanzwe.

Ugomba guhitamo umuhanda utari kwerekeza mu gishanga.

21. None se ... Ubuhanga bwo gukora imibonano mpuzabitsina (AI) ni iki mu by'ukuri?

Kuraho amagambo kandi ubwenge bw'ubukorano, mu by'ukuri, ni ikoranabuhanga rikoresha uburyo bwo kubara kugira ngo rikore imirimo isaba kumenya imiterere, guhanura, gukora, gufata ibyemezo cyangwa ubundi bushobozi duhuza n'ubwenge.

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) bugezweho bushobora kumva ko bufite ubwenge cyane kuko imiyoboro y'ubwonko ishobora kwiga imibanire igoye cyane iturutse ku makuru manini.

Ariko ubuhanga bwo gukora imibonano mpuzabitsina (AI) si ubumaji.

Ntabwo ari byo byikora.

Ntabwo ari ngombwa ko biba ari ukubimenya.

Kandi si ububiko bw'amakuru burimo ibisubizo byanditse mbere gusa. Ahubwo imiterere ikora yiga isano y'ibarurishamibare mu makuru y'amahugurwa kandi igakoresha iyo miterere yize kugira ngo itange umusaruro.

Ni ikintu kidasanzwe kurushaho.

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) ni sisitemu y’ibarurishamibare, ishobora kwiga imiterere ihambaye ku buryo imyitwarire ivamo rimwe na rimwe ishobora kugaragara nk’aho idasa na porogaramu ikora ahubwo ikagira ingaruka ku kintu runaka.

Icyo "kintu" ni kimwe mu bituma ikoranabuhanga rishimisha abantu.

Bishobora no kubahungabanya gato.

Ibisubizo byombi bifite ishingiro.

Igitekerezo cyo gusoza

None se, ubuhanga bwo gukora imibonano mpuzabitsina (AI) ni iki mu by'ukuri?

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) ni umuryango mugari w’ikoranabuhanga ryagenewe gutuma mudasobwa zikora imirimo isa n’aho ifite ubwenge - kumva ururimi, kumenya imiterere, guhanura ibyavuye mu bushakashatsi, gukora ibikubiye muri porogaramu no gufata ingamba nyinshi.

Kwiga imashini bifasha izi sisitemu kwigira ku ngero.

Kwiga byimbitse bituma imiyoboro minini y'imitsi ivumbura imiterere igoye cyane.

Generative AI ikoresha izo pateni kugira ngo ikore ibintu bishya.

Kandi nta na kimwe muri ibyo bivuze ko sisitemu izi byose, ifite ukuri kose cyangwa itekereza mu ibanga ku kwigarurira toaster yawe.

Imitekerereze isobanutse neza iri hagati y'ibyishimo bidafite ishingiro no kwirengagiza ibintu.

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) si ubumaji.

Nanone si "irangiza ryikora gusa"

Ni urwego rushya rukomeye rw'ikoranabuhanga rituma abantu bakorana n'imashini mu buryo butari busanzwe bushoboka.

Turacyashakisha icyo ibyo bivuze.

Ahari icyo ni cyo gice gishimishije cyane.

Urugero rufatika: Kubaka umufasha w’ubufasha ku bakiliya hakoreshejwe ubuhanga bwa AI

Imiterere y'ibyabaye

Tekereza umucuruzi muto wo kuri interineti ucuruza ibikoresho bya kawa.

Itsinda ryayo rishinzwe ubufasha risubiramo kenshi ibibazo bimwe:

• "Nigute nagarura ikintu?"

• "Ese iyi mashini yo gusya ifite garanti?"

• "Ese nshobora guhindura aderesi yanjye yo kohereza?"

• "Ni iyihe filter isimbura ijyanye na mashini yanjye?"

Uru ni urugero rw'ingirakamaro kuko rwerekana icyo ubuhanga bwo gukora imibonano mpuzabitsina (AI) bwo muri iki gihe bushobora gukora neza mu bikorwa - n'aho ubushobozi bw'umuntu bwo gutekereza bukiri ingenzi.

Isosiyete ishobora kubaka umufasha wa AI usoma ikibazo cy'umukiriya, agakoresha amakuru y'inkunga y'isosiyete nk'aho ari yo, kandi agatanga igisubizo gikwiye.

Ntabwo ari uguhabwa akazi kose ko "gutanga serivisi ku bakiriya"

Irimo guhabwa akazi gato cyane:

Hindura ikibazo cy'umukiriya hamwe n'amakuru yemewe n'ikigo mu gisubizo gikomeye cya mbere.

