Ingufu zingana iki zikoreshwa n'ubuhanga bwo gukora imibonano mpuzabitsina (AI)?

Ingufu zingana iki zikoreshwa n'ubuhanga bwo gukora imibonano mpuzabitsina (AI)?

Igisubizo: Ubuhanga bwo gukora imibonano mpuzabitsina (AI) bushobora gukoresha amashanyarazi make cyane mu gikorwa cyoroshye cyo kwandika, ariko cyane cyane iyo ubutumwa bumaze igihe kirekire, ibisubizo biba byinshi, cyangwa sisitemu zikora ku rugero runini. Ubusanzwe amahugurwa ni yo akoreshwa cyane mbere y’igihe, mu gihe igitekerezo cya buri munsi kiba ingenzi uko ubusabe bukomeza kwiyongera.

Ibintu by'ingenzi byakunzwe:

Imiterere : Sobanura umurimo, icyitegererezo, ibikoresho, n'ingano mbere yo kuvuga igereranya ry'ingufu.

Amahugurwa : Fata amahugurwa y’icyitegererezo nk'igikorwa cy'ingenzi cy'ingufu mu gihe uteganya ingengo y'imari.

Igitekerezo : Reba neza isuzuma ryimbitse, kuko ibiciro bito kuri buri busabe byiyongera vuba.

Ibikorwa remezo : Harimo gukonjesha, kubika, imiyoboro, n'ubushobozi bwo gukora mu gihe cyo gupima ibintu mu buryo bufatika.

Imikorere myiza : Koresha moderi nto, amabwiriza magufi, kubika amakuru, no kuyashyira hamwe kugira ngo ugabanye ikoreshwa ry'ingufu.

Ingufu zingana iki zikoreshwa n'ubuhanga bwo gukora imibonano mpuzabitsina (AI)?

Ingingo ushobora gukunda gusoma nyuma y'iyi:

🔗 Uburyo ubuhanga bwo gukora imibonano mpuzabitsina (AI) bugira ingaruka ku bidukikije
Isobanura uburyo AI ikoresha karuboni, ikoreshwa ry'ingufu, n'uburyo bwo kugabanya ubusugire bw'ibidukikije.

🔗 Ese ubuhanga bwo gukora imibonano mpuzabitsina (AI) bugira ingaruka mbi ku bidukikije?
Igaragaza ikiguzi cyihishe cy’ibidukikije cy’uburyo bwa AI n’ibigo by’amakuru.

🔗 Ese ubuhanga bwo gukora imibonano mpuzabitsina (AI) ni bwiza cyangwa bubi? Ibyiza n'ibibi
Kureba neza inyungu za AI, ibyago, amahame mbwirizamuco, n'ingaruka nyazo.

🔗 Ubuhanga bwo gukora imibonano mpuzabitsina (AI) ni iki? Ubuyobozi bworoshye
Menya iby'ibanze bya AI, amagambo y'ingenzi, n'ingero za buri munsi mu minota mike.

Kuki iki kibazo ari ingenzi kurusha uko abantu babitekereza 🔍

Gukoresha ingufu za AI si ingingo yo kuganira ku bidukikije gusa. Bikora ku bintu bike nyabyo:

  • Ikiguzi cy'amashanyarazi - cyane cyane ku bigo bikora ibyifuzo byinshi bya AI

  • Ingaruka za karuboni - bitewe n'isoko y'amashanyarazi iri inyuma ya seriveri

  • Uburyohe bw'ibikoresho - utwuma dukomeye dukura imbaraga zikomeye

  • Gufata ibyemezo byo kwagura - igitekerezo kimwe gihendutse gishobora guhinduka miliyoni nyinshi zihenze

  • Igishushanyo mbonera cy'ibicuruzwa - imikorere myiza akenshi ni ikintu cyiza kurusha uko abantu babibona ( Google Cloud , Green AI )

Abantu benshi bibaza bati “Ingufu zingana iki zikoreshwa na AI?” kuko bashaka umubare w’ibihangano. Ikintu kinini cyane. Ikintu gishimishije. Ariko ikibazo cyiza ni iki: Ni ubuhe bwoko bw’ikoreshwa rya AI tuvuga? Kuko ibyo bihindura byose. ( IEA )

Igitekerezo kimwe cyo kurangiza byihuse? Ni gito cyane.
Gutoza icyitegererezo cyo ku mipaka mu matsinda manini? Ni kinini cyane.
Imikorere ya AI y'ikigo ihora ikora ikora ku bakoresha miliyoni nyinshi? Yego, ibyo bihita byiyongera... nk'amasenti ahinduka amafaranga y'ubukode. ( DOE , Google Cloud )

Ingufu zingana iki zikoreshwa n'ubuhanga bwo gukora imibonano mpuzabitsina (AI)? Igisubizo kigufi ⚡

Dore verisiyo ifatika.

