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Kodi Artificial Intelligence ndi chiyani? Chitsogozo Chokwanira cha Akatswiri Amalonda

Chimodzi mwa makiyi a chipambano changa pazaka zonsezi chakhala luso langa lophunzira luso latsopano. Zatsopano pakutsatsa kwa digito kwakhala kofulumira koma kosasintha… mpaka pano. Ndikawona kupita patsogolo kwaukadaulo (AI), ndimaopa kuti ndikubwerera m'mbuyo… ndipo zitha kundiwonongera ntchito yabwino yomwe ndathera mphindi iliyonse yopuma ndikuwerenga, kugwiritsa ntchito, ndikukwaniritsa ndi makasitomala anga. Ndipo, chifukwa ndi AI, ndikudziwa kuti ndikangotsala pang'ono, makinawo amapitilira mwayi uliwonse woti agwire.

Chifukwa chake… Ndikuphunzira zida tsiku ndi tsiku, kuwonera malonda ndi kukhazikitsidwa kwa malonda, ndikugawana chilichonse panjira. Ndiyenera kuulula kuti ndili ndi gawo limodzi lodabwitsa kuposa akatswiri ambiri azamalonda: mwana wanga Bill ndi Chief Data Scientist ku OpenINSIGHTS yemwe ali ndi Ph.D. mu Masamu kuchokera ku yunivesite ya Illinois. Kuphatikiza pa kukhala katswiri wa AI wotsogola, iye ndi mphunzitsi wapadera kwambiri… amatsogolera labu ya geometry pa yunivesite yake, amaphunzitsa ophunzira ambiri m'magawo onse, komanso kuphunzitsa makosi a Calculus. Mwamwayi, amathandizira malingaliro anga a 50+ ndipo amandithandiza kuthetsa malingaliro kuti ndiwamvetsetse bwino.

Martech Zone Ndipo Artificial Intelligence

Pambuyo pazaka zokhala ndi magulu omwewo patsamba langa, ndidasintha Martech Zone kukhala ndi gulu la AI. Sindikukayika kuti itenga gulu lina lililonse chifukwa imatengera gawo lililonse la ntchito zathu. Komabe, ndimafuna njira yosavuta yoti inu, owerenga pano, mufufuze, muphunzire, ndikupeza AI pazamalonda ndi malonda. Ndikufuna kukonza zomwe zili patsamba lino kuti ziwonetsedwe kwa anthu wamba…osati wasayansi wa data kapena wina yemwe ali ndi PhD. Iwo ali ndi chuma chambiri kunja uko kale.

Mu mzimu umenewo, ndikukhulupirira kuti chiyambi chabwino chingakhale kuthandiza anthu amalonda kumvetsa mfundo zina zazikulu za AI ndi chifukwa chake zidzakhala zofunikira pazochitika zonse za ntchito yathu ya tsiku ndi tsiku. Kwa akatswiri ambiri azamalonda, lingaliro la AI litha kukhala lovuta kulimvetsa. Nachi chidule:

Nkhaniyi ikufuna kupereka kumvetsetsa bwino kwa AI kwa iwo omwe mwina alibe luso lamphamvu. Tifotokozanso mawu odziwika okhudzana ndi AI, tipereka mafananidwe kuti timveketse mfundo ndikuwunika mbiri ya AI mpaka kukulitsa ChatGPT.

Kodi Artificial Intelligence N'chiyani?

AI, kapena Artificial Intelligence, amatanthauza kupanga makina apakompyuta kapena makina omwe