Ngokusho kosanda kukhishwa kwe-AI ne-AI Market Report 2021-2026, izinga lokutholwa kwe-AI ezilungiselelweni zezimboni landa lisuka kumaphesenti angama-19 libe ngamaphesenti angama-31 ngaphezulu kweminyaka emibili. Ngokungeziwe kumaphesenti angama-31 abaphenduli abaye bakhipha ngokugcwele noma ngokwengxenye ai ekusebenzeni kwabo, amanye amaphesenti angama-39 njengamanje ahlolwa noma afaka ubuchwepheshe.
I-AI iyavela njengobuchwepheshe obuhle kubakhiqizi kanye nezinkampani zamandla emhlabeni wonke, futhi ukuhlaziywa kwe-iot kubikezela ukuthi imakethe yezindawo ze-AI AI Solutions izokhombisa isilinganiso sokukhula sonyaka esibanzi (i-CAGR) esingu-35.17 billion ngo-2026 billion ngo-2026.
Iminyaka yedijithali ibelethe i-Intanethi Yezinto. Kuyabonakala ukuthi ukuvela kobuhlakani bokufakelwa kusheshise ijubane lokuthuthuka kwe-inthanethi yezinto.
Ake sibheke ezinye zezinto eziphikisana nokunyuka kwe-AI ne-AI ne-AI yezezimboni.
I-Factor 1: Amathuluzi wesoftware amaningi e-austrial aiot
Ngo-2019, lapho ama-IOT analytics aqala ukumboza i-Industrial Ai, bekukhona imikhiqizo embalwa yesoftware ye-AI evela kubuchwepheshe bokusebenza (OT) abathengisi. Kusukela lapho, abathengisi abaningi be-OT bangene emakethe ye-AI ngokuthuthukisa nokuhlinzeka ngezixazululo zesoftware ye-AI ngesimo samapulatifomu e-AI efektri.
Ngokwemininingwane, cishe abathengisi abacishe babe ngu-400 banikeza isoftware ye-AIOT. Isibalo sabathengisi besoftware esijoyina imakethe yezezimboni i-AI sikhuphuke kakhulu eminyakeni emibili edlule. Ngesikhathi sokufunda, i-IOT APAYTICS ikhombe abahlinzeki abangama-634 ubuchwepheshe be-AI kubakhiqizi / amakhasimende wezimboni. Zalezi zinkampani, 389 (61.4%) zinikeza isoftware ye-AI.
Ipulatifomu entsha yesoftware ye-AI igxile ezindaweni zezimboni. Ngale ndlela, i-braincube, noma i-C3 AI, inani elikhulayo labathengisi bezobuchwepheshe (i-OT) linikeza amapulatifomu esoftware e-AI anikezelwe. Izibonelo zifaka i-ABB's Genix Industrial Analytics kanye ne-AI Suite, i-RocKwell automation's FactoryTalk Innovation Innovation Suite, isiteji sokubonisana sikagesi sikagesi sokwakha kagesi, futhi muva nje, izengezo ezithile. Amanye amapulatifomu ahlose ububanzi obuhlukahlukene bokusebenzisa. Isibonelo, ipulatifomu ye-ABB's Genix inikezela nge-analytics ethuthukile, kufaka phakathi izinhlelo zokusebenza ezakhelwe ngaphambilini nezinsizakalo zokulawulwa kokusebenza kwempahla, ubuqotho bempahla, ukuqina nokusebenza kokuthengwa kwezidingo.
Izinkampani ezinkulu zibeka amathuluzi awo wesoftware ye-AI esitezi esitolo.
Ukutholakala kwamathuluzi wesoftware ye-AI kuqhutshwa amathuluzi wesoftware athile e-auterate athile esetshenzisiwe ama-AWS, izinkampani ezinkulu ezifana ne-Microsoft ne-Google. Isibonelo, ngoDisemba 2020, ama-AWS akhiphe i-Amazon Sagemaker Jumpstart, isici se-Amazon Sagemaker enikeza isethi yezisombululo ezakhelwe ngaphambili futhi ezenziwe ngezifiso zamacala ajwayelekile ezimboni, njenge-PDM, ukushayela okuzimele, ukuhambisa ngokuchofoza okuthe xaxa.