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) bushobora gukoresha ahantu hose kuva ku gice gito cya watt-saa mu kazi koroshye kugeza ku mashanyarazi menshi mu myitozo minini no mu bikorwa binini. Ubwo buryo bwumvikana nk'ubwagutse cyane kuko ari bugari. ( Google Cloud , Strubell et al. )

Mu magambo make:

  • Imirimo yoroshye yo gusesengura - akenshi iba iciriritse ukurikije buri gikorwa

  • Ibiganiro birebire, umusaruro munini, gukora amashusho, gukora videwo - bigaragara ko bisaba ingufu nyinshi

  • Gutoza abanyamideli banini - intwari ikomeye mu gukoresha ingufu

  • Gukoresha ubuhanga bwo gukora imibonano mpuzabitsina (AI) umunsi wose - aho "bito kuri buri busabe" biba "bill yose" ( Google Cloud , DOE )

Itegeko ryiza ni iri:

  • Imyitozo ni igikorwa gikomeye cyo gutanga ingufu mbere na mbere 🏭

  • Igitekerezo ni umushinga w'itegeko rihoraho ry'ikoreshwa ry'amashanyarazi 💡 ( Strubell et al. , Google Research )

Rero iyo umuntu abajije ati, Ingufu zingana iki AI ikoresha?, igisubizo cy’ido n’ido ni iki: “Ntabwo ari umubare umwe - ahubwo birahagije ku buryo imikorere myiza ari ingenzi, kandi igipimo gihagije ni cyo gihindura inkuru yose.” ( IEA , Green AI )

Ibyo ntabwo ari ibintu bishishikaje nkuko abantu babyifuza, ndabizi. Ariko ni ukuri.

Ni iki gituma igereranya ry'ingufu za AI riba ryiza? 🧠

Igereranya ryiza si umubare ugaragara gusa ku gishushanyo. Igereranya rifatika ririmo imiterere. Bitabaye ibyo, ni nko gupima igihu ukoresheje umunzani wo mu bwiherero. Hafi bihagije kugira ngo byumvikane neza, ntabwo hafi bihagije kugira ngo umuntu abyizere. ( IEA , Google Cloud )

Igereranya ryiza ry'ingufu za AI rigomba kuba rikubiyemo:

  • Ubwoko bw'umurimo - inyandiko, ishusho, amajwi, videwo, amahugurwa, gutunganya neza

  • Ingano y'icyitegererezo - icyitegererezo kinini gikenera ikoranabuhanga ryinshi

  • Ibikoresho byakoreshejwe - si utumashini twose dukora neza kimwe

  • Igihe cy'isomo - amabwiriza magufi n'imikorere miremire y'intambwe nyinshi biratandukanye cyane

  • Ikoreshwa - sisitemu zidafite ireme ziracyakoresha ingufu

  • Gukonjesha n'ibikorwa remezo - seriveri si yo fagitire yose

  • Aho ikoreshwa n'ingufu zihurira - amashanyarazi ntabwo asukuye kimwe ahantu hose ( Google Cloud , IEA )

Iyi niyo mpamvu abantu babiri bashobora kujya impaka ku ikoreshwa ry'amashanyarazi ya AI kandi bombi bakumvikana bafite icyizere mu gihe bavuga ibintu bitandukanye rwose. Umuntu umwe ashaka kuvuga igisubizo kimwe cya chatbot. Undi ashaka kuvuga imyitozo ikomeye. Bombi bavuga "AI," maze mu buryo butunguranye ikiganiro kiracika 😅

Imbonerahamwe yo kugereranya - uburyo bwiza bwo gupima ikoreshwa ry'ingufu za AI 📊

Dore imbonerahamwe ifatika ku muntu wese ugerageza gusubiza ikibazo atagihinduye ubuhanzi bw'ibitaramo.

