InterSystems IRIS - nsanja yeniyeni yeniyeni ya AI/ML

Wolemba: Sergey Lukyanchikov, mlangizi wa InterSystems

Real-time AI/ML computing mafoni

Tiyeni tiyambe ndi zitsanzo kuchokera pazomwe zidachitika pa Data Science ku InterSystems:

• Dongosolo la ogula lomwe ladzaza limalumikizidwa ndi njira yolimbikitsira pa intaneti. Padzakhala kukonzedwanso kwa zotsatsa pamanetiweki ogulitsa (mwachitsanzo, m'malo mwa mzere wa "flat" wotsatsa, matrix a "segment-tactics" adzagwiritsidwa ntchito). Kodi chimachitika ndi chiyani pamakina opangira? Kodi chimachitika ndi chiyani pakutumiza ndi kusinthidwa kwa data ku injini yolimbikitsira (chiwerengero chazolowera chawonjezeka ndi nthawi 25000)? Kodi chimachitika ndi chiyani pakukula kwa malingaliro (kufunika kochepetsa kusefa kwa malamulo ovomerezeka ndi chikwi chifukwa cha kuchuluka kwa chikwi ndi "kusiyana" kwawo)?
• Pali njira yowunikira kuti pakhale zovuta zomwe zingachitike m'zigawo za zida. Dongosolo loyang'anira njira lodzipangira lokha linalumikizidwa ndi njira yowunikira, kutumizira magawo masauzande aukadaulo waukadaulo sekondi iliyonse. Kodi chimachitika ndi chiyani ndi njira yowunikira yomwe idagwirapo kale "zitsanzo zapamanja" (kodi imatha kuwunikira kuthekera kwachiwiri ndi sekondi)? Zomwe zingachitike ngati chipika chatsopano chamizati mazana angapo chikuwoneka muzolowera ndikuwerengera kuchokera ku masensa omwe awonjezeredwa posachedwa ku dongosolo lowongolera (padzakhala kofunikira komanso kwa nthawi yayitali bwanji kuyimitsa makina owunikira kuti aphatikizire deta kuchokera ku masensa atsopano pakuwunika )?
• Gulu la njira za AI/ML (malangizo, kuyang'anira, kulosera) zapangidwa zomwe zimagwiritsa ntchito zotsatira za ntchito ya wina ndi mzake. Ndi maola angati amunthu omwe amafunikira mwezi uliwonse kuti asinthe magwiridwe antchitowa kuti agwirizane ndi kusintha kwa data yolowera? Kodi "kuchedwetsa" kwachiwopsezo ndi chiyani pothandizidwa ndi zisankho za oyang'anira (kuchuluka kwa zochitika zatsopano zothandizira zomwe zikugwirizana ndi kuchuluka kwa zomwe zalowa zatsopano)?

Kufotokozera mwachidule zitsanzo izi ndi zina zambiri, tafika pakupanga zovuta zomwe zimachitika tikamapita kukugwiritsa ntchito makina ophunzirira ndi zida zanzeru zopanga munthawi yeniyeni:

• Kodi ndife okhutitsidwa ndi liwiro la kulenga ndi kusintha (kutengera momwe zinthu zikuyendera) za chitukuko cha AI/ML pakampani yathu?
• Kodi mayankho a AI/ML omwe timagwiritsa ntchito amathandizira bwanji kasamalidwe ka bizinesi munthawi yeniyeni?
• Kodi mayankho a AI/ML omwe timagwiritsa ntchito amatha kudzisintha okha (popanda opanga mapulogalamu) kuti agwirizane ndi kusintha kwa data ndi kasamalidwe ka bizinesi?

Nkhani yathu ndi chithunzithunzi chokwanira cha kuthekera kwa nsanja ya InterSystems IRIS malinga ndi chithandizo chapadziko lonse lapansi pakuyika njira za AI/ML, kuphatikiza (kuphatikiza) kwa mayankho a AI/ML, ndi maphunziro (kuyesa) kwa mayankho a AI/ML pazambiri. mitsinje ya data. Tiwona kafukufuku wamsika, kafukufuku wa mayankho a AI/ML, ndi malingaliro azomwe timatcha nsanja yeniyeni ya AI/ML m'nkhaniyi.

Zomwe tikudziwa kuchokera kufukufuku: kugwiritsa ntchito nthawi yeniyeni

Zotsatira kafukufukuochitidwa pakati pa akatswiri pafupifupi 800 a IT mu 2019 ndi Lightbend, adzilankhula okha:

Chithunzi 1 Otsogolera ogula deta zenizeni zenizeni

Tiyeni tigwire mawu zigawo zofunika za lipoti la zotsatira za kafukufukuyu mu zomasulira zathu:

"... Zochitika za kutchuka kwa zida zophatikizira mitsinje ya deta ndipo, panthawi imodzimodziyo, kuthandizira makompyuta muzotengera kumapereka yankho logwirizana ndi pempho la msika kuti likhale lomvera, lomveka, lokhazikika la mayankho ogwira mtima. Kusamutsa deta kumasamutsa zidziwitso mwachangu kuposa zomwe zapaketi zachikhalidwe. Chowonjezera pa izi ndikutha kugwiritsa ntchito mwachangu njira zowerengera, monga, mwachitsanzo, malingaliro ozikidwa pa AI/ML, kupanga zopindulitsa zampikisano kudzera pakukhutitsidwa kwamakasitomala. Kuthamanga kwa agility kumakhudzanso maudindo onse mu paradigm ya DevOps - kupangitsa chitukuko cha mapulogalamu ndi kutumiza bwino kwambiri. … mazana asanu ndi atatu mphambu anayi akatswiri a IT anapereka zambiri za ntchito umayenda deta m'mabungwe awo. Ofunsidwa anali makamaka ku mayiko a Kumadzulo (41% ku Ulaya ndi 37% ku North America) ndipo pafupifupi anagawidwa mofanana pakati pa makampani ang'onoang'ono, apakatikati ndi aakulu. ...

... Nzeru zopanga sizinthu zamatsenga. Makumi asanu ndi atatu mwa anthu XNUMX aliwonse omwe akugwiritsa ntchito kale kusakatula kwa data pakupanga kwa AI/ML amatsimikizira kuti kugwiritsa ntchito AI/ML kudzawona kukula kwakukulu mchaka chamawa (poyerekeza ndi mapulogalamu ena).