Izisombululo zesoftware ezikhethekile ezisetshenziswayo
Ama-software acacisiwe acacisiwe, njengaleyo egxile ekunakekelweni kokubikezela, aya ngokuya evame kakhulu. I-IOT APAYTICS yabona ukuthi inani labahlinzeki besebenzisa i-software ye-AI-based Product Management Management (PDM) Solutions Solutions asebeke baba ngu-73 ekuqaleni kwemithombo engama-202 ngenxa yokwamukelwa kokuqeqeshwa kwangaphambi kokuqeqeshwa, kanye nokwamukelwa okusabalele kobuchwepheshe bokuthuthuka kwedatha.
I-Factor 2: Ukuthuthukiswa kanye nokunakekelwa kwezixazululo ze-AI zenziwa lula
Ukufundwa komshini okuzenzakalelayo (i-automl) kuba ngumkhiqizo ojwayelekile.
Ngenxa yobunzima bemisebenzi ehambisana nokufunda komshini (ml), ukukhula okusheshayo kwezicelo zokufunda ngomshini kudale isidingo sezindlela zokufunda komshini we-off-thehelofu ezingasetshenziswa ngaphandle kobuchwepheshe. Inkambu evelayo yocwaningo, ezenzakalelayo eziqhubekayo zokufunda ngomshini, ibizwa nge-attol. Izinkampani ezahlukahlukene zifaka ubuchwepheshe obuhlukahlukene njengengxenye yeminikelo yabo ye-AI ukusiza amakhasimende ukuthuthukisa amamodeli e-ML futhi asebenzise amacala okusetshenziswa kwezimboni ngokushesha. NgoNovemba 2020, ngokwesibonelo, i-skf yamemezela umkhiqizo osuselwa ku-autom ehlanganisa idatha yenqubo yomshini ngedatha yokudlidliza kanye nokushisa ukunciphisa izindleko futhi inika amandla amamodeli amasha ebhizinisi amakhasimende.
Ukusebenza kokufunda komshini (ML ops) lula ukuphathwa kwamamodeli nokulungiswa.
Isiyalo esisha semisebenzi yokufunda ngomshini ihlose ukwenza lula ukugcinwa kwamamodeli we-AI ezindaweni zokukhiqiza. Ukusebenza kwemodeli ye-AI kuvame ukwehla ngokuhamba kwesikhathi njengoba kuthintwa yizici ezimbalwa ngaphakathi kwesitshalo (ngokwesibonelo, izinguquko ekusatshalalisweni kwedatha kanye namazinga wekhwalithi). Ngenxa yalokhu, ukulungiswa kwemodeli nemisebenzi yokufunda ngomshini sekudingekile ukufeza izidingo ezisezingeni eliphakeme zezindawo zezimboni (ngokwesibonelo, amamodeli asebenza ngaphansi kwama-99% angahluleka ukukhomba ngokuziphatha okuphephile).
Eminyakeni yamuva nje, ama-Startups amaningi ajoyine isikhala se-ML Ops, kufaka phakathi i-datarobot, igridi.ai, iPinecone / Zilliz, i-Eldon, kanye nezinsimbi. Izinkampani ezisunguliwe zingeze imisebenzi yokufunda yomshini eminikelweni yazo ekhona ye-AI Software, kufaka phakathi iMicrosoft, eyethule ukutholwa kwe-Drift yedatha ku-Azure ML Studio. Lesi sici esisha senza abasebenzisi bakwazi ukubona izinguquko ekusatshalalisweni kwemininingwane yokufaka efonakalise ukusebenza kwemodeli.
I-Factor 3: Ubuhlakani bokufakelwa busetshenziselwa izinhlelo ezikhona futhi usebenzise amacala
Abahlinzeki bendabuko besoftware banezela amakhono e-AI.
Ngaphezu kwamathuluzi wesoftware akhona akhona aphezulu anjenge-MS Azure ml, ama-sagemaker we-AWS, kanye nama-suptex we-Google Cloud Vertex anjengezinhlelo zokuphathwa kwekhompyutha (i-CES), manje ukuhlela izinsiza (i-ERP) manje angenziwa ngcono ngokujova amakhono e-AI. Isibonelo, isoftware ye-ERP Pervor Epicor ingeza amakhono we-AI emikhiqizweni yayo ekhona nge-Epicor Virtual Assistant (EVA). Intelligent EVA Agents isetshenziselwa ukwenza ezenzakalelayo izinqubo ze-ERP, njengokuhlaziya kabusha ukusebenza noma ukwenza imibuzo elula (ngokwesibonelo, ukuthola imininingwane mayelana namanani entengo yomkhiqizo noma inombolo yezingxenye zomkhiqizo).
Amacala okusebenzisa izimboni athuthukiswa ngokusebenzisa i-heiot.