Igikoresho cyangwa uburyo Abakurikiranira hafi cyane Igiciro Impamvu bikora
Igereranya ryoroshye ry'amategeko agenga ibintu Abasomyi bashishikajwe n'amatsiko, abanyeshuri Ubuntu Byihuse, byoroshye, biremereye gato - ariko birahagije ku kugereranya ibintu mu buryo buciriritse
Igipimo cya wati ku ruhande rw'igikoresho Abubatsi bonyine, abakunda ibintu bitandukanye Hasi Ipima ishusho nyayo y'imashini, ikaba ari sima nziza cyane
GPU telemetry dashboard Injeniyeri, amakipe ya ML Hagati Ibisobanuro birambuye ku mirimo ikomeye yo kubara, nubwo ishobora kubura amafaranga menshi yo kuyikoresha
Kwishyura mu bicu + ububiko bw'ikoreshwa Amakipe ya Startups, Operations Hagati kugeza hejuru Ihuza ikoreshwa ry'ubuhanga bwo gukora imibonano mpuzabitsina n'amafaranga nyayo - ntabwo ari ingenzi, iracyafite agaciro gakomeye
Raporo y'ingufu z'ikigo cy'amakuru Amakipe y'ibigo Hejuru Bitanga uburyo bwagutse bwo gukora, gukonjesha no gutangira kugaragara hano
Isuzuma ryuzuye ry'ubuzima Amatsinda ashinzwe kubungabunga ibidukikije, imiryango minini Bikabije, rimwe na rimwe birababaza Ni byiza cyane mu isesengura rikomeye kuko rirenze icyitegererezo ubwacyo... ariko ni rito kandi ni nk'inyamaswa

Nta buryo butunganye buhari. Icyo ni cyo gice giteye ishozi. Ariko hari urwego rw'agaciro. Kandi ubusanzwe, ikintu gishoboka ni cyiza cyane. ( Google Cloud )

Ikintu gikomeye si ubumaji - ni imibare n'ibikoresho 🖥️🔥

Iyo abantu batekereza ikoreshwa ry'ingufu za AI, akenshi batekereza ko moderi ubwayo ari yo ikoresha ingufu. Ariko moderi ni porogaramu ya logique ikoresha ibikoresho. Ibikoresho niho fagitire y'amashanyarazi igaragara. ( Strubell et al. , Google Cloud )

Impinduka zikomeye zikunze kuba zirimo:

Sisitemu ikora neza cyane ishobora gukora akazi kenshi ikoresheje ingufu nke. Sisitemu idakora neza ishobora gupfusha ubusa amashanyarazi ifite icyizere gitangaje. Urabizi uko bimeze - zimwe muri zo ni imodoka zisiganwa, izindi ni imodoka zo guhaha zifite imiyoboro ya roketi 🚀🛒

Kandi yego, ingano y'icyitegererezo ni ingenzi. Ibyuma binini bikunda gusaba kwibuka cyane no kubara cyane, cyane cyane iyo bitanga umusaruro muremure cyangwa mu gucunga ibitekerezo bigoye. Ariko amayeri yo gukora neza ashobora guhindura ishusho: (Uburyo Green AI) , Ingano, Guhuza, no Gutanga Ingamba mu Gukoresha Ingufu za LLM )

Ikibazo rero si "Ubunini bungana iki?" Nanone ni "Ubuhanga bungana iki burimo gukoreshwa?"

Imyitozo vs inference - izi ni inyamaswa zitandukanye 🐘🐇

Uku ni ugutandukana guteye urujijo hafi ya buri wese.

Amahugurwa

Amahugurwa ni igihe moderi yiga imiterere iturutse ku makuru manini. Bishobora kuba birimo uduce twinshi dukora igihe kirekire, tugasoma amakuru menshi cyane. Iki cyiciro gikenera ingufu nyinshi. Rimwe na rimwe ni uko bimeze cyane. ( Strubell et al. )

Ingufu zo gutoza ziterwa na:

  • Ingano y'icyitegererezo

  • ingano y'amakuru

  • umubare w'amahugurwa

  • igerageza ryananiwe

  • gukosora amapasi

  • imikorere myiza y'ibikoresho

  • Gukonjesha hejuru y'imodoka ( Strubell et al. , Google Research )

Dore igice abantu bakunze kwibagirwa - rubanda bakunze gutekereza ku myitozo imwe nini, ikorwa rimwe, iherezo ry'inkuru. Mu bikorwa, iterambere rishobora kuba rikubiyemo kwiruka kenshi, gutunganya, kongera guhugura, gusuzuma, n'ibindi byose by'ingenzi ariko bihenze ku gikorwa nyamukuru. ( Strubell et al. , Green AI )

