Kuvaka Automation Inoshanda: Zvidzidzo kubva kuMVPs neLLMs naAparimeya Taneja

Emerging matekinoroji akadai seArtificial Intelligence (AI) akaiswa kuti angosimuka mukuremekedzwa sezvo makore gumi ari kuenderera mberi. Nekuda kweizvozvo, mabhizinesi ari kuenda kune akabatanidzwa masisitimu anoderedza mabasa akaderera anotarisana nevanhu munzvimbo yebasa. Aparimeya Taneja , mugadziri uye nyanzvi yeinjiniya, apedza basa rake rekuvaka zvigadziriso zvese pachiyero uye pakutanga. Achitora pane zvaakasangana nazvo paDoorDash uye Fulcrum Tech, anosimbisa matambudziko anoshanda nemikana yekuyera otomatiki kubva kuMVPs kusvika kune yakazara ajenti mhinduro.

Kusuma Tech Nyanzvi Aparimeya Taneja

Muchikoro chesekondari, Aparimeya akaratidza vimbiso muSTEM, zvichiita kuti aite basa reinjiniya. Aparimeya aizobva atanga zviri pamutemo basa rake rehuinjiniya mushure mekupedza kudzidza kubva kuDuke University. Nguva pfupi apedza zvidzidzo zvake, aizobatana neDoorDash's new verticals sangano sechikamu cheboka rekutsvaga ruzivo.

Aparimeya aizopedza gore ari muchikwata ichi asati atamira kuchikwata chitsva cheVerticals Machine Learning (ML), kwaakakudza hunyanzvi hwake hwekuita basa rekuita otomatiki kweinodarika mwedzi mitanhatu asati atamira kuchikwata chitsva chekabhuku kweimwe mwedzi mitanhatu.

Mushure mekuwana ruzivo kubva mukushanda kusangano rakakura kudaro, akabatana neParaform, yekutanga yakatarisana nemhinduro dzekutsvaga maindasitiri akaita sekuvandudza software uye masevhisi emari.

Akabva apinda Fulcrum seMuvambi Injiniya kuti ashandise hunyanzvi hwake hwekugadzira kuindasitiri yeinishuwarenzi. Fulcrum inopa yakachengeteka AI zvigadzirwa zvinobvumira mabrokerage kuyera maakaundi avo pasina musoro. Aparimeya kukoshesa kwe otomatiki mhinduro kwakatsigira kuenderera mberi kwekambani ye tech.

Kuvaka MVPs eOtomatiki neLLMs

Munguva yake paDoorDash, Aparimeya akatungamira kuyedza kuvandudza MVPs ekuita otomatiki emabasa akaendeswa kune maBPO. Mipiro yake yakaunza mukana wekubatana nekambani yeML uye Automation timu. Akaona kugona kweLLMs kuita otomatiki basa rakapihwa kunze iro masangano mazhinji anowanzo shandisa mamirioni emadhora pairi. DoorDash yakamugonesa kushanda pamapurojekiti eLLM-powered kugadzirisa maitiro akasiyana siyana ebhizinesi.

Aparimeya ndiye akatanga kugadzira paDoorDash kufunga kushandisa otomatiki, kuwana kucherechedzwa kutaurwa nokuda kwekuedza kwake. Achishandisa maLLM, akashanda nechikwata chenyanzvi dzine pfungwa dzakafanana kuvaka ruzivo rwechigadzirwa chekambani.

Basa rake raisanganisira kuvaka masisitimu eruzivo rwechigadzirwa akavandudza munhu, kusarudzwa, uye kuzadzikiswa. Nekugadzirisa zvinonetsa senge isina kukwana data uye kufunga kwakashata, Aparimeya yakabatsira kukwenenzvera mashandiro eDoorDash.

Kunyange aibatsira mune zvakawanda zvezvirongwa izvi, Aparimeya akasangana nematambudziko akawanda achifambisa MVPs mberi musangano hombe seDoorDash. Mushure mekusundidzira kuvaka otomatiki mhinduro kukambani uye kushanda pane mashoma MVPs, aifanirwa kudzokera kumapurojekiti enguva dzose.

Zvinetso zvesangano guru zvakaganhurira kukwanisa kwake kuona zvirongwa izvi kusvika pakupedzwa. Izvi zvakabatsira Aparimeya kuziva kuti aida kushanda mukutanga-danho rekutanga, izvo zvakamuona achitenderera kuFulcrum Tech, kwaanotungamira mapurojekiti nevashandi vekambani yehunyanzvi.