• Malingana ndi ambiri omwe anafunsidwa, kugwiritsa ntchito mitsinje ya deta muzochitika za AI / ML kudzawona kukula kwakukulu m'chaka chotsatira.
• Mapulogalamu mu AI/ML adzakula osati chifukwa cha mitundu yatsopano ya zochitika, komanso chifukwa cha zochitika zachikhalidwe zomwe deta yeniyeni ikugwiritsidwa ntchito kwambiri.
• Kuphatikiza pa AI/ML, kuchuluka kwa chidwi pakati pa ogwiritsa ntchito mapaipi a data a IoT ndi ochititsa chidwi - 48% ya omwe adaphatikiza kale data ya IoT akuti kukhazikitsidwa kwazomwe zikuchitika pazidazi kudzawona kuwonjezeka kwakukulu posachedwa. ..."

Kuchokera pa kafukufuku wosangalatsa uyu, zikuwonekeratu kuti malingaliro ophunzirira makina ndi zochitika zanzeru zopanga monga atsogoleri pakugwiritsa ntchito ma data ali kale "panjira." Koma chowonanso chofunikira kwambiri ndikuwona kwa nthawi yeniyeni ya AI/ML kudzera mu disolo la DevOps: apa titha kuyamba kale kukamba za kusintha kwa chikhalidwe chomwe chidakalipobe cha "AI/ML yotayika yokhala ndi seti yopezeka kwathunthu."

Lingaliro la nsanja ya Real-time AI/ML

Malo amodzi ogwiritsira ntchito nthawi yeniyeni AI/ML ndikuwongolera pakupanga. Pogwiritsa ntchito chitsanzo chake ndikuganiziranso malingaliro am'mbuyomu, tidzapanga lingaliro la nsanja yeniyeni ya AI/ML.
Kugwiritsa ntchito luntha lochita kupanga komanso kuphunzira pamakina pakuwongolera njira kuli ndi zinthu zingapo:

• Zambiri pazanyengo zaukadaulo zimalandiridwa mozama: pafupipafupi komanso pamitundu ingapo (mpaka masauzande masauzande azinthu zomwe zimaperekedwa pamphindikati kuchokera pamayendedwe owongolera)
• Deta pakuzindikiritsa zolakwika, osatchulapo za chitukuko chawo, m'malo mwake, ndizosowa komanso zosakhazikika, zodziwika ndi kusakwanira kwachiwonetsero cha zolakwika ndi kutanthauzira kwawo munthawi yake (nthawi zambiri zimayimiridwa ndi zolemba zamapepala)
• Kuchokera pamalingaliro othandiza, ndi "zenera lofunikira" lokhalo lazomwe likupezeka kuti muphunzitse ndikugwiritsa ntchito zitsanzo, zomwe zikuwonetsa kusinthika kwaukadaulo pakadutsa nthawi yodutsa ndikumaliza ndikuwerengera komaliza kwa magawo azinthu.

Izi zimatikakamiza, kuwonjezera pa kulandira ndi kukonza zofunikira mu nthawi yeniyeni ya "broadband input sign" yozama kuchokera kuukadaulo, kuti tichite (mofanana) kugwiritsa ntchito, kuphunzitsa ndi kuwongolera zotsatira za AI / Mitundu ya ML - komanso munthawi yeniyeni. "Fulemu" yomwe zitsanzo zathu "zimawona" pawindo loyendetsa loyenera likusintha nthawi zonse - ndipo nazo, ubwino wa zotsatira za ntchito ya AI / ML zitsanzo zophunzitsidwa pa imodzi mwa "mafelemu" m'mbuyomu amasinthanso. . Ngati mtundu wa zotsatira za ntchito ya mitundu ya AI/ML ukutsika (mwachitsanzo: mtengo wa cholakwika cha "alarm-norm" wadutsa malire omwe tafotokozera), maphunziro owonjezera amitundu ayenera kukhazikitsidwa "chimango" chaposachedwa - komanso kusankha kwa mphindi kuti muyambitse maphunziro owonjezera amitundu kuyenera kuganizira momwe nthawi yamaphunzirowo, komanso kuwonongeka kwa magwiridwe antchito amitundu yamakono (popeza matembenuzidwe amakono a zitsanzo akupitirizabe kugwiritsidwa ntchito pamene zitsanzozo zikuphunzitsidwa, ndipo mpaka matembenuzidwe awo "ophunzitsidwa kumene" apangidwa).

InterSystems IRIS ili ndi kuthekera kofunikira papulatifomu kuti athe kuwongolera mayankho a AI/ML pakuwongolera munthawi yeniyeni. Maluso awa akhoza kugawidwa m'magulu atatu akuluakulu:

• Kutumiza mosalekeza (Kupitiliza Kutumiza / Kutumiza, CD) kwa njira zatsopano kapena zosinthidwa za AI/ML zomwe zilipo kale kuti zikhale yankho labwino lomwe likugwira ntchito munthawi yeniyeni papulatifomu ya InterSystems IRIS.
• Kuphatikizika Kopitilira (CI) kukhala njira imodzi yopangira njira zaukadaulo zomwe zikubwera, mizere ya data yogwiritsira ntchito/kuphunzitsa/kuwongolera njira za AI/ML ndikusinthana kwa data/code/kuwongolera zochita ndi malo opangira masamu, opangidwa munthawi yeniyeni. nsanja ya InterSystems IRIS
• Kupitiliza (kudzikonda) maphunziro (Continuous Training, CT) ya njira za AI / ML, zomwe zimachitidwa m'madera opangira masamu pogwiritsa ntchito deta, code ndi zochita zolamulira ("zisankho zopangidwa") zofalitsidwa ndi InterSystems IRIS platform

Kugawika kwa kuthekera kwa nsanja molingana ndi kuphunzira pamakina ndi luntha lochita kupanga m'magulu awa sikungochitika mwangozi. Tiyeni tigwire mawu methodological kusindikiza Google, yomwe imapereka maziko agululi, muzomasulira zathu:

"... Lingaliro la DevOps, lodziwika bwino masiku ano, likukhudzana ndi chitukuko ndi kayendetsedwe ka machitidwe akuluakulu a chidziwitso. Ubwino wogwiritsa ntchito lingaliroli ndikuchepetsa nthawi yachitukuko, kutumizira mwachangu kwa zomwe zikuchitika, komanso kusinthasintha pakukonza zotulutsa. Kuti mukwaniritse izi, DevOps imaphatikizapo kukhazikitsa njira ziwiri:

• Continuous Integration (CI)
• Kutumiza mosalekeza (CD)

Izi zimagwiranso ntchito pamapulatifomu a AI/ML kuti awonetsetse kuti pali mayankho odalirika komanso ochita bwino a AI/ML.