Igitekerezo

Inference ni icyitegererezo gisubiza ibyifuzo by'abakoresha nyabo. Ubusabe bumwe bushobora kugaragara nk'aho budasa cyane. Ariko inference ibaho kenshi na kenshi. Inshuro za miriyoni. Rimwe na rimwe amamiliyari. ( Ubushakashatsi bwa Google , DOE )

Ingufu z'icyitegererezo ziyongera hamwe na:

Rero imyitozo ni umutingito. Igisobanuro ni umuraba. Kimwe ni ikintu gitangaje, ikindi kidashira, kandi byombi bishobora guhindura inkombe gato. Birashoboka ko ari ikigereranyo kidasanzwe, ariko kirahuzwa ... cyane cyane.

Ikiguzi cy'ingufu cyihishe abantu bibagirwa 😬

Iyo umuntu agereranyije ikoreshwa ry'ingufu za AI areba gusa kuri chip, akenshi aba ari make. Si ko buri gihe biba bibi, ariko birahagije kugira ngo bigire icyo bitanga. ( Google Cloud , IEA )

Dore ibice byihishe:

Gukonjesha ❄️

Seriveri zitanga ubushyuhe. Ibikoresho bikomeye bya AI bitanga byinshi muri byo. Gukonjesha si amahitamo. Buri watt ikoreshwa mu kubara ikunze gutera imbaraga nyinshi kugira ngo ubushyuhe bukomeze kuba bwiza. ( IEA , Google Cloud )

Ihindagurika ry'amakuru 🌐

Kwimura amakuru mu bubiko, mu bubiko, no mu miyoboro nabyo bisaba imbaraga. Ubuhanga bwo gukora imibonano mpuzabitsina (AI) si "gutekereza gusa." Nanone ni uguhuza amakuru buri gihe. ( IEA )

Ubushobozi bwo gukora ubusa 💤

Sisitemu zubatswe ku bushobozi bwo gukenera ibikoresho byinshi ntizihora zikora ku bushobozi bwo gukenera ibikoresho byinshi. Ibikorwa remezo bidakora cyangwa bidakoreshwa neza biracyakoresha amashanyarazi. ( Google Cloud )

Ubuvumbuzi n'ubwizerwe 🧱

Gusubiza inyuma, sisitemu zo gucika intege, uturere dutandukanye, urwego rw'umutekano - byose bifite agaciro, byose ni bimwe mu bigize ishusho y'ingufu nini. ( IEA )

Ububiko 📦

Amakuru y'amahugurwa, ishyirwa mu bikorwa, amateka, aho kugenzura, n'ibisohoka - byose biba ahantu runaka. Kubika birahendutse kurusha kubara, yego, ariko ntabwo ari ubuntu mu bijyanye n'ingufu. ( IEA )

Iyi niyo mpamvu Ingufu zingana iki AI ikoresha? idashobora gusubizwa neza urebye ku mbonerahamwe imwe. Urutonde rwuzuye ni ingenzi. ( Google Cloud , IEA )

Impamvu igitekerezo kimwe cya AI gishobora kuba gito - kandi igikurikiraho gishobora kuba ikinyabupfura 📝➡️🎬

Ntabwo ubutumwa bwose butangwa bungana. Gusaba gushya kw'interuro ntibigereranywa no gusaba isesengura rirerire, gukora isesengura ry'intambwe nyinshi, cyangwa gukora amashusho mu buryo bwo hejuru. ( Google Cloud )

Ibintu bikunze kongera ikoreshwa ry'ingufu kuri buri gikorwa:

Igisubizo cyoroheje gishobora kuba gihendutse. Uburyo bunini bwo gukora ibintu bitandukanye bushobora kuba buhendutse. Ni nko gutumiza ikawa ugereranije no gutegura ubukwe. Byombi bifatwa nk' "serivisi y'ibiryo," mu buryo bw'umwimerere. Kimwe ntigisa n'ikindi ☕🎉

Ibi ni ingenzi cyane cyane ku matsinda y'ibicuruzwa. Uburyo busa n'aho nta kibazo bukoreshwa mu buryo budahagije bushobora guhenda cyane iyo buri gihe cy'umukoresha kibaye kirekire, gikungahaye, kandi kikaba kinini cyane. ( DOE , Google Cloud )