PaFulcrum, nyaya dzakadai sekubata data, kudzidziswa kwemuenzaniso, uye scalability zvakatanga kubuda. Aya matambudziko aiwanzo kunetsa uye nehunyanzvi hwekunetsa, kunyangwe kune nyanzvi yakaita seAparimeya. Zvisinei nezvipingaidzo izvi, akashanda nesimba pakugadzira otomatiki magadzirirwo emaoko anotambudza vatengesi, achivaita kuti vagone kuchinjika uku vachicheka mitengo uye kuderedza nguva inotorwa kumabasa kubva pamaawa kuenda kumaminitsi.

Maitiro Akanyanya Kuvaka Scalable Automation Solutions

Basa raAparimeya paDoorDash neFulcrum rakapa simba mabhizinesi maitiro kuburikidza neautomation mhinduro. Anocherekedza kuti kuyera kubva kuMVP kuenda kune chaiyo-yepasirese application kunobvumira mabrokerage kuyera mitengo, kuwedzera kushanda zvakanaka, uye kuwedzera kutorwa kwevashandisi, pakupedzisira kugadzirisa mafambiro avo.

Kutora kubva pane zvakaitika kwaari, Aparimeya anoreverera nzira yehungwaru yekuvaka scalable otomatiki mhinduro. Maitiro akakosha kwaari anosanganisira:

Bancing Cost vs Value Yakapiwa

Muchiitiko chaAparimeya, otomatiki mhinduro dzinowanzo kutengwa pamhedzisiro / kuburitsa kupedzisa vatengi, saka zvakakosha kuti uve nechokwadi chekuti mutengo wako wekushanda wekumhanyisa otomatiki hauna kunaka payuniti yehupfumi.

Iko kukosha kwakagadzirirwa mutengi wako ndiwo mutsauko uripo pakati pezvaizodai zvakavabhadharira munguva, mhando uye mari yekusvika kune imwe chete kubuda pasina otomatiki yako vs nemhinduro yako. Nekudaro, iwe unofanirwa kugara uine pfungwa yakajeka yekuti uri kugadzira sei kukosha iwe pachako nevatengi vako paunenge uchivaka zvigadzirwa zveAI.

Kuchengeta Unstructured Data paChikero

Aparimeya anosimbisa kuti uchifunga nezvekuchengetedza data, zvinhu zvakakosha zvekugadzirisa ndezvi:

1. Robust data kuchengetedza masisitimu ane redundancy uye zvivakwa zvekutsigira scalability. Izvi zvinoita kuti mabhizinesi akwanise kuwana zvakachengeteka, kudzivirira, uye kudzoreredza ruzivo. Enterprise giredhi SQL masevhisi mhinduro huru yekutanga.

   
   

2. Yakafumiswa ruzivo girafu yekuvaka maficha uye workflows pamusoro. Izvi zvinoenderana nedura rauri kuvakira mhinduro uye zvinoda kunzwisisa kwakadzama kwemashandisiro aunoita vashandisi vako mafambiro ebasa nhasi. Kazhinji, zvinogara zvakanyanya kubatsira kubvisa makiyi datapoints uye nekuachengeta nenzira yekuti ari nyore kunyora pane yekurasa data rese sezvinhu zvekuchengetedza kana JSON blobs.

Kuongorora Kutorwa Kwemushandisi

Mubasa rake rese, Aparimeya akaziva kuti kutorwa kwemushandisi chaive chimwe chinhu chakakosha kuita chero akabudirira otomatiki maitiro. Matanho akadai sezvirongwa zvekudzidzisa akakosha pakushongedza vashandisi nekwaniso yekushanda akakwidziridzwa maitiro ane chivimbo uye anogona kuwedzera kukurudzira otomatiki mhinduro 'kushanda. Mabhizinesi anogona kuenzanisa kutorwa kwemushandisi nekuunganidza mhinduro uye kugadzirisa mashandisirwo emushandisi zvinoenderana nepo achigona kubatanidza yechitatu-bato zvikumbiro. Panyaya yeFulcrum, Aparimeya nechikwata chake vanobatana zvakananga nevatengi vavo 'AMS (Agency Management System).