Mapulatifomu a AI/ML amasiyana ndi machitidwe ena azidziwitso munjira zotsatirazi:

• Luso la gulu: Popanga yankho la AI/ML, gulu nthawi zambiri limaphatikizapo asayansi a data kapena “akatswiri” ofufuza za data omwe amasanthula deta, kupanga ndi kuyesa zitsanzo. Mamembala awa sangakhale akatswiri opanga ma code.
• Kukula: Injini za AI/ML ndizoyesera mwachilengedwe. Kuti muthane ndi vuto m'njira yabwino kwambiri, ndikofunikira kudutsa mitundu yosiyanasiyana yamitundu yosiyanasiyana, ma aligorivimu, njira zachitsanzo ndi magawo amitundu. Kuvuta kwa kusaka kotereku kwagona pakutsata "zomwe zidagwira / zomwe sizinagwire ntchito", kuwonetsetsa kubwereza kwa magawo, kuwonjezereka kwazomwe zikuchitika kuti zichitike mobwerezabwereza.
• Kuyesa: Kuyesa injini za AI/ML kumafuna kuyesa kochulukirapo kuposa zochitika zina zambiri. Kuphatikiza pa mayeso okhazikika a unit ndi kuphatikiza, kutsimikizika kwa data ndi mtundu wa zotsatira zogwiritsa ntchito chitsanzo pamaphunziro ndi kuwongolera zitsanzo zimayesedwa.
• Kutumiza: Kutumiza kwa mayankho a AI/ML sikungokhala kuzinthu zolosera zomwe zimagwiritsa ntchito chitsanzo chophunzitsidwa kamodzi. Mayankho a AI/ML amamangidwa mozungulira mapaipi a magawo angapo omwe amaphunzitsidwa ndi kugwiritsa ntchito makina odzichitira okha. Kuyika mapaipi oterowo kumaphatikizapo kupanga zochita zosakhala zazing'ono zomwe zimachitidwa pamanja ndi asayansi a data kuti athe kuphunzitsa ndi kuyesa zitsanzo.
• Kupanga: Ma injini a AI/ML amatha kusowa zokolola osati chifukwa cha mapulogalamu osagwira ntchito, komanso chifukwa chakusintha kosalekeza kwa zomwe zalowetsedwa. Mwanjira ina, magwiridwe antchito a njira za AI/ML amatha kunyozeka chifukwa chazifukwa zambiri kuposa momwe amagwirira ntchito wamba. Zomwe zimatsogolera ku kufunikira koyang'anira (pa intaneti) machitidwe a injini zathu za AI / ML, komanso kutumiza zidziwitso kapena kukana zotsatira ngati zizindikiro za ntchito sizikugwirizana ndi zomwe tikuyembekezera.

Mapulatifomu a AI/ML ndi ofanana ndi machitidwe ena azidziwitso chifukwa onsewa amafunikira kuphatikiza ma code mosalekeza ndi kuwongolera mtundu, kuyesa mayunitsi, kuyezetsa kuphatikizika, ndikupititsa patsogolo chitukuko. Komabe, pankhani ya AI/ML, pali zosiyana zingapo zofunika:

• CI (Continuous Integration) sikulinso kuyesa ndikutsimikizira ma code a zigawo zomwe zatumizidwa - kumaphatikizanso kuyesa ndi kutsimikizira deta ndi mitundu ya AI/ML.
• CD (Kutumiza / Kutumiza Kopitiriza, kutumizidwa kosalekeza) sikumangolemba ndi kutulutsa phukusi kapena mautumiki, koma kumatanthauza nsanja yopangira, kuphunzitsa ndi kugwiritsa ntchito mayankho a AI / ML.
• CT (Maphunziro Opitiriza, maphunziro osalekeza) ndi chinthu chatsopano [pafupifupi. mlembi wa nkhaniyi: chinthu chatsopano chokhudzana ndi lingaliro lachikhalidwe la DevOps, momwe CT ili, monga lamulo, Kuyesa Kopitirira], yomwe ili m'mapulatifomu a AI / ML, omwe ali ndi udindo woyang'anira njira zophunzitsira ndi kugwiritsa ntchito AI. / ML zitsanzo. ..."

Titha kunena kuti kuphunzira pamakina ndi luntha lochita kupanga lomwe likugwira ntchito pa nthawi yeniyeni kumafuna zida ndi luso lambiri (kuyambira pakupanga ma code mpaka kulinganiza malo opangira masamu), kuphatikizika kwapakati pakati pa magawo onse ogwira ntchito ndi maphunziro, bungwe logwira ntchito bwino la anthu ndi makina zothandizira.

Zochitika zenizeni zenizeni: kuzindikira kukula kwa zolakwika pamapampu odyetsa

Kupitiliza kugwiritsa ntchito gawo lowongolera njira monga mwachitsanzo, lingalirani vuto linalake (lomwe tatchula kale): tikuyenera kupereka kuwunika kwanthawi yeniyeni pakukula kwa zolakwika zamapampu potengera momwe zimayendera pamagawo azinthu. ndi malipoti ochokera kwa ogwira ntchito yokonza zolakwika zomwe zadziwika.

Chithunzi 2 Kukonzekera kwavuto pakuwunika kukula kwa zolakwika

Chimodzi mwazinthu zambiri zomwe zimachitika motere m'kuchita ndi chakuti kukhazikika komanso kuchita bwino kwa ma risiti a data (APCS) kuyenera kuganiziridwa motsutsana ndi zochitika zanthawi zonse komanso zosakhazikika (ndi kulembetsa) zolakwika zamitundu yosiyanasiyana. Mwa kuyankhula kwina: deta yochokera ku ndondomeko yoyendetsera ndondomeko imafika kamodzi, zolondola komanso zolondola, ndipo zolemba zokhudzana ndi zolakwika zimapangidwa ndi pensulo yamankhwala yomwe imasonyeza tsiku lomwe lili mu kope lachidziwitso mu msonkhano (mwachitsanzo: "12.01 - kutayikira pachivundikirocho. kuchokera ku mbali ya 3rd bear”).

Choncho, tikhoza kuwonjezera kupanga vutolo ndi malire ofunikira otsatirawa: tili ndi "chilembo" chimodzi chokha cha vuto la mtundu wina (ie, chitsanzo cha chilema cha mtundu wina chimayimiridwa ndi deta kuchokera ku kayendetsedwe ka kayendetsedwe kake." dongosolo pa tsiku lenileni - ndipo tilibe zitsanzo zambiri za vuto la mtundu uwu). Izi zimatitengera nthawi yomweyo kuphunzira zamakina akale (maphunziro oyang'aniridwa), omwe payenera kukhala "ma tag" ambiri.