AI y'abaguzi n'ubuhanga bwo gukora ibintu mu buryo bwa elegitoroniki si kimwe 🏢📱

Umuntu usanzwe ukoresha ubuhanga bwo gukora imibonano mpuzabitsina mu buryo busanzwe ashobora gutekereza ko ibyo amusaba rimwe na rimwe ari byo bibazo bikomeye. Ubusanzwe, ntabwo ari ho inkuru y'ingufu nyamukuru iba. ( Google Cloud )

Imikoreshereze y'ikigo ihindura imibare:

  • abakozi ibihumbi

  • abapilote babiri bahora bakorana

  • gutunganya inyandiko mu buryo bwikora

  • incamake y'ihamagara

  • isesengura ry'amashusho

  • ibikoresho byo gusuzuma kode

  • ibikoresho by'inyuma bihora bikora

Aho niho ikoreshwa ry'ingufu rusange ritangira kuba ingenzi cyane. Si ukubera ko buri gikorwa ari igihe cy'imperuka, ahubwo ni ukubera ko gusubiramo ari ukwiyongera. ( DOE , IEA )

Mu isuzuma ryanjye bwite n'isuzuma ry'imikorere, aha niho abantu batangazwa. Bibanda ku izina ry'icyitegererezo, cyangwa demo idasanzwe, bakirengagiza ubwinshi bw'amakuru. Ijwi akenshi ni ryo rituma abantu babasha kuzigama - cyangwa se rikaba ari ryo rituma babasha kuzigama, bitewe n'uko uba wishyuza abakiriya cyangwa wishyura igikoresho 😅

Ku bakiriya, ingaruka zishobora kuba nk'izidasobanutse. Ku bacuruzi, ziba zifatika vuba cyane:

  • imishinga y'amategeko y'ibikorwa remezo minini

  • igitutu cyinshi cyo kunoza

  • gukenera cyane ubwoko buto aho bishoboka

  • raporo y'imbere mu gihugu ku bijyanye no kubungabunga ibidukikije

  • Kwita cyane ku kubika no gukoresha uburyo bwa "Caching" ( Google Cloud , Green AI )

Uburyo bwo kugabanya ikoreshwa ry'ingufu za AI udahagaritse AI 🌱

Iki gice ni ingenzi kuko intego atari "kureka gukoresha ubuhanga bwo gukora imibonano mpuzabitsina." Ubusanzwe ibyo ntabwo ari ibintu bifatika, ndetse ntabwo ari ngombwa. Gukoresha neza ni bwo buryo bwiza.

Dore uburyo bukomeye bwo gukoresha:

1. Koresha uburyo buto cyane butuma akazi karangira

Si buri gikorwa gikeneye amahitamo y'ibiremereye. Icyitegererezo cyoroheje cyo gushyira mu byiciro cyangwa incamake gishobora kugabanya imyanda vuba. ( Green AI , Google Cloud )

2. Kugabanya ubutumwa n'ibisubizo

Verbose muri, verbose hanze. Amanota y'inyongera bivuze ko habarwa byiyongereye. Rimwe na rimwe kugabanya umuvuduko ni byo byoroshye gutsinda. ( Ingano, Guhuza, no Gutanga Ingamba mu Gukoresha Ingufu za LLM , Google Cloud )

3. Ibisubizo byasubiwemo mu bubiko

Niba ikibazo kimwe gikomeje kugaragara, ntukisubiremo buri gihe. Ibi bigaragara cyane ku buryo buteye ubwoba, ariko birabura. ( Google Cloud )

4. Gutanga imirimo myinshi igihe bishoboka

Gukora imirimo mu byiciro bishobora kunoza ikoreshwa no kugabanya imyanda. ( Ingamba zo gupima, guhuza, no gutanga serivisi mu ikoreshwa ry'ingufu za LLM )

5. Imirimo yo mu nzira y'ubwenge

Koresha moderi nini gusa iyo icyizere cyagabanutse cyangwa akazi kakarushaho kwiyongera. ( Green AI , Google Cloud )

6. Kunoza ibikorwa remezo

Gahunda nziza, ibikoresho byiza, ingamba nziza zo gukonjesha - ibintu by'ubusa, inyungu nini. ( Google Cloud , DOE )

