Ini nguva pfupi yadarika ndakaitisa kirasi yekushandisa data sainzi yecybersecurity, ndichitarisa pakuongorora kwepakeji yekutora data-inoti hunyanzvi uye yakagara yakaoma musoro. Maitiro andakagovera atora kubva muruzivo rwangu rwecybersecurity mukati memasangano emari, achivhara nhanho dzakakosha sekuongorora dhata, preprocessing uye kushandura dhata relogi, uye kuona zvinokanganisa kuburikidza nemusanganiswa wekubatanidza uye graph network kuongororwa.  Chimwe chaishamisa yaive nguva yandakapedza ndichigadzirira chirongwa ichi-chidimbu chezvandaiwanzoisa mari. AI yakaita basa rakakosha mukugadzirisa maitiro. Ndakashandisa Claude kubatsira nekunyora kodhi, kugadzira pepa rehurukuro, uye kunyange kugadzira masiraidhi. Pamwe chete, kosi yose yakanga yagadzirwa mukati memaawa 48.  Session yakazoita yekunakidza. Vatori vechikamu, kunyanya maCISO avo vasingawanzo kodhi, vakawana maekisesaizi, akagadzirwa nerubatsiro rweAI, kuva anonzwisisa uye nemaoko. Chinangwa changu chaive chekunyudza mukushanda zvakananga nedata uye kodhi. Ivo vakanyanya kukoshesa mukana wekuongorora nemaoko izvo zvemazuva ano cyberthreat surveillance uye SIEM mapuratifomu anowanzo kuita otomatiki, vachiwana ruzivo rwemaitiro ari kuitika "pasi pehodhi."  Yangu kiyi yekutora kubva mukirasi yaishamisa inopesana:   . Maonero aya angaite seanokurumidza kuuya—kana kuti pamberi penguva yawo—asi maonero anoita kuti nhaurirano ikurukurwe. data sainzi, sezvatinoziva, inozopedzisira yatsiviwa neAI   Yambiro: zvimwe zveizvi zvinogona kukonzeresa vanhu.  Sexiness is Baggage  Kweanopfuura makore gumi, sainzi yedata yave ichipembererwa se "basa rinonyanya kunaka rezana ramakore rechi21." Asi sezvo AI iri kufambira mberi nekukurumidza, zviri kuve pachena kuti matambudziko ari pasi pemunda akaoma kutarisisa. Kuuya kweAI ine simba generative AI inogona kunge iri nzvimbo yekupa chirango icho, mukutarisa kumashure, chinogona kunge chakatsanangurwa zvakasununguka uye nekuwedzeredza kupfuura zvakambobvumwa.  Muchokwadi chayo, sainzi yedata inosanganisa sainzi yekombuta, nhamba, uye bhizinesi acumen, ichipa masangano chivimbiso chezvinoitika zvinogoneka kubva kune yakawanda data. Unyanzvi uhu hwakakosha zvisingarambiki munyika yanhasi inofambiswa nedata. Nekudaro, pasi pemufananidzo wayo wakakwenenzverwa, munda unotarisana nenyaya dzakakosha. Izvo zvinowanzonzi sainzi yedata kazhinji inoshanduka kuve chigamba chemabasa asina hukama anogara achienderana zvakatsvinda, uye nyanzvi zhinji mumunda dzinonetseka nehupamhi hwakazara uye kuomarara kunodiwa nechirango.  Kusimuka kweAI-inotyairwa maturusi anokwanisa kubata data kuongorora, kuenzanisira, uye kugadzirwa kwehungwaru kunogona kumanikidza shanduko mumaonero atinoita basa uye ramangwana resainzi yedata pachayo. Sezvo AI ichiramba ichirerutsa uye kuita otomatiki mazhinji emabasa ekutanga mukati mesainzi yedata, munda unogona kutarisana nekufunga kuti zvinorevei chaizvo kuve sainzi yedata muzera rehungwaru otomatiki.  The Cracks  Mazhinji masayendisiti edata, zvisinei nekushandisa hunyanzvi hwekukodha nematurusi edhijitari, vanoita basa rinoshamisa   . Kugadzirira kwedata, kuchenesa, uye kuongorora kunosanganisira zvinonetesa, zvinopedza nguva mabasa anodzokororwa uye emuchina. Muchokwadi, huwandu hwakakosha hwesainzi yedata basa inoenda mukugadzirira dhataseti-basa rinowanzonzwa sekunge rakaomarara kupfuura iro rinonakidza, rinofambiswa nesainzi rinoitwa kuti rive. Dambudziko iri rinowedzerwa nenyaya yekuti vazhinji vanopinda mundima vanenge vari vanyarikani. Mushure mekutora makosi mashoma epamhepo muPython kana R, aya "masainzi edata" kazhinji   . Sainzi yedata haisi yekukodha chete. Zvinosanganisira kuongorora kwakadzama, kunzwisisa kwemamiriro ezvinhu, uye kugona kupa maonero kune vasiri tekinoroji vateereri. Muchokwadi, ibasa rekutsvagisa, rinoda musanganiswa wehunyanzvi uye kufunga kwekuongorora izvo vazhinji vari mumunda vasina. remanyorero uye rinowanzokanganisa haana kugadzirira kuomarara kwechinzvimbo  Uyezve, masayendisiti mazhinji akagadzira pfungwa yekukodzera,   nekuda kwezita ravo. Mafungiro aya ari kudzima makambani, kunyanya muzvikamu zvinonyanya kukosha. Ndakasangana nemafemu akambomhanyira kuhaya masayendisiti edata asi ave kufunga zvakare. Sei uchibhadhara mubairo wakakwira kune mumwe munhu anoshandisa yakawanda yenguva yake mutsimba nekuchenesa data, apo AI inogona kuzviita nekukurumidza, zvirinani, uye nechidimbu chemutengo? achitarisira mihoro yakakwira uye mapakeji anobhadhara  AI Ndiani?  