Chithunzi 3 Kufotokozera za ntchito yowunikira kukula kwa zolakwika

Kodi tingachulukitse "chizindikiro" chokhacho chomwe tili nacho? Inde tingathe. Mkhalidwe wamakono wa mpope umadziwika ndi kuchuluka kwa kufanana ndi zolakwika zolembedwa. Ngakhale popanda kugwiritsa ntchito njira zochulukira, pamlingo wowonera, powona kusinthika kwamitengo ya data yomwe imachokera ku dongosolo lowongolera, mutha kuphunzira kale zambiri:

Chithunzi 4 Mphamvu zamapampu kumbuyo kwa "chizindikiro" cha vuto la mtundu wina.

Koma malingaliro owoneka (makamaka pakadali pano) siwopanga jenereta woyenera kwambiri wa "ma tag" pakusintha kwathu mwachangu. Tidzayesa kufanana kwapope yomwe ilipo panopa ndi zolakwika zomwe zanenedwa pogwiritsa ntchito mayeso owerengera.

Chithunzi 5 Kugwiritsa ntchito kuyesa kwa ziwerengero ku data yomwe ikubwera motsutsana ndi vuto la "label"

Kuyesa kwa ziwerengero kumatsimikizira kuthekera kwakuti zolembedwa zomwe zili ndi mfundo zamagawo aukadaulo mu "flow-packet" zolandilidwa kuchokera kumayendedwe owongolera zimafanana ndi zolemba za "tag" ya cholakwika chamtundu wina. Kuthekera kwa mtengo (chiwerengero chofanana chowerengera) chowerengedwa chifukwa choyesa mayeso amasinthidwa kukhala mtengo wa 0 kapena 1, kukhala "chizindikiro" cha kuphunzira pamakina muzolemba zilizonse mu paketi yomwe ikuwunikidwa kuti ifanane. Ndiko kuti, titatha kukonza phukusi lomwe langolandira kumene la mbiri ya boma ndi mayeso a ziwerengero, tili ndi mwayi (a) kuwonjezera phukusili pamaphunziro ophunzitsira mtundu wa AI/ML ndi (b) kuwongolera khalidwe la mtundu wamakono wachitsanzo mukamagwiritsa ntchito phukusili.

Chithunzi 6 Kugwiritsa ntchito makina ophunzirira makina pazolowera zomwe zikubwera motsutsana ndi "chilema"

M'modzi mwa zakale ma webinars Tikuwonetsa ndikufotokozera momwe nsanja ya InterSystems IRIS imakulolani kuti mugwiritse ntchito njira iliyonse ya AI/ML mwakuchita mosalekeza njira zamabizinesi zomwe zimayang'anira kudalirika kwa zotsatira zachitsanzo ndikusintha magawo amitundu. Pokhazikitsa chitsanzo cha zochitika zathu ndi mapampu, timagwiritsa ntchito machitidwe onse a InterSystems IRIS omwe amaperekedwa pa webinar - kugwiritsira ntchito ndondomeko ya analyzer monga gawo la yankho lathu osati maphunziro apamwamba, koma kulimbikitsa kuphunzira, komwe kumayang'anira kusankha kwa zitsanzo zophunzitsira. . Zitsanzo zophunzitsira zimakhala ndi zolemba zomwe "kuvomerezana" kumabwera pambuyo poyesa zowerengera komanso mtundu waposachedwa wachitsanzo - mwachitsanzo, mayeso onse owerengera (pambuyo posintha cholozera chofanana kukhala 0 kapena 1) ndipo chitsanzocho chinatulutsa zotsatira. pa zolemba zotere 1. Pakuphunzitsidwa kwatsopano kwa chitsanzo, panthawi yovomerezeka (chitsanzo chatsopanochi chikugwiritsidwa ntchito ku chitsanzo chake cha maphunziro, ndikugwiritsa ntchito koyambirira kwa mayeso a chiwerengero kwa izo), zolemba zomwe "sizinasunge" zotsatira za 1 pambuyo pokonza. ndi mayeso a ziwerengero (chifukwa cha kupezeka kosalekeza mu maphunziro chitsanzo cha zolemba kuchokera pa "lebulo" loyambirira la cholakwikacho), amachotsedwa pamaphunzirowo, ndipo mtundu watsopano wachitsanzo umaphunzira kuchokera ku "lebulo" la cholakwika kuphatikiza zolemba "zosungidwa" kuchokera pamtsinje.

Chithunzi 7 Robotization ya AI / ML kuwerengera mu InterSystems IRIS

Ngati pakufunika mtundu wa "lingaliro lachiwiri" pamtundu wodziwikiratu womwe umapezeka pakuwerengera kwanuko mu InterSystems IRIS, njira ya alangizi imapangidwa kuti ipange maphunziro ndi kugwiritsa ntchito zitsanzo pa dataset yowongolera pogwiritsa ntchito ntchito zamtambo (mwachitsanzo, Microsoft Azure, Amazon Web Services, Google Cloud Platform, etc.):

Chithunzi 8 Malingaliro Achiwiri kuchokera ku Microsoft Azure opangidwa ndi InterSystems IRIS

Chitsanzo cha zochitika zathu mu InterSystems IRIS idapangidwa ngati njira yotsatirira yowunikira yomwe imalumikizana ndi chinthu cha zida (pampu), malo opangira masamu (Python, R ndi Julia), ndikuwonetsetsa kudziphunzira kwa onse omwe akukhudzidwa ndi AI / Njira za ML - pamitsinje yanthawi yeniyeni.

Chithunzi 9 Ntchito yayikulu ya nthawi yeniyeni ya AI / ML mu InterSystems IRIS

Zotsatira za prototype yathu:

• Chilema chachitsanzo chodziwika ndi chitsanzo (Januware 12):

• Chilema chomwe chikukula chodziwika ndi chitsanzo chomwe sichinaphatikizidwe mu chitsanzo (September 11, chilemacho chinadziwika ndi gulu lokonzekera masiku awiri okha, pa September 13):

Kuyerekezera pa deta yeniyeni yomwe ili ndi magawo angapo a vuto lomwelo linasonyeza kuti yankho lathu, lomwe likugwiritsidwa ntchito pa nsanja ya InterSystems IRIS, limatithandiza kuzindikira kukula kwa zolakwika zamtunduwu masiku angapo zisanachitike ndi gulu lokonzekera.

InterSystems IRIS - nsanja yapakompyuta ya AI/ML yapadziko lonse lapansi

Pulatifomu ya InterSystems IRIS imathandizira chitukuko, kutumiza ndi kugwiritsa ntchito mayankho anthawi yeniyeni. InterSystems IRIS imatha kugwira ntchito nthawi imodzi ndikusanthula deta; thandizirani mawonedwe a data omwe amalumikizidwa molingana ndi mitundu ingapo (kuphatikiza ubale, maulamuliro, chinthu ndi zolemba); chitani ngati nsanja yophatikizira magwero osiyanasiyana a data ndi ntchito zapayekha; perekani zowunikira zenizeni zenizeni pa data yokhazikika komanso yosasinthika. InterSystems IRIS imaperekanso njira zogwiritsira ntchito zida zowunikira zakunja ndikulola kuphatikiza kosinthika kwa kuyika mumtambo ndi ma seva akomweko.