7. Pima mbere yo gufata umwanzuro

Amakipe menshi yibwira ko azi aho ingufu zijya. Hanyuma barapima, maze barabibona - igice gihenze kiri ahandi hantu. ( Google Cloud )

Gukora akazi neza si byiza cyane. Ni gake cyane bishimangirwa. Ariko ni bumwe mu buryo bwiza bwo gutuma ubuhanga bwo gukora imibonano mpuzabitsina (AI) buhendutse kandi bushobora kwirindwa ku rugero runini 👍

Ibinyoma bikunze kuvugwa ku ikoreshwa ry'amashanyarazi ya AI 🚫

Reka dukureho inkuru nke z'ibinyoma kuko iyi ngingo ihita igorana.

Ikinyoma cya 1 - Buri kibazo cyose cya AI gipfa ubusa cyane

Si ngombwa. Bimwe ni bike. Igipimo n'ubwoko bw'imirimo ni ingenzi cyane. ( Google Cloud )

Ikinyoma cya 2 - Imyitozo ni cyo kintu cyonyine cy'ingenzi

Oya. Igitekerezo gishobora kwiganza uko igihe kigenda gihita iyo ikoreshwa ari rinini. ( Google Research , DOE )

Ikinyoma cya 3 - Icyitegererezo kinini gihora gisobanura umusaruro mwiza

Hari igihe yego, rimwe na rimwe ntibyumvikane neza. Imirimo myinshi ikora neza kuri sisitemu nto. ( Green AI )

Ikinyoma cya 4 - Ikoreshwa ry'ingufu ringana n'ingaruka za karuboni mu buryo bwikora

Ntabwo ari byo rwose. Karuboni iterwa n'isoko ry'ingufu. ( IEA , Strubell et al. )

Ikinyoma cya 5 - Ushobora kubona inomero imwe rusange yo gukoresha ingufu za AI

Ntushobora, nibura mu buryo bukomeza kugira icyo buvuze. Cyangwa ushobora, ariko bizashyirwa ku rugero rungana ku buryo bitazongera kugira agaciro. ( IEA )

Niyo mpamvu kubaza niba ubuhanga bwo gukoresha ingufu zingana iki mu buhanga bwa mudasobwa (AI) ari ubw'ubwenge - ariko gusa niba witeguye igisubizo cy'urutonde aho kuba igitekerezo cy'intero.

None se ... koko ubuhanga bwo gukora imibonano mpuzabitsina (AI) bukoresha ingufu zingana iki? 🤔

Dore umwanzuro ushingiye ku shingiro.

Ikoreshwa rya "AI":

  • gato , ku mirimo imwe n'imwe yoroshye

  • byinshi cyane , ku gukora ibintu byinshi cyane

  • umubare munini cyane , ku mahugurwa manini y'icyitegererezo

  • umubare munini cyane muri rusange , iyo miliyoni z'ubusabe ziyongera uko igihe kigenda gihita ( Google Cloud , DOE )

Iyo niyo miterere yayo.

Ikintu cy'ingenzi ni ukudashyira ikibazo cyose mu mwanya umwe uteye ubwoba cyangwa ngo ugishyire mu mwanya umwe uteye isoni. Gukoresha ingufu za AI ni ukuri. Ni ingenzi. Bishobora kunozwa. Kandi uburyo bwiza bwo kubivugaho ni ukureba aho ibintu bihurira, atari mu buryo bw'ikinamico. ( IEA , Green AI )

Ibiganiro byinshi mu ruhame bihinduka hagati y’ibintu bidasanzwe - "AI ni ubuntu" ku ruhande rumwe, "AI ni igihe cy’amashanyarazi" ku rundi ruhande. Ukuri ni ibisanzwe, bituma birushaho gutanga amakuru. Ni ikibazo cya sisitemu. Ibikoresho, porogaramu, imikoreshereze, ubunini, gukonjesha, amahitamo y’imiterere. Prosaic? Bike. Ni ingenzi? Cyane cyane. ( IEA , Google Cloud )

Ibintu by'ingenzi ⚡🧾

Niba waraje ubaza uti, Ni ingufu zingana iki ikoranabuhanga rya gihanga rikoresha? , dore icyo ukwiye kumenya:

  • Nta mubare w'abantu bose uhwanye n'abandi

  • Imyitozo isanzwe itwara imbaraga nyinshi mbere y'igihe

  • Igitekerezo kiba ikintu cy'ingenzi ku rugero

  • Ingano y'icyitegererezo, ibikoresho, akazi k'akazi, no gukonjesha byose bifite akamaro