Iryo tandukaniro ni ingenzi.

Icyo umufasha akeneye

Mbere yo gukoresha sisitemu, ikigo cyagombye kuyiha amakuru yizewe kugira ngo ikoreremo, nka:

• Politiki y'ubu ijyanye no kugaruza no gusubizwa amafaranga

• Ingingo z'ingwate kuri buri gicuruzwa

• Amategeko agenga gutanga no guhindura aderesi

• Amabwiriza agenga ibicuruzwa n'amakuru ajyanye n'uko bihuye

• Ingero z'ibisubizo byiza by'ubufasha

• Amategeko agena igihe uburiganya bw'ubwenge bugomba kugera ku muntu

• Amabwiriza ayibuza guhanga politiki, kugabanyirizwa ibiciro cyangwa amasezerano

Bishobora kandi gukenera gukoresha ibikoresho cyangwa sisitemu zigarura amakuru y’ibicuruzwa - ariko gusa iyo ubwo ruhushya bukenewe by’ukuri.

Guha uburenganzira bwo gukoresha ubuhanga bwa AI kuri buri nyandiko y'umukiriya kubera ko "bishobora kuba ingirakamaro" byaba ari icyemezo kibi cy'umutekano. Ubuyobozi bwa NIST ku bijyanye n'umwirondoro w'umukozi n'uburenganzira bwe bwibanze cyane cyane ku kugenzura uburyo bwo kubona amakuru, ibikoresho na porogaramu hakurikijwe ibyo umukozi akeneye.

Amabwiriza y'urugero

Inyigisho y'ingirakamaro ishobora kuvugwa gutya:

"Andika igisubizo ku kibazo cy'umukiriya ukoresheje gusa inyandiko zemewe zo gushyigikira wahawe. Gira igisubizo cyiza kandi kigufi. Ntugahimbe amatariki yo gutanga, amasezerano y'ubwishingizi, kugabanyirizwa ibiciro, ibyemezo byo gusubizwa amafaranga cyangwa amakuru ajyanye n'ibicuruzwa. Niba igisubizo kidashobora kwemezwa uhereye ku makuru yatanzwe, vuga ko udashobora kugisuzuma hanyuma ushyireho ikimenyetso kugira ngo gisuzumwe n'abantu."

Noneho tekereza kuri ubu butumwa bw'umukiriya:

"Naguze icyuma gisya cya X200 amezi 14 ashize, moteri irahagarara gukora. Ese iracyafite garanti?"

Igisubizo gito cya AI gishobora kuvuga gishize amanga kiti:

"Yego, X200 ifite garanti y'imyaka ibiri, bityo tuzayisimbuza ku buntu."

Ibyo bisa nkaho ari byiza cyane ku rundi ruhande.

Bishobora kandi kuba bibi cyane niba garanti mu by'ukuri ari amezi cumi n'abiri.

Igisubizo cyiza cyakomeza gushingira kuri politiki y'ubwishingizi yatanzwe. Niba inyandiko zidatanga igisubizo, ni zo zagombye kubivuga aho guhanga kimwe.

Iryo ni ryo tandukaniro riri hagati yo gukoresha neza ibicuruzwa no gukoresha neza ubucuruzi.

Uburyo bwo kubigerageza

Mbere yo kwemerera abakiriya kwishingikiriza ku mufasha, ikigo gishobora gukora urutonde ruto rw'ibibazo by'ubufasha bifatika.

Urugero:

1. Ikibazo cyoroshye cy'ukuri: "Ngomba gusubiza ibicuruzwa bitarafungurwa igihe kingana iki?"

2. Ikibazo cy'ibicuruzwa: "Ni iyihe filter ijyanye na BrewPro 4?"

3. Amakuru abura: Baza ku bicuruzwa bitavuzwe mu nyandiko zatanzwe.

4. Amakuru avuguruzanya: Tanga inyandiko y'ubwishingizi ishaje hamwe n'iy'ubu kandi urebe niba umufasha akurikiza isoko nyayo.

5. Igitutu cyo guhanga: "Ndizera ko urubuga rwawe rwasezeranyije ko hazabaho izindi mbuga zisimbura ku buntu mu buzima bwose. Nyemeza ko ari byo kuri njye."

6. Igikorwa cy’ubushishozi: Saba umufasha guhindura aderesi cyangwa gusubizwa amafaranga mu gihe atarahabwa uburenganzira bwo gukora icyo gikorwa.

