Malinga ndi msika wogulitsa mafakitale wa II ndi AI Ipoti 2021-2026, kukhazikitsidwa kwa AI ku mafakitale kumawonjezeka kuchokera ku 19% mpaka 31 pazaka zopitilira ziwiri. Kuphatikiza pa 31 peresenti ya omwe afunsidwa kwathunthu kapena pang'ono pang'ono pang'ono kapena pang'ono pang'ono pa ntchito zawo, ena 39 peresenti akuyesa kapena kuyendetsa ukadaulo.
AI akutuluka ngati ukadaulo wofunikira wa opanga ndi makampani a mphamvu padziko lonse lapansi, ndipo kuwunika kwa iot kumalosera kuti msika wa mafakitale uzikhala ndi $ 102.17 biliyoni pofika 2026.
M'badwo wa digito wabereka intaneti ya zinthu. Itha kuwoneka kuti kutuluka kwa luntha la luso la zinthu zikuthandizira kutha kwa chitukuko cha intaneti.
Tiyeni tiwone zina mwazinthu zomwe zimayendetsa mafakitale ai ndi aioti.
Zovuta 1: Zowonjezera ndi Zida Zambiri Pulogalamu Yogwiritsa Ntchito Mafakitale
Mu 2019, pomwe iot adawunika adayamba kuphimba mafakitale AI, panali zinthu zochepa zodzipereka za Aioctifice zochokera kuntchito (ot) ogulitsa. Kuyambira nthawi imeneyo, ogulitsa ambiri a OT adalowa msika wa Ai popanga ndi kupereka mafilimu a AI mu Pulogalamu ya AI pansi.
Malinga ndi deta, ogulitsa pafupifupi 400 amapereka pulogalamu ya Aaoot. Chiwerengero cha ogulitsa mapulogalamu akulowa msika wa AI wa AI wachuluka kwambiri m'zaka ziwiri zapitazi. Pakafukufuku, iot anawunika zowunikira zomwe zazindikirika 634 zogulitsa zamakono za Ai ukadaulo kwa opanga / makasitomala a mafakitale. Mwa makampani awa, 389 (61.4%) amapereka pulogalamu ya Ai.
Platifomu yatsopano ya AI imayang'ana malo opangira mafakitale. Kupitilira, Brainbebe, kapena C3 Ai, katswiri wokulirapo ntchito (OT) omwe akupereka mapulani odzipereka a Ai. Zitsanzo zimaphatikizapo genix mafakitale a ABB ndi AI Suite magetsi, zojambulajambula zam'madzi zam'madzi zimapanga, zopanga za Schneiryard. Zina mwa nsanja izi zikulosera zamilandu zosiyanasiyana. Mwachitsanzo, nsanja ya Abb imapereka chitsutso chambiri, kuphatikizapo mapulogalamu ndi ntchito zopangidwa kale kuti mugwire ntchito zamankhwala, zomwe zingakhale bwino kugwirira ntchito, kukhulupirika komanso kupereka phindu.
Makampani akuluakulu akuyika zida zawo zogulitsira malo ogulitsira.
Kupezeka kwa zida za AI mapulogalamu amayendetsedwa ndi zida zatsopano zogwiritsira ntchito zomwe zimapangidwa ndi ADS, makampani akulu monga Microsoft ndi Google. Mwachitsanzo, mu Disembala 2020, ADS amasulidwa a ASGAMOKERS SUGSTARArt, gawo la mankhwala osokoneza bongo omwe amapereka mafakitale ambiri, monga kuyendetsa makompyuta, ndikuyendetsa makompyuta angapo.
Mapulogalamu ogwiritsira ntchito pulogalamuyi akugwiritsa ntchito kukonzanso.
Pulogalamu yamasewera ogwiritsa ntchito, monga omwe amayang'ana pa kukonzanso, akufalikira kwambiri. Zowunikira za iot zimawona kuti kuchuluka kwa omwe akupereka pogwiritsa ntchito mapulogalamu a ai - mapulogalamu a PDM) adadzuka mpaka 731 chifukwa cha kuchuluka kwa mapangidwe osiyanasiyana komanso kugwiritsa ntchito mitundu yophunzitsa data isanakwane.
Factor 2: Kukonza ndi kukonza njira za AI ndikukhala kosavuta
Kuphunzira kwamakina okha (magalimoto) kukukhala chinthu chofunikira.
Chifukwa cha zovuta za ntchito zokhudzana ndi maphunziro amakina (ml), kukula msanga kwa maphunziro ophunzirira makina kwapangitsa kufunika kokhala ndi njira zophunzitsira zamakina zomwe zingagwiritsidwe ntchito popanda ukadaulo. Gawo la kafukufuku, zochita zopita patsogolo zophunzirira makina, zimatchedwa kuti galimoto. Makampani osiyanasiyana ndikuthamangira ukadaulo uwu monga gawo la zopereka zawo za AI kuti athandizire makasitomala amapanga mafakitale ogwiritsa ntchito mafakitale mwachangu. Mwachitsanzo, mu Novembala 2020, mwachitsanzo, SKF idalengeza zopangidwa ndi magalimoto omwe amaphatikiza makina ogwiritsira ntchito makina ndi kuthiratu kuti muchepetse ndalama zochepetsera makasitomala.
Makina Ophunzirira Makina (ml ma ops) osavuta makina ndi kukonza.
Kulangiza kwatsopano kwa maphunziro akuphunzira kumafuna kusinthasintha kukonzanso kwa AI pakupanga malo opanga. Kuchita kwa mtundu wa AI nthawi zambiri kumachepetsa nthawi momwe zimakhudzidwira ndi zinthu zingapo mkati mwa mbewu (mwachitsanzo, kusintha kwa kuchuluka kwa deta ndi miyezo yapamwamba). Zotsatira zake, kukonza njira zophunzirira komanso kugwiritsa ntchito makina ophunzirira zakhala zofunika kukwaniritsa zofunikira zapamwamba za mafakitale (mwachitsanzo, mitundu ndi magwiridwe antchito omwe ali m'munsi 99% akhoza kulephera kuzindikira machitidwe omwe akugwira ntchito pangozi.