Sezvo ini pachangu ndakasangana nekunyora kirasi, Generative AI yakashanduka kuita simba rine simba munzvimbo chaidzo uko sainzi yedata haina kusimba. Mabasa akaita segadziriro yedata, kuchenesa, uye kunyange ongororo yemhando yepamusoro-zviitwa zvinodya nguva yakawanda yesaenzi wedata-zvino   . Chii chakanyanya kuipa (kana kuti zvirinani, zvichienderana nekuti wakamira papi) ndechekuti AI inokurumidza, yakanyatsojeka, uye isinganyanyi kukanganisa kukanganisa kwevanhu kana kuneta. zvinogadzirwa nyore nyore neAI masisitimu  Kune akawanda masayendisiti edata, izvi zvinogona kutyisa. Mushure mezvose, mabasa aya anomiririra chikamu chikuru chebasa ravo rezuva nezuva. Kucheneswa kwedata, semuenzaniso, kunotora nguva uye kunowanzo kanganisa, asi AI ikozvino inogona kuzviita nekudzvanya kushoma uye pedyo-yakakwana chaiyo. Data masayendisiti anowanzo kugunun'una pamusoro peaya grunt mabasa, asi iwo akakosha kumabasa avo. Sezvo masisitimu eAI achivandudza, kukosha kwekuti vanhu vaite mabasa aya kunodzikira. Hazvishamisi kuti kwakawanda kwekutsoropodza kwemazwi kunopesana neAI   . Vanoona zvakanyorwa pamadziro votya mabasa avo. kunobva kune data sainzi ivo pachavo  The Pettiness  Kuita kuti zvinhu zvinyanye kuoma kune data masayendisiti, munda hauna kufambira mberi zvakanyanya mumakore achangopfuura. Pasinei nekukwira kwayo kwemeteoric mukuzivikanwa, sainzi yedata ichiri kutambudzwa nekusashanda, zvikanganiso, uye   . Zvakambodavirwa kuti mamwe maturusi akaomesesa uye kudzidziswa kuri nani kwaizovandudza munda, asi izvi hazvina kuitika kusvika pamwero waitarisirwa. Mukupesana, AI yakawedzera kuvandudza. Michina yekudzidza algorithms, kugadzirwa kwemutauro wechisikigo, uye mamodheru ekugadzira ari kukurumidza kubuda, achisiya yechinyakare data sainzi muguruva. kushaikwa kwekujekesa kuti chii chaizvo chazvinofanira kusanganisira  Zvekare, tarisiro yakakwira yemuhoro yevasainzi vedata   . Makambani angadai akambobvumira kusashanda zvakanaka ave kuona kuti AI inogona kutsiva yakawanda yebasa regrunt pasina mutengo wakakura wakanamirwa kubasa revanhu. NeAI ichiwedzera hunyanzvi pakuita   sekuongorora, kufanotaura, uye kunyangwe kuratidzwa, iyo yemanyorero yesainzi yedata iri kuramba ichiwanda. Makambani mazhinji anozoona kuti izvo zvaimboda timu yedata masayendisiti zvino zvinokwanisa kubatwa zvakanyanya neAI-powered zvishandiso. inosanganisa nyaya mabasa akakosha  The Shift  Chokwadi ndechekuti sainzi yedata, sekutsanangurwa kwazvinoitwa, iri pamucheto wekusashanda. Nekugadzira AI ichifambira mberi pamwero unoshamisa, kudiwa kwemasaenzi   . Izvi hazvireve kuti vanhu havana basa mukuita sarudzo kunotungamirwa nedata, asi iro rekare "data sainzi" basa rinogona kunge riri pfungwa yekare. Chinodiwa iko zvino inyanzvi dzine hunyanzvi mukubatana neAI, ichishandisa hunyanzvi hwayo ichiri kutarisisa kufunga zvine hungwaru uye kwakaoma kugadzirisa matambudziko pamwero wepamusoro. edata revanhu muchimiro chavo chazvino kungangoderera    . Iyo yazvino ndima ye data sainzi njodzi yekusashanda kana ikasashanduka nhanho. AI yave kutochinja maindasitiri, uye sainzi yedata inofanirwa kuchinjika kana njodzi yekubatwa nesaisai iri. Pakupedzisira, mubvunzo unogona kunge usiri wekuti AI ichabvisa sainzi yedata asi kana sainzi yedata yakambounzwa zvizere pazvivimbiso zvayo. AI haisi magumo ekuongorora, ruzivo, kana kuita sarudzo-inomiririra shanduko yavo  Kana kuti zvimwe mutsauko hauna basa kana tikazofamba kupfuura iyo "data sainzi" hype uye togashira AI seyanotevera inonzwisisika kufambira mberi.  Nezvangu: 25+ gore IT veteran inosanganisa data, AI, manejimendi enjodzi, zano, uye dzidzo. 4x hackathon anohwina uye magariro maitiro kubva kune data mumiriri. Parizvino kushanda kusvetukira vashandi veAI muPhilippines. Dzidza zvakawanda pamusoro pangu pano:  https://docligot.com

The is an opinion piece based on the author’s POV and does not necessarily reflect the views of HackerNoon.

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