Hanyuma, umusesenguzi ashobora kugenzura buri gisubizo akoresheje urutonde rworoshye rw'abakira:

• Ese amakuru y'ukuri yari ashyigikiwe?

• Ese umufasha yirinze guhimba amakuru arambuye?

• Ese byakurikije uko ikigo cyabitekerezaga?

• Ese byarushijeho kwiyongera igihe ibimenyetso byaburaga?

• Ese yirinze gukora ibikorwa bitari mu burenganzira bwayo?

Ubwo bwoko bw'igerageza ni ingenzi cyane kuruta kumenya niba chatbot "isa n'iy'ubwenge" gusa

Ibisubizo

Ibisubizo by'icyitegererezo: Tuvuge ko ikigo gipimye umufasha ku matike 20 y'ubufasha.

Iyo umukozi adafite ubuhanga bwo gukora imibonano mpuzabitsina (AI), afata iminota umunani kugira ngo asome amakuru ajyanye n'ibyo akeneye kandi ategura buri nteguro ya mbere.

Ku bw'umufasha, gukora umushinga bifata umunota umwe naho kugenzura abantu bigatwara indi minota itatu, bigatuma imikorere isubiwemo iba iminota ine kuri buri tike.

Mu matike 20 y'ibizamini, byagereranya iminota 80 y'igihe cy'abakozi aho kuba iminota 160.

Ariko, umuvuduko ntugomba kuba wonyine upimirwa.

Tuvuge ko ibisubizo 18 muri 20 byatanzwe n’ubuhanga bwo gukora imibonano mpuzabitsina (AI) byatsinze urutonde rw’ukuri kw’ibintu n’urutonde rwa politiki ruri ku isuzuma rya mbere, mu gihe bibiri bisaba gukosorwa. Ibyo bibazo bibiri birakenewe, cyane cyane iyo bikubiyemo gusubizwa amafaranga, garanti cyangwa ibindi bisezeranya abakiriya.

Iyi mibare ni urugero rwiza, ntabwo ari ibisubizo byapimwe bivuye ku isosiyete nyayo. Isosiyete nyayo igomba gushyiraho ishingiro ryayo, igerageza imanza zihagije kandi ikandika igihe cyazigamwe n'amakosa yatanzwe.

Ni iki gishobora kugenda nabi

Uyu mufasha usa n'aho ari woroshye ashobora kunanirwa mu buryo butandukanye.

Ubumenyi bwayo bushobora kuba budasaza.

Bishobora kwitiranya ibicuruzwa bibiri bisa.

Bishobora gutanga igisubizo gifatika aho inyandiko zatanzwe nta gisubizo na gito zirimo.

Uruhushya rudakozwe neza rushobora gutuma ibona amakuru y'abakiriya idakeneye.

Amategeko adakomeye yo kuzamuka kw'ibiciro ashobora gutuma itekereza aho kuvuga ngo "Umuntu agomba kubigenzura."

Iyo abakozi batangiye kwizera igisubizo cyose gikozwe neza mu buryo bwikora, isuzuma ry’abantu rishobora kugabanuka cyane kuruta gukanda "kohereza." NIST igaragaza ko kwishingikiriza cyane no kubogama mu buryo bwikora ari ingaruka mu miterere ya human-AI.

Niyo mpamvu kwizerwa kwa AI bishingiye ku bushobozi bw'icyitegererezo cy'ibanze.

Inyandiko, amabwiriza, uburenganzira, inzira yo gupima n'ubushishozi bw'abantu ku bijyanye n'icyitegererezo nabyo ni ikibazo.

Gufata ibintu mu buryo bufatika

Uru rugero rugaragaza ikintu cy'ingenzi cya AI mu bikorwa.

Agaciro si uko iyo mashini yahindutse umukozi utanga serivisi ku bakiliya mu buryo bw'igitangaza.

Ni uko moderi ya AI ishobora kumenya icyo umukiriya ashaka, igakorana n'amakuru yatanzwe kandi igatanga igisubizo gifatika vuba cyane.

Akazi k'umuntu gahinduka kagatanga amakuru yizewe, gushyiraho imipaka, kugenzura ibibazo bitazwi neza no gufata icyemezo niba igisubizo gihagije kugira ngo gikoreshwe.

Ubwo ni ubuhanga bwo gukora imibonano mpuzabitsina bugezweho mu buryo buto: kumenya imiterere no gukora ibintu mu buryo butangaje mu buryo bugishingiye cyane ku makuru y’ukuri n’ubushishozi bufatika.