Mapulogalamu omangidwa pa pulatifomu ya InterSystems IRIS amatumizidwa m'mafakitale osiyanasiyana, kuthandiza makampani kuzindikira phindu lalikulu lazachuma kuchokera pamawonekedwe aukadaulo ndi magwiridwe antchito, kukulitsa zisankho zodziwitsidwa ndikutseka mipata pakati pa zochitika, kusanthula ndi kuchitapo kanthu.

Chithunzi cha 10 InterSystems IRIS zomanga muzochitika zenizeni zenizeni za AI/ML

Mofanana ndi chithunzi chapitachi, chithunzi chomwe chili pansipa chikuphatikiza "coordinate system" (CD / CI / CT) yatsopano ndi chithunzi cha kayendedwe ka chidziwitso pakati pa zinthu zogwirira ntchito pa nsanja. Kuwonekera kumayamba ndi macromechanism CD ndikupitilira ndi macromechanisms CI ndi CT.

Chithunzi 11 Chithunzi cha chidziwitso chimayenda pakati pa zinthu za AI / ML za nsanja ya InterSystems IRIS

Chofunikira cha makina a CD mu InterSystems IRIS: ogwiritsa ntchito nsanja (opanga mayankho a AI / ML) amasintha zomwe zilipo komanso / kapena kupanga zatsopano za AI/ML pogwiritsa ntchito code editor ya njira za AI/ML: Jupyter (dzina lonse: Jupyter Notebook; Mwachidule, zolemba zomwe zimapangidwa mumkonzi uyu zimatchedwanso nthawi zina). Ku Jupyter, wokonza mapulogalamu ali ndi mwayi wolemba, kuchotsa ndi kutsimikizira ntchito (kuphatikizapo kugwiritsa ntchito zithunzi) za chitukuko chapadera cha AI / ML chisanaikidwe ("kutumizidwa") mu InterSystems IRIS. Zikuwonekeratu kuti chitukuko chatsopano chomwe chinapangidwa motere chidzalandira zovuta zokhazokha (popeza, makamaka, Jupyter sagwira ntchito ndi mitsinje yeniyeni ya deta) - izi ziri mu dongosolo la zinthu, chifukwa chotsatira chachikulu cha chitukuko ku Jupyter. ndikutsimikizira magwiridwe antchito amtundu wina wa AI / ML ("amawonetsa zotsatira zomwe zikuyembekezeka pachitsanzo cha data"). Momwemonso, makina omwe adayikidwa kale papulatifomu (onani macro-mechanisms otsatirawa) musanayambe kusokoneza ku Jupyter angafunike "kubweza" ku mawonekedwe a "pre-platform" (kuwerenga deta kuchokera kumafayilo, kugwira ntchito ndi deta kudzera mu xDBC m'malo mwa matebulo, kuyanjana kwachindunji ndi padziko lonse lapansi - ma multidimensional datarrays InterSystems IRIS - etc.).

Mbali yofunika kwambiri ya kukhazikitsidwa kwa CD mu InterSystems IRIS: kusakanikirana kwa bidirectional kwakhazikitsidwa pakati pa nsanja ndi Jupyter, kulola zomwe zili mu Python, R ndi Julia kuti zitumizidwe ku nsanja (ndipo, pambuyo pake, kukonzedwa papulatifomu) (zonse zitatu ndi mapulogalamu zilankhulo m'zinenelo zotsogola zotsogola). gwero lachitsanzo cha masamu). Chifukwa chake, opanga zinthu za AI/ML ali ndi mwayi wochita "kutumiza mosalekeza" pazomwe zili papulatifomu, akugwira ntchito mkonzi wawo wodziwika bwino wa Jupyter, wokhala ndi malaibulale omwe amadziwika bwino ku Python, R, Julia, ndikuwongolera zolakwika (ngati kuli kofunikira) kunja kwa nsanja .

Tiyeni tipitirire ku makina a CI macro mu InterSystems IRIS. Chithunzichi chikuwonetsa njira yayikulu ya "roboti yanthawi yeniyeni" (zovuta zamabizinesi, njira zamabizinesi ndi zidutswa zama code zomwe zidapangidwa ndi iwo m'zilankhulo zamasamu ndi ObjectScript - chilankhulo chachitukuko cha InterSystems IRIS). Ntchito ya macro process ndikusunga mizere yofunikira pakugwiritsa ntchito njira za AI/ML (kutengera mitsinje ya data yomwe imatumizidwa papulatifomu munthawi yeniyeni), kupanga zisankho zokhudzana ndi kagwiritsidwe ntchito ndi "assortment" ya AI/ Njira za ML (ndizonso "masamu ma aligorivimu", "zitsanzo", ndi zina zotero - zitha kutchedwa mosiyanasiyana malinga ndi kukhazikitsidwa ndi zokonda za terminological), sungani mapangidwe a data kuti athe kusanthula zotsatira za ntchito ya AI/ Njira za ML (ma cubes, matebulo, multidimensional data arrays, etc.) etc. - kwa malipoti, dashboards, etc.).

Mbali yofunikira pakukhazikitsa kwa CI mu InterSystems IRIS: Kuphatikizana kwapawiri kwakhazikitsidwa pakati pa nsanja ndi malo opangira masamu, kukulolani kuti muzichita zomwe zili papulatifomu ku Python, R ndi Julia m'malo awo ndikulandilanso zotsatira zake. Kuphatikiza uku kumayendetsedwa mu "terminal mode" (mwachitsanzo, AI/ML zomwe zili mu AI/ML zimapangidwa ngati ObjectScript code yomwe imayitanira ku chilengedwe) komanso "munjira yabizinesi" (mwachitsanzo, AI/ML zomwe zalembedwa ngati bizinesi pogwiritsa ntchito zojambulajambula, kapena nthawi zina kugwiritsa ntchito Jupyter, kapena kugwiritsa ntchito IDE - IRIS Studio, Eclipse, Visual Studio Code). Kupezeka kwa njira zamabizinesi zosinthira mu Jupyter kumawonekera kudzera mu kulumikizana pakati pa IRIS pamlingo wa CI ndi Jupyter pamlingo wa CD. Kufotokozera mwatsatanetsatane za kuphatikizidwa ndi malo opangira masamu kumaperekedwa pansipa. Pakadali pano, m'malingaliro athu, pali chifukwa chilichonse chowonetsetsa kuti nsanjayo ili ndi zida zonse zofunikira pakukhazikitsa "kuphatikiza mosalekeza" kwa chitukuko cha AI/ML (kuchokera ku "kutumiza mosalekeza") kupita ku mayankho enieni a AI/ML.