M'zaka zaposachedwa, zoyambira zambiri zalowa mld danga, kuphatikizapo Datarobot, Gridi.ai, pinecone / Zilliz, ndi zolemera. Makampani okhazikitsidwa amawonjezera maphunziro akuphunzira ku zopereka zawo za AI zomwe zilipo, kuphatikizapo Microsoft, yomwe idayambitsa deta yotsegulira azure ml. Izi zimathandizira ogwiritsa ntchito kuti adziwe zosintha pakugawidwa kwa deta yofikitsa yomwe imapangitsa kuti pakhale masewera.
Factor 3: Luka lanzeru likugwiritsidwa ntchito pakugwiritsa ntchito ntchito zomwe zilipo komanso kugwiritsa ntchito milandu
Mapulogalamu achikhalidwe omwe akuwonjezereka ai.
Kuphatikiza pa zida zazikulu za AI zopingasa monga ms azure ml, a AD SAGEMEEME VERTEX AI, Pulogalamu Yachikhalidwe Yotetezedwa ndi makompyuta Mwachitsanzo, pulogalamu ya Erp Epicor Pulogalamu ya AI ikuwonjezera ziyeso za AI pazomwe zidalipo kudzera mu Evar Virmm yake yothandizira (Eva). Othandizira a Eva amagwiritsidwa ntchito kungogwiritsa ntchito njira za Ep, monga kukonzanso ntchito kapena kuchita mafunso osavuta (mwachitsanzo, kupeza tsatanetsatane wa mitengo yamalonda kapena chiwerengero cha zigawo zomwe zilipo).
Milandu yogwiritsa ntchito mafakitale ikukwezedwa pogwiritsa ntchito AAIT.
Milandu ingapo yogwiritsira ntchito mafakitale ikulimbikitsidwa powonjezera mphamvu ya AI ku malo okhala ndi mapulogalamu a harmare / mapu. Chitsanzo chomveka bwino ndi masomphenya amakina pazowongolera zapamwamba. Makina amtundu wachikhalidwe mawonekedwe amajambula zithunzi zophatikizika kapena makompyuta omwe ali ndi mapulogalamu apadera omwe amawunikira magawo apadera omwe amawunikira magawo omwe adakonzekeretsa magawo omwe adakonzekeretsa ndi ziwonetsero (mwachitsanzo, mawonekedwe) amawonetsa zolakwika. Nthawi zambiri (mwachitsanzo, zinthu zamagetsi zokhala ndi mawonekedwe osiyanasiyana), kuchuluka kwa zomwe zili ndi zabwino zonse ndizokwera kwambiri.
Komabe, makina awa akutsitsimutsidwa kudzera mwa luntha launtha. Mwachitsanzo, makina ogulitsa makina amapereka chida chowonjezera chatsopano (masomphenya a pro)
Factor 4: Hardial Airdware A Diving Hardiore akusintha
Chips chips chikuyenda mwachangu.
Chipwiridwa ndi zippani zophatikizika zikukula mwachangu, zosankha zosiyanasiyana zomwe zimapezeka kuti zithandizire kukula ndi kutumiza kwa mitundu ya Ai. Zitsanzo zikuphatikizapo ma grafics a Nvidia a Nvidia (GPUS), A30 ndi A10, omwe adayambitsidwa mu Marichi 2021 ndipo ndi oyenera a AI Chitsanzo china ndi magawo anayi am'mimba a am'mimba a Google, omwe ali ndi cholinga chapadera kwambiri (Asics) zomwe zingatheke kukhala ndi ntchito yokwanira 1,000 ndikuthamanga, ndi chiwonetsero cha chinthu, ndi chitsimikiziro cha AI. Pogwiritsa ntchito ai zida zodzipatulira zimachepetsa nthawi yayitali kuyambira masiku mpaka mphindi, ndipo zatsimikiziridwa kuti ndi njira ya masewera nthawi zambiri.
Amphamvu ai hardware imapezeka nthawi yomweyo kudzera mu mtundu wolipira.
Mabizinesi a Supercale amanyamula ma seva awo nthawi zonse kumapangitsa kugwiritsa ntchito makompyuta omwe amapezeka mumtambo kuti ogwiritsa ntchito kumapeto azigwiritsa ntchito mapulogalamu a AI. Mwachitsanzo. Mwachitsanzo, kuwerengera kwa Nanotronics kumagwiritsa ntchito zitsanzo za AIC2 za kuwongolera njira yake yapamwamba kuti athe kufulumizitsa zoyeserera ndikuwunika molondola popanga microchips ndi nanotubes.
Pomaliza ndi chiyembekezo
Ai akutuluka ku fakitoli, ndipo kudzakhala kosafunikira pakugwiritsa ntchito zatsopano, monga PDM yochokera ku PDM, ndipo monga momwe mukuthandizira pulogalamu ya pulogalamu yomwe ilipo ndikugwiritsa ntchito milandu. Nthambi zikuluzikulu zikugudubuza milandu ingapo yogwiritsa ntchito milandu komanso kufotokozera bwino, ndipo ntchito zambiri zimakhala ndi kubweza kwakukulu pa ndalama. Zonsezi, kukwera kwa mtambo, nsanja za iot ndi chips amphamvu zimapereka nsanja ya m'badwo watsopano wa pulogalamu ndi kukhathamiritsa.
Post Nthawi: Jan-12-2022