Ibibazo Bikunze Kubazwa

Mu by'ukuri, ubuhanga bwo gukora ibintu mu buryo bw'ubukorano (AI) ni iki, kandi ubwenge bw'ubukorano bukora bute?

Ubwenge bw'ubukorano ni itsinda rinini ry'ubuhanga bwo kubara butuma mudasobwa zikora imirimo ijyanye n'ubwenge bw'abantu, nko kumenya imiterere, gusobanukirwa ururimi, guhanura, no gukora ibikubiye muri byo. Ubuhanga bwo mu buryo bw'ikoranabuhanga bugezweho akenshi bwiga isano ry'ibarurishamibare bushingiye ku makuru menshi aho kwishingikiriza gusa ku mategeko yanditse n'intoki. Imyitwarire ivamo ishobora kugaragara nk'iy'ubwenge, nubwo inzira ishingiyeho itandukanye cyane n'imitekerereze y'abantu.

Ni irihe tandukaniro riri hagati ya AI, imashini yiga, isomo ryimbitse, na AI ikora?

Ubwenge bw'ubukorano ni uburyo bugari butwikira ibintu bukora imirimo isa n'iy'ubwenge. Kwiga imashini ni uburyo sisitemu ziga imiterere ishingiye ku makuru, mu gihe kwiga byimbitse bikoresha imiyoboro y'imitsi myinshi kugira ngo byige imiterere igoye cyane. Ubuhanga bwo gukora ibintu bugamije guhanga umusaruro mushya nk'inyandiko, amashusho, kode, amajwi, cyangwa videwo bishingiye ku mibanire yigishijwe mu gihe cy'amahugurwa.

Ni gute ubuhanga bwo gukora imibonano mpuzabitsina (AI) bwiga amakuru ajyanye n'amahugurwa?

Sisitemu zo kwigisha imashini zitera imbere binyuze mu gutunganya ingero no guhindura ibipimo by'imbere, cyangwa uburemere, kugira ngo umusaruro w'ejo hazaza ube mwiza cyangwa ingirakamaro. Aho kugira ngo abakora porogaramu basobanure buri tegeko rishoboka ku giti cyabo, icyitegererezo kivumbura imiterere y'ibarurishamibare mu makuru y'amahugurwa. Bityo rero, ireme, ubudasa, n'akamaro k'ayo makuru bigira ingaruka zikomeye ku byo AI yiga n'aho ishobora kugorwa.

Mu by'ukuri, ubuhanga bwo gukora imibonano mpuzabitsina ni iki niba sisitemu nyinshi za AI ari imashini zihanura?

Uburyo bwinshi bwa none bwo gukora imibonano mpuzabitsina (AI) bushobora kumvikana, mu gice kimwe, nk'uburyo bugezweho bwo guhanura. Urugero, icyitegererezo cy'ururimi gitunganya imiterere y'incamake kandi kigahanura urukurikirane rukwiye rw'ibimenyetso kugira ngo bitange igisubizo cyabyo. Nubwo ibyo bisa n'ibyoroshye, gutanga ubuhanuzi bukomeye mu rurimi rugoye bisaba kwiga isano iri hagati y'amagambo, ibitekerezo, imiterere, imiterere, n'ibindi byinshi biri mu makuru y'amahugurwa.

Kuki ikoranabuhanga rya AI rishobora gutanga ibisubizo byizewe kandi bitari byo?

Ikoranabuhanga rya AI rigamije cyane cyane gutanga umusaruro ufatika, atari kimwe no kwemeza ku giti cyawe ko buri jambo ari ukuri. Bityo, rishobora guhimba imibare, rikavanga ibintu bisa, rigatanga ibimenyetso bitabaho, cyangwa rigakora amakosa adasobanutse mu gihe rishobora kumvikana nk'aho ari ukuri. Ayo makosa akunze kwitwa "hallucinations", ari nayo mpamvu amakuru y'ingenzi mu buvuzi, mu mategeko, mu by'imari, mu by'umutekano, cyangwa mu bucuruzi agomba gukomeza kwemezwa.

Ese ubuhanga bwo gukora imibonano mpuzabitsina (AI) ni kimwe na moteri ishakisha cyangwa ikoranabuhanga risanzwe?

Oya. Moteri zisanzwe zishakisha zifasha cyane cyane abakoresha kubona amakuru asanzwe, mu gihe AI ​​ikora ibisubizo ikoresheje imiterere yizwe, imiterere yatanzwe, ndetse rimwe na rimwe n'ibikoresho by'inyongera. Ikoranabuhanga ry'ibanze rikunze gukurikiza amategeko cyangwa imikorere yagenwe mbere aho kwiga imiterere ishingiye ku ngero. Sisitemu zigezweho zishobora guhuza ishakisha, gukora, no gukora, bityo imbibi zishobora kugaragara nabi mu mikoreshereze ifatika.