Ndipo makina akuluakulu: CT. Popanda izo, sipadzakhala nsanja ya AI / ML (ngakhale "nthawi yeniyeni" idzagwiritsidwa ntchito kudzera pa CD / CI). Chofunikira cha CT ndi ntchito ya nsanja yokhala ndi "zojambula" zamakina ophunzirira ndi luntha lochita kupanga mwachindunji m'magawo ogwirira ntchito a masamu opanga masamu: zitsanzo, matebulo ogawa, ma vector a matrix, zigawo za neural network, ndi zina zambiri. "Ntchito" iyi, nthawi zambiri, imakhala ndi kupanga zinthu zakale zomwe zatchulidwa m'malo (monga zitsanzo, mwachitsanzo, "chirengedwe" chimaphatikizapo kuyika ndondomeko yachitsanzo ndi kusankha kotsatira kwa makhalidwe ake - zomwe zimatchedwa "maphunziro" a chitsanzo), kugwiritsa ntchito kwawo (kwa zitsanzo: kuwerengera mothandizidwa ndi "chitsanzo" chazosintha - zolosera, umembala wa gulu, mwayi wa chochitika, ndi zina zotero) adapanga ndikugwiritsa ntchito zinthu zakale (mwachitsanzo, kutanthauziranso gulu lazosintha zachitsanzo kutengera zotsatira zakugwiritsa ntchito - pofuna kukonza zolosera molondola, ngati njira). Mfundo yofunika kwambiri pakumvetsetsa udindo wa CT ndi "kuchotsa" kwake kuchokera ku zenizeni za CD ndi CI: CT idzagwiritsa ntchito zinthu zonse zakale, poyang'ana ndondomeko ya mawerengedwe ndi masamu a AI / ML yankho mkati mwa mphamvu zomwe zimaperekedwa ndi malo enieni. Udindo "wopereka zolowa" ndi "kutumiza zotuluka" udzakhala udindo wa CD ndi CI.

Mbali yofunika kwambiri pa kukhazikitsidwa kwa CT makamaka mu InterSystems IRIS: pogwiritsa ntchito kusakanikirana ndi masamu omwe atchulidwa kale pamwambapa, nsanjayi imatha kuchotsa zinthu zakale zomwe zimagwira ntchito zomwe zimayendetsedwa ndi masamu ndi (makamaka kwambiri) kutembenuka. iwo mu nsanja data zinthu. Mwachitsanzo, tebulo logawa lomwe langopangidwa kumene mu gawo la Python lomwe likugwira ntchito likhoza kukhala (popanda kuyimitsa gawo la Python) losamutsidwa ku nsanja mwa mawonekedwe a, mwachitsanzo, padziko lonse lapansi (a multidimensional InterSystems IRIS data array) - ndipo amagwiritsidwa ntchito. pa kuwerengera mu njira ina ya AI/ML- (yomwe ikugwiritsidwa ntchito m'chinenero cha malo ena - mwachitsanzo, mu R) - kapena tebulo lenileni. Chitsanzo china: chofanana ndi "njira yabwinobwino" ya kachitidwe kachitsanzo (mu gawo la Python), "auto-ML" imachitika pazidziwitso zake: kusankha kokhazikika kwa zosintha zoyenera ndi magawo. Ndipo pamodzi ndi maphunziro "okhazikika", chitsanzo chogwira ntchito mu nthawi yeniyeni chimalandiranso "lingaliro la kukhathamiritsa" kwa ndondomeko yake - momwe zosinthika zosinthika zimasintha, ma parameter amasintha (osatinso chifukwa cha maphunziro. mu Python, koma chifukwa chophunzitsidwa ndi "njira ina" yokhayokha, monga H2O stack), kulola njira yonse ya AI / ML kuti igwirizane ndi kusintha kosayembekezereka kwa chikhalidwe cha deta ndi zochitika zomwe zikutsatiridwa. .

Tiyeni tidziwe bwino za nsanja ya AI/ML ya InterSystems IRIS, pogwiritsa ntchito chitsanzo cha moyo weniweni.

Pachithunzi chomwe chili pansipa, kumanzere kwa slide pali gawo la ndondomeko yamalonda yomwe imagwiritsira ntchito zolemba za Python ndi R. Pakatikati pali zipika zowonetsera za kuphedwa kwa ena mwa malembawa, motero, mu Python ndi R. Pambuyo pawo pali zitsanzo za zomwe zili pa chinenero chimodzi ndi china, zomwe zimasamutsidwa kuti ziphedwe kumalo oyenerera. Pamapeto kumanja pali zowonera kutengera zotsatira za script. Zithunzi zomwe zili pamwambazi zinapangidwa pa IRIS Analytics (deta inatengedwa kuchokera ku Python kupita ku InterSystems IRIS data platform ndikuwonetsedwa pa dashboard pogwiritsa ntchito nsanja), pansi pake anapangidwa mwachindunji mu gawo la ntchito ya R ndi zotuluka kuchokera kumeneko kupita ku mafayilo ojambula. . Chofunika kwambiri: gawo lomwe laperekedwa mu prototype limayang'anira kuphunzitsa chitsanzo (gulu la zida za zida) pa data yomwe idalandilidwa mu nthawi yeniyeni kuchokera ku njira yoyeserera ya zida, polamulidwa ndi njira yowunikira yomwe idawonedwa pakugwiritsa ntchito chitsanzocho. Kukhazikitsidwa kwa yankho la AI/ML mwa njira yolumikizirana ("othandizira") kudzakambidwanso.