  • Gutunganya ibintu bito bishobora kugira itandukaniro rinini ritangaje

  • Ikibazo cy'ubwenge cyane si "ingano" gusa, ahubwo ni "ku kihe gikorwa, kuri sisitemu iyihe, ku rugero rungana iki?" ( IEA , Google Cloud )

Yego rero, ubuhanga bwo gukora imibonano mpuzabitsina (AI) bukoresha ingufu nyazo. Birahagije kugira ngo umuntu ahabwe agaciro. Birahagije kugira ngo umuntu agaragaze ubuhanga bwiza. Ariko ntabwo ari mu buryo bwa katuni, bw'umubare umwe.

Ibibazo Bikunze Kubazwa

Ingufu zingana iki ikoreshwa na AI mu gushakisha amakuru rimwe gusa?

Nta mubare rusange w’incamake imwe ibaho, kuko ikoreshwa ry’ingufu riterwa n’icyitegererezo, ibikoresho, uburebure bw’incamake, uburebure bw’umusaruro, n’ikoreshwa ry’ibikoresho by’inyongera. Igisubizo gito cy’inyandiko gishobora kuba gito, mu gihe igikorwa kirekire cy’uburyo bwinshi gishobora gutwara byinshi cyane. Igisubizo cy’ingenzi cyane si ishusho imwe y’umutwe, ahubwo ni imiterere y’igikorwa.

Kuki ibipimo by'ikoreshwa ry'ingufu za AI bitandukanye cyane?

Igereranya riratandukanye kuko abantu bakunze kugereranya ibintu bitandukanye cyane munsi y’ikirango kimwe cya AI. Igereranya rimwe rishobora gusobanura igisubizo cyoroheje cya chatbot, mu gihe irindi rishobora gusobanura gukora amashusho, videwo, cyangwa amahugurwa manini y’icyitegererezo. Kugira ngo igereranya rigire icyo rivuze, rikeneye imiterere nk'ubwoko bw'akazi, ingano y'icyitegererezo, ibikoresho, ikoreshwa, gukonjesha, n'aho riherereye.

Ese gutoza ubuhanga bwo gukora imibonano mpuzabitsina cyangwa gukoresha ubuhanga bwo gukora imibonano mpuzabitsina buri munsi ni byo bitwara ingufu nyinshi?

Ubusanzwe amahugurwa ni igikorwa gikomeye cyo gutanga ingufu, kuko gishobora kuba gikubiyemo uduce twinshi dukora igihe kirekire mu makuru menshi. Igitekerezo ni ikiguzi gihoraho kigaragara buri gihe abakoresha bohereza ubusabe, kandi ku rugero runaka gishobora no kuba kinini cyane. Mu by'ukuri, byombi bifite akamaro, nubwo bifite akamaro mu buryo butandukanye.

Ni iki gituma ubusabe bumwe bwa AI bukoresha ingufu nyinshi kurusha ubundi?

Amadirishya maremare y’aho ibintu biherereye, umusaruro muremure, uburyo bwo gutekereza busubirwamo, gukoresha ibikoresho, intambwe zo kubigarura, no gukoresha uburyo bwinshi, byose birushaho kongera ikoreshwa ry’ingufu kuri buri gikorwa. Intego zo gutinda nazo ni ingenzi, kuko ibisabwa mu gusubiza vuba bishobora kugabanya imikorere. Ubusabe bwo kwandika bundi bushya hamwe n’imikorere miremire yo kwandika cyangwa amashusho ntabwo bigereranywa.

Ni ibihe bicuruzwa by'ingufu byihishe abantu babura iyo babazaga ingano y'ingufu AI ikoresha?

Abantu benshi bibanda kuri chip gusa, ariko ibyo ntibita ku gukonjesha, urujya n'uruza rw'amakuru, ububiko, ubushobozi bwo kudakora, na sisitemu zo kwizera nka backups cyangwa uturere twa failover. Izi levels zishyigikira zishobora guhindura cyane urwego rwose. Niyo mpamvu ikipimo ubwacyo kidakunze gufata ishusho y'ingufu zose.

Ese igikoresho kinini cya AI gihora gikoresha ingufu nyinshi?

Moderi nini akenshi zikenera kubara no kwibuka byinshi, cyane cyane ku bisohoka birebire cyangwa bigoye, bityo akenshi zikoresha ingufu nyinshi. Ariko nini ntibivuze ko ari nziza kuri buri kazi, kandi kuyitunganya bishobora guhindura ishusho cyane. Moderi nto zihariye, gupima, gukusanya amakuru, gushyingura amakuru, no gukoresha amakuru neza byose bishobora kunoza imikorere.

Ese gukoresha ubuhanga bwa "AI" ku bakoresha ni cyo kibazo nyamukuru cy'ingufu, cyangwa "AI" ku bigo ni cyo kibazo gikomeye?

Gukoresha abaguzi mu buryo busanzwe bishobora kwiyongera, ariko inkuru y'ingufu nyinshi ikunze kugaragara mu mishinga ikoreshwa mu bigo. Imishinga ihora ikora, gutunganya inyandiko, gusesengura incamake y'amajwi, gusuzuma kode, n'abashinzwe amakuru y'inyuma bitera ubusabe bwinshi ku bakoresha benshi. Ikibazo akenshi ni gito cyane ku gikorwa kimwe gikomeye ahubwo ni ukumenya umubare uhoraho w'amakuru uko igihe kigenda gihita.

Ingufu zingana iki iyo ushyizemo ububiko bw'amakuru n'ubukonje?

Iyo sisitemu yagutse imaze gushyirwamo, igisubizo kiba gifatika kandi akenshi kiba kinini kuruta uko ibipimo bya chip-only bibivuga. Ibigo by'amakuru bikenera ingufu atari mu kubara gusa, ahubwo no mu gukonjesha, guhuza, kubika no kubungabunga ubushobozi bwo gusimbura. Niyo mpamvu igishushanyo mbonera cy'ibikorwa remezo n'imikorere myiza y'ibigo bigira akamaro cyane nk'uko igishushanyo mbonera cy'icyitegererezo kibivuga.

Ni ubuhe buryo bufatika bwo gupima ikoreshwa ry'ingufu za AI mu mikorere nyayo?

Uburyo bwiza buterwa n'umuntu upimisha n'icyo agamije. Ihame risanzwe rishobora gufasha mu kugereranya byihuse, mu gihe metero za watt, telemetry ya GPU, ububiko bw'amakuru akoreshwa mu bicu, na raporo z'ibigo by'amakuru bitanga ubumenyi buhamye mu mikorere. Ku kazi gakomeye ko kubungabunga ibidukikije, kureba ubuzima bw'umuntu mu buryo bwuzuye birakomeye kurushaho, nubwo bigenda buhoro kandi bigasaba byinshi.

Ni gute amakipe ashobora kugabanya ikoreshwa ry'ingufu za AI adasize inyuma imikorere y'ingirakamaro ya AI?

Inyungu nini akenshi ziva mu gukoresha moderi ntoya ikora akazi, kugabanya ibyo wasabye n'ibisohoka, kubika ibisubizo bisubirwamo, gushyira hamwe akazi, no gushyira imirimo ikomeye gusa kuri moderi nini. Gutunganya ibikorwa remezo nabyo ni ingenzi, cyane cyane gahunda n'imikorere myiza y'ibikoresho. Mu mikorere myinshi, gupima mbere na mbere bifasha amakipe kudakora neza ibintu bitari byo.

Amareferensi

  1. Ikigo Mpuzamahanga Gishinzwe Ingufu (IEA) - Ingufu zikenewe na AI - iea.org

  2. Minisiteri y'Ingufu muri Amerika (DOE) - DOE yasohoye raporo nshya isuzuma ukwiyongera kw'ibigo by'amakuru ajyanye n'ibura ry'amashanyarazi - energy.gov

  3. Google Cloud - Gupima ingaruka z'isesengura rya AI ku bidukikije - cloud.google.com

  4. Ubushakashatsi bwa Google - Inkuru nziza ku bijyanye n'ingaruka za karuboni mu mahugurwa yo kwigira ku mashini - research.google

  5. Ubushakashatsi bwa Google - Ingano ya karuboni mu mahugurwa yo kwigira ku mashini izagenda neza hanyuma ikagabanuka - research.google

  6. arXiv - Green AI - arxiv.org

  7. arXiv - Strubell n'abandi. - arxiv.org

  8. arXiv - Ingamba zo gupima, guhuza, no gutanga serivisi mu ikoreshwa ry'ingufu za LLM - arxiv.org

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