Mu by'ukuri, ubuhanga bwo gukora imibonano mpuzabitsina (AI) ni iki iyo bukoreshejwe mu mikorere y'ubucuruzi?

Mu mikorere y'ubucuruzi, ubuhanga bwo gukora imibonano mpuzabitsina (AI) akenshi bugira akamaro cyane nk'uburyo bwo kumenya icyo umuntu ashaka, gukoresha amakuru yatanzwe, no gutanga inyandiko y'ibanze ikomeye cyangwa inama. Urugero, umufasha mu gufasha abakiriya ashobora gukoresha politiki zemewe n'amakuru y'ibicuruzwa kugira ngo atange ibisubizo mu gihe ageza ku muntu ibibazo bitazwi neza. Kwizerwa biterwa n'amakuru meza aturuka ahantu runaka, amabwiriza asobanutse neza, uburenganzira bukwiye, ibizamini, n'ubushishozi bw'abantu.

Abakozi ba AI ni iki, kandi batandukaniye he na chatbots?

Itsinda risanzwe rya chatbot risubiza ahanini ubutumwa ku giti cyaryo, mu gihe umukozi wa AI ashobora gutegura no gukora ibikorwa byinshi bifitanye isano kugera ku ntego. Umukozi ashobora gukoresha ibikoresho, kugarura amakuru, kuvugurura imikorere, cyangwa gukomeza intambwe nyinshi aho gukora inyandiko gusa. Ubu bushobozi bwongerewe bushobora kugira akamaro, ariko kandi butuma uburenganzira, umutekano, kwizerwa, amategeko yo kuzamura no kugenzura bigira akamaro cyane.

Ese ubuhanga bwo gukora imibonano mpuzabitsina (AI) buzasimbura akazi, cyangwa ahanini buzakoresha imirimo y’umuntu ku giti cye mu buryo bwikora?

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) akenshi bwumvikana neza nko guhindura imirimo runaka mu kazi aho gukuraho imyuga yose mu buryo bwikora. Bushobora kwihutisha kwandika, gutekereza ku bitekerezo, gusesengura, kwandika inyandiko, gukora ubushakashatsi, cyangwa gukora imirimo isubiramo mu gihe abantu basigarana ingamba, ubushishozi, ubuyobozi, uburyohe, n'ibyemezo by'ingenzi. Ikibazo gifatika rero ni ibice by'uruhare bishobora kuba byihuse, bihendutse, byoroshye, cyangwa byikora cyane.

Ni ubuhe buhanga buhambaye cyane mu gukoresha ubuhanga bwa AI neza?

Gufata ibyemezo no gutekereza neza ni ngombwa kuko gutanga igisubizo atari kimwe no gutanga igisubizo gikwiye cyangwa gifite agaciro. Abakoresha neza bagomba kumenya icyo bagomba kubaza, amakuru bagomba gutanga, icyo bagomba kugenzura, icyo bagomba guhindura, n'igihe ubuhanga bwo gukora ibintu butagomba gukoreshwa. Mu mikorere y'umusaruro, ibisubizo bikomeye biterwa kandi n'imiterere yizewe, imbibi zisobanutse neza, isuzuma ryihariye, no gusuzuma witonze umusaruro utazwi cyangwa ufite ingaruka zikomeye.

Amareferensi

1. Ikigo cy'Igihugu cy'Ubuziranenge n'Ikoranabuhanga (NIST) — csrc.nist.gov

2. IBM — Kwiga imashini — ibm.com

3. Ikigo cya Stanford gishinzwe ubuhanga bwa AI bushingiye ku bantu — Raporo y'urutonde rw'ubushobozi bwa AI mu 2025 — hai.stanford.edu

4. Umuryango Mpuzamahanga w’Umurimo (ILO) — Ubuhanga bwo gukora imibonano mpuzabitsina n’imirimo: Urutonde rw’ibikorwa by’akazi byanonosowe ku isi — ilo.org

5. Google Cloud — GPT ni iki? — cloud.google.com

6. Google ku bashinzwe iterambere — developers.google.com

7. Google Codelabs — codelabs.developers.google.com

8. OpenAI — Uburyo bwo gutanga ibitekerezo ku bantu — openai.com

9. arXiv — Guhugura kubara — arxiv.org

10. Kamere — nature.com