Chithunzi 12 Kuyanjana ndi Python, R ndi Julia mu InterSystems IRIS

Njira zamapulatifomu (ndizonso "njira zamabizinesi", "ma analytical process", "mapaipi", ndi zina zotero - kutengera zomwe zikuchitika), choyambirira, zimasinthidwa muzojambula zamabizinesi papulatifomu momwemo, komanso motere. momwe mawonekedwe ake onse a block block ndi njira yofananira ya AI/ML (pulogalamu yamapulogalamu) amapangidwira nthawi imodzi. Tikamanena kuti "makina a AI/ML apezeka," poyambirira timatanthawuza kusakanizidwa (mkati mwa njira imodzi): zomwe zili m'zilankhulo za masamu zimayandikana ndi zomwe zili mu SQL (kuphatikiza zowonjezera kuchokera ku IntegratedML), mu InterSystems ObjectScript, ndi zilankhulo zina zothandizira. Kuphatikiza apo, nsanja imapereka mwayi wokulirapo "wopereka" mwa mawonekedwe a tizidutswa tambirimbiri (monga momwe tikuwonera pachitsanzo chomwe chili pansipa), zomwe zimakupatsani mwayi wokonzekera bwino ngakhale zovuta kwambiri popanda "kugwa" za mawonekedwe azithunzi (m'mawonekedwe "osajambula"). »njira/makalasi/machitidwe, ndi zina zotero). Ndiye kuti, ngati kuli kofunikira (ndipo zimaonedwa m'ma projekiti ambiri), yankho lonse la AI/ML litha kukhazikitsidwa mwanjira yodzilemba yokha. Chonde dziwani kuti pakatikati pa chithunzi chomwe chili pansipa, chomwe chikuyimira "mlingo wa nesting" wapamwamba, zikuwonekeratu kuti kuwonjezera pa ntchito yeniyeni yophunzitsira chitsanzo (pogwiritsa ntchito Python ndi R), kufufuza zomwe zimatchedwa ROC yopindika yachitsanzo chophunzitsidwa imawonjezedwa, kulola zowoneka (komanso zowerengera) kuyesa mtundu wa maphunziro - ndipo kusanthula uku kumayendetsedwa mu chilankhulo cha Julia (chochitidwa, molingana ndi malo a masamu a Julia).

Chithunzi 13 Malo owoneka bwino opangidwa ndi mayankho a AI/ML mu InterSystems IRIS

Monga tanenera kale, chitukuko choyambirira ndi (nthawi zina) kusintha kwa njira za AI / ML zomwe zakhazikitsidwa kale papulatifomu zitha kuchitika kunja kwa nsanja mu mkonzi wa Jupyter. Pachithunzi chomwe chili pansipa tikuwona chitsanzo cha kusintha ndondomeko yomwe ilipo kale (monga momwe zilili pamwambapa) - umu ndi momwe chidutswa chomwe chili ndi udindo wophunzitsa chitsanzocho chikuwoneka ngati Jupyter. Zolemba za Python zilipo kuti zisinthidwe, ziwongolere, ndikutulutsa zithunzi mwachindunji ku Jupyter. Zosintha (ngati kuli kofunikira) zitha kupangidwa ndi kulumikizana pompopompo papulatifomu, kuphatikiza mtundu wake wopanga. Zatsopano zitha kusamutsidwa ku nsanja mwanjira yofananira (njira yatsopano yamapulatifomu imapangidwa yokha).

Chithunzi 14 Kugwiritsa Ntchito Jupyter Notebook kusintha injini ya AI/ML papulatifomu ya InterSystems IRIS

Kusintha kwa nsanja kumatha kuchitika osati pazithunzi kapena laputopu - komanso mumtundu wa "total" IDE (Integrated Development Environment). Ma IDE awa ndi IRIS Studio (situdiyo yaku IRIS), Visual Studio Code (InterSystems IRIS extension ya VSCode) ndi Eclipse (Atelier plugin). Nthawi zina, ndizotheka kuti gulu lachitukuko ligwiritse ntchito ma IDE onse atatu nthawi imodzi. Chithunzi chomwe chili pansipa chikuwonetsa chitsanzo chakusintha momwemonso mu studio ya IRIS, mu Visual Studio Code ndi mu Eclipse. Zonse zomwe zilipo kuti zisinthidwe: Python/R/Julia/SQL, ObjectScript, ndi bizinesi.

Chithunzi 15 Kukula kwa ndondomeko ya bizinesi ya InterSystems IRIS mu ma IDE osiyanasiyana

Zida zofotokozera ndikuchita bizinesi ya InterSystems IRIS mu Business Process Language (BPL) ziyenera kutchulidwa mwapadera. BPL imapangitsa kuti zitheke kugwiritsa ntchito "zigawo zophatikizana zokonzeka" (zochita) muzochita zamalonda - zomwe, zimapereka zifukwa zomveka kunena kuti "kuphatikizana kosalekeza" kumayendetsedwa mu InterSystems IRIS. Zida zokonzekera zabizinesi (zochita ndi kulumikizana pakati pawo) ndizowonjezera mphamvu pakusonkhanitsa yankho la AI/ML. Ndipo osati misonkhano yokha: chifukwa cha zochitika ndi kulumikizana pakati pawo pamitundu yosiyanasiyana ya AI/ML ndi makina, "gulu loyang'anira lodziyimira pawokha" limatuluka, lomwe limatha kupanga zisankho molingana ndi momwe zilili, munthawi yeniyeni.

Chithunzi cha 16 Zokonzekera zopanga bizinesi zopangira kuphatikiza kopitilira (CI) pa nsanja ya InterSystems IRIS

Lingaliro la ma agent systems (omwe amadziwikanso kuti "multi-agent systems") ali ndi malo amphamvu mu robotization, ndipo InterSystems IRIS nsanja imathandizira mwadongosolo kudzera mu "product-process" yomanga. Kuphatikiza pa kuthekera kopanda malire kwa "kuyika" njira iliyonse ndi magwiridwe antchito ofunikira payankho lonse, kupatsa dongosolo lamapulatifomu ndi katundu wa "bungwe" kumakupatsani mwayi wopanga mayankho ogwira mtima pazochitika zosakhazikika (khalidwe lachitukuko / chikhalidwe). biosystems, njira zaukadaulo zowoneka pang'ono, ndi zina).

Chithunzi 16 Kugwiritsa ntchito yankho la AI/ML ngati njira yopangira mabizinesi mu InterSystems IRIS

Tikupitiliza kuwunika kwathu kwa InterSystems IRIS ndi nkhani yokhudza kugwiritsa ntchito nsanja pakuthana ndi magulu onse amavuto anthawi yeniyeni (chidziwitso chatsatanetsatane cha machitidwe ena abwino a nsanja AI/ML pa InterSystems IRIS atha kupezeka m'modzi. zakale zathu ma webinars).

Kutentha pazidendene za chithunzi chapitachi, pansipa pali chithunzi chatsatanetsatane cha dongosolo la wothandizira. Chithunzichi chikuwonetsa mawonekedwe omwewo, njira zonse zinayi za wothandizira zikuwonekera, maubwenzi omwe ali pakati pawo amakokedwa mwadongosolo: GENERATOR - imapanga mapangidwe a data ndi masensa a zida, BUFFER - imayang'anira mizere ya data, ANALYZER - imachita kuphunzira pamakina, KUYANG'ANIRA - kuyang'anira khalidwe la kuphunzira makina ndi kupereka chizindikiro pakufunika kukonzanso chitsanzo.