Imwe nzira inoshanda yekuwana kuwanda kwekuita kwemushandisi ndeye telemetry kuburikidza nechishandiso chako chinorekodha zvikamu zvevashandisi, pamwe nekugadzira huwandu hwekushandisa kuona maitiro ekushandiswa nekufamba kwenguva sezvaunotumira mamwe maficha.

Kuchengetedza Speed

Nepo otomatiki masisitimu achigona kukwenenzvera maitirwo ebasa, anowanzo gara achiremedza, uye nekuda kwekushomeka kwekuonekwa anogona kuita seanononoka kupedzisa vashandisi. Nekudaro, zvakakosha kuti uedze kuenzanisa mabasa mazhinji sezvinobvira kumagumo ako kupedzisa otomatiki uye kushandisa mitsetse yakasimba yekubata mabasa akareba. Iwe unogona zvakare kukwidziridza kumhanya nekudzikisira basa rakapetwa uye nekupa zvimwe zviwanikwa.

Aparimeya anotenda mukugadzira chivakwa chekushandisa zvekuti bhodhoro reiyo system haisi pane imwe nzvimbo yakakosha uye kuti zviwanikwa hazvisi kuita zvisina basa kana kugara zvakaremerwa.

Kucherechedza uye Kugadzirisa

Otomatiki masisitimu anoda kugara achitariswa kuti ave nechokwadi chekuti maitiro ese anoshanda sezvaitarisirwa. Kutarisira otomatiki mafambiro ebasa kunogona kubvumira mabhizinesi kuona zviri nyore zvikamu izvo zviri bhodhoro kune yese maitiro, pamwe nekuziva hutano hweese akasiyana mamicroservices chero nguva. Kana kambani ikatarisisa mashandiro ehurongwa hwayo nguva nenguva, inogona kugadzira nzira dzekukwirisa kwenguva refu otomatiki maitiro.

Aparimeya inotsigira kuti rudzi urwu rwekutarisa runofanirawo kuwedzera kusvika kune yekupedzisira kuburitswa nevashandisi vako kuti iwe unogara uchidzokorora pane ruzivo rwemushandisi.

Product Feedback Loop

Kutumira maficha uye otomatiki ingori hafu yezvinofanira kuita yakanaka mhinduro chikuva. Pese painoburitswa chinhu chitsva kana mafambiro ebasa, kunze kwekuyedzwa kwemukati kunofanirwa kuburitswa kuti usarudze vashandisi pakutanga. Zvino, mhinduro dzakadzama dzinofanira kuunganidzwa kubva muboka rekuyedza pahwaro hwekuti kudzokororwa kweramangwana kunofanira kuvandudzwa. Izvo zvakakosha kuchengetedza yako chigadzirwa roadmap asi mhinduro yemushandisi inofanirwa kugara ichitariswa kana uchifunga kuti chii chinonyanya kukosha chekushanda.

Aparimeya Taneja's Zano reInjiniya Inopinda Iyo Automation Space

Aparimeya Taneja anokurudzira vanoshuvira mainjiniya kuti vagadzire hwaro hwakasimba mumakomputa kana engineering pavanenge vachipinda munyika yeautomation tekinoroji. Anosimbisa kuti hunyanzvi hwekugadzira uye hunyanzvi hwekuvandudza software hunogona kuwedzera kubudirira. Kuzivana nenzvimbo yezvauchange uchiita otomatiki kwakakosha zvakare, sezvo ruzivo irworwo ruchizokubatsira kuendesa zvakadzama tekinoroji mhinduro dzinopa kukosha kwakawanda kupfuura kungoita chat bot.

Pamusoro pehunyanzvi hwehunyanzvi, mainjiniya anofanirwa kukoshesa Mushandisi Interface (UI) uye Mushandisi Zvakaitika (UX) dhizaini pakugadzira otomatiki mhinduro. Kuve nechokwadi chekuwanikwa uye nyore kushandisa kunogona kuvandudza kushanda uye kutorwa kwezvishandiso izvi. Aparimeya inosimbisawo kukosha kwekufunga kwekugadzira mukushandisa otomatiki masisitimu kuti vawedzere kugona kwavo.

Tichitarisa kumberi, Aparimeya Taneja anoona ramangwana apo otomatiki inosanganiswa zvisina mutsetse mumabhizinesi maitiro, ichideredza kudzokorora mabasa evashandi vevanhu. Nekugovera hunyanzvi hwake, anotarisira kuita otomatiki muitiro wakajairwa mumaindasitiri mune ramangwana.