Amacala amaningana okusetshenziswa kwezimboni ayathuthukiswa ngokungeza amakhono e-AI kwingqalasizinda ekhona ye-Hardware / Software. Isibonelo esicacile sombono womshini kuzicelo zokulawula ezisezingeni eliphakeme. Izinhlelo Zomshini Zomnyango Wendabuko zisebenza ngamakhompiyutha ahlanganisiwe noma ahlanzekile afakwe ngesoftware ekhethekile ehlola amapharamitha anqunyelwe kusengaphambili nemikhawulo (isib., Umehluko omkhulu) ukuthola ukuthi izinto zibonisa amaphutha. Ezimweni eziningi (ngokwesibonelo, izakhi ze-elekthronikhi ezinama-hambu ama-wiring ahlukene), inani lemikhosi engamanga liphezulu kakhulu.
Kodwa-ke, lezi zinhlelo zivuselelwa ngobuhlakani bokufakelwa. Isibonelo, umshini wezimboni wombono we-Cognex ukhiphe ithuluzi elisha lokufunda elijulile (Vision Pro Ukufunda okujulile 2.0) ngoJulayi 2021. Amathuluzi amasha ahlangana nezinhlelo zokutholwa zendabuko ngohlelo lokusebenza olufanayo ukuze ahlangane adinga ukulinganisa okunempilo kanye nokungcoliswa kwezinye iziphambeko.
I-Factor 4: I-Hardware yezezimboni ye-AIITE yathuthukiswa
I-AI chips iyathuthuka ngokushesha.
Ama-Hardware Hardware AI chips akhula ngokushesha, ngezinketho ezahlukahlukene ezitholakalayo ukusekela ukuthuthukiswa kanye nokuhanjiswa kwamamodeli we-AI. Izibonelo zifaka amayunithi we-NVIDIA ama-Graphics Repting Units (GPUs), i-A30 ne-A10, eyethulwe ngoMashi 2021 futhi alungele amacala okusebenzisa ai njengezinhlelo zokuncoma kanye nezinhlelo zombono wekhompyutha. Esinye isibonelo amayunithi wokusebenza kwezizukulwane ze-Google wesizukulwane se-Google (TPUS), okuyizindawo ezihlanganisiwe ezinobumba ezihlanganisiwe (ama-Asics) angafinyelela ezikhathini eziningi zokusebenza kahle kanye nesivinini sokulayisha amamodeli (isib. Ukutholwa kwento, ukuhlukaniswa kwezithombe). Usebenzisa i-hardware ye-AI ezinikezele inciphisa isikhathi se-model complication kusukela ezinsukwini kuya kwemizuzu, futhi ifakazele ukuthi intshiseko yomdlalo ezimweni eziningi.
I-ai Hardware enamandla ye-AI itholakala ngokushesha ngemodeli yokusebenzisa ngakunye.
Amabhizinisi weSuperScale athuthukisa njalo amaseva awo ukwenza izinsiza zekhompyutha zitholakale efwini ukuze abasebenzisi bokugcina bangasebenzisa izinhlelo zokusebenza ze-AI zezimboni. NgoNovemba 2021, ngokwesibonelo, ama-AWS amemezele ukukhululwa okusemthethweni kwezimo zayo zakamuva ze-GPU, i-Amazon EC2 G5, enikwe amandla yi-NVIDIA A10G Tensor Core GPU, ngezinhlelo ezahlukahlukene ze-ML, kufaka phakathi umbono wekhompyutha kanye nezinjini zokuncoma. Isibonelo, ama-prection Systems Provider Nanotronics asebenzisa izibonelo ze-Amazon EC2 zesisombululo sayo sokulawulwa kwekhwalithi ye-AI ukusheshisa ukucubungula imizamo yokucubungula futhi afinyelele amazinga okuthola anembe kakhudlwana ekwenziweni kwama-microchips nama-nanotubes.
Isiphetho Nethemba
I-AI iphuma efektri, futhi izoba yi-Ubiquitous kuzinhlelo zokusebenza ezintsha, njenge-AI-based PDM, futhi njengezithuthukisi zesoftware ekhona futhi zisebenzise amacala. Amabhizinisi amakhulu akhipha amacala ambalwa okusebenzisa i-AI nokubika impumelelo, futhi amaphrojekthi amaningi anembuyiselo ephezulu ekutshalweni kwemali. Konke kukho konke, ukukhuphuka kwefu, amapulatifomu we-IOT nama-Ai chips anamandla anikeza ipulatifomu yesizukulwane esisha se-software kanye nokwenza kahle.
Isikhathi Seposi: Jan-12-2022