Chithunzi 17 Kuphatikizika kwa yankho la AI/ML munjira yamabizinesi otengera ma agent mu InterSystems IRIS

Chithunzi chomwe chili m'munsimu chikuwonetsa magwiridwe antchito amtundu wina wa robotic (kuzindikira mitundu yamalingaliro ya zolemba) kwakanthawi. Pamwambapa ndi kusinthika kwa chizindikiro cha khalidwe la maphunziro a chitsanzo (khalidwe likukula), m'munsimu ndi mphamvu ya chizindikiro cha khalidwe lachitsanzo ndi mfundo za maphunziro obwerezabwereza (mikwingwirima yofiira). Monga mukuwonera, yankho ladziphunzira lokha bwino komanso lodziyimira pawokha, ndipo limagwira ntchito pamlingo wopatsidwa (makhalidwe abwino samagwera pansi pa 80%).

Chithunzi 18 Kupitiliza (kudzikonda) maphunziro (CT) pa InterSystems IRIS nsanja

Tidanenanso "auto-ML" m'mbuyomu, koma chithunzi chomwe chili pansipa chikuwonetsa kugwiritsa ntchito izi mwatsatanetsatane pogwiritsa ntchito chitsanzo cha mtundu wina. Chithunzi chojambula chachidutswa cha bizinesi chikuwonetsa ntchito yomwe imayambitsa kutengera kwa H2O stack, ikuwonetsa zotsatira zachitsanzo ichi (kuwongolera momveka bwino kwachitsanzo pamitundu "zopangidwa ndi anthu", malinga ndi chithunzi chofananira cha ROC yokhotakhota, komanso chizindikiritso chodziwikiratu cha "zosintha zamphamvu kwambiri" zomwe zimapezeka mu seti yoyambirira). Mfundo yofunikira apa ndikupulumutsa nthawi ndi zida za akatswiri zomwe zimapezedwa kudzera mu "auto-ML": zomwe ndondomeko yathu ya nsanja imachita mu theka la miniti (kupeza ndi kuphunzitsa chitsanzo chabwino) zingatenge katswiri kuchokera pa sabata mpaka mwezi.

Chithunzi 19 Kuphatikiza kwa "auto-ML" mu yankho la AI / ML pa nsanja ya InterSystems IRIS

Chithunzi chomwe chili pansipa chikuphonya mfundoyi pang'ono, koma ndi njira yabwino yothetsera nkhani yokhudza magulu a mavuto enieni omwe akuthetsedwa: tikukukumbutsani kuti ndi mphamvu zonse za nsanja ya InterSystems IRIS, zitsanzo zophunzitsira zomwe zili pansi pa ulamuliro wake ndi. osati mokakamiza. Pulatifomu imatha kulandira kuchokera kunja zomwe zimatchedwa PMML zachitsanzo, zophunzitsidwa mu chida chosayang'aniridwa ndi nsanja - ndikugwiritsa ntchito chitsanzo ichi mu nthawi yeniyeni kuyambira pomwe chimatumizidwa. Zithunzi za PMML. Ndikofunika kukumbukira kuti sizinthu zonse za AI/ML zomwe zingatsitsidwe kukhala mafotokozedwe a PMML, ngakhale zinthu zambiri zodziwika bwino zimalola izi. Choncho, InterSystems IRIS nsanja ndi "loop lotseguka" ndipo sizikutanthauza "nsanja ukapolo" kwa ogwiritsa ntchito.

Chithunzi 20 Kuphatikiza kwa "auto-ML" mu yankho la AI / ML pa nsanja ya InterSystems IRIS

Tiyeni titchule maubwino owonjezera a pulatifomu ya InterSystems IRIS (kuti amveke bwino, pokhudzana ndi kayendetsedwe ka kayendetsedwe ka kayendetsedwe kake), zomwe ndizofunikira kwambiri pakupanga nzeru zopangira komanso kuphunzira makina enieni:

• Kupanga zida zophatikizira ndi magwero aliwonse a data ndi ogula (njira yowongolera / SCADA, zida, MRO, ERP, etc.)
• Zomangidwa mkati DBMS yamitundu yambiri pakuchita bwino kwambiri komanso kusanthula (Hybrid Transaction/Analytical Processing, HTAP) yamtundu uliwonse wa data yaukadaulo
• Zida zachitukuko zotumizira mosalekeza ma injini a AI/ML pazothetsera zenizeni zenizeni zochokera Python, R, Julia.
• Zosintha zamabizinesi zophatikizika mosalekeza komanso (kudzipangira) kuphunzira zenizeni zenizeni za injini za AI/ML
• Zida za Intelligence Business Intelligence zopangira zowonera zomwe zikuchitika komanso zotsatira za yankho la AI/ML
• API Management popereka zotsatira za yankho la AI/ML pokonza machitidwe owongolera/SCADA, machitidwe azidziwitso ndi kusanthula, kutumiza zidziwitso, ndi zina.

Mayankho a AI/ML papulatifomu ya InterSystems IRIS amalowa mosavuta muzinthu zomwe zilipo kale za IT. Pulatifomu ya InterSystems IRIS imatsimikizira kudalirika kwakukulu kwa mayankho a AI / ML pothandizira kusasinthika kosalekeza ndi kulekerera masoka komanso kutumizidwa kosinthika m'malo owoneka bwino, pa maseva akuthupi, pamtambo wachinsinsi komanso wapagulu, ndi zotengera za Docker.

Chifukwa chake, InterSystems IRIS ndi nsanja yanthawi zonse ya AI/ML yapakompyuta. Kukhazikika kwa nsanja yathu kumatsimikiziridwa m'kuchita chifukwa chosowa zoletsa pazovuta za mawerengedwe omwe akhazikitsidwa, kuthekera kwa InterSystems IRIS kuphatikiza (munthawi yeniyeni) kukonza zochitika kuchokera m'mafakitale osiyanasiyana, komanso kusinthika kwapadera kwa ntchito iliyonse yamapulatifomu ndi njira zopezera zosowa zenizeni za ogwiritsa ntchito.

Chithunzi 21 InterSystems IRIS - nsanja yanthawi zonse ya AI/ML yapakompyuta

Kuti muyanjane kwambiri ndi omwe awerenga athu omwe ali ndi chidwi ndi zomwe zafotokozedwa pano, tikukulimbikitsani kuti musamangowerenga ndikupitiriza kukambirana "Live." Tidzakhala okondwa kupereka chithandizo pakupanga zochitika zenizeni za AI / ML mogwirizana ndi zomwe kampani yanu ikuchita, kupanga ma prototyping ophatikizana papulatifomu ya InterSystems IRIS, pangani ndikugwiritsa ntchito mapu amsewu oyambitsa nzeru zopanga komanso kuphunzira makina. mukupanga ndi kasamalidwe kanu. Imelo yathu Yolumikizana ndi Katswiri wa AI/ML - [imelo ndiotetezedwa].

Source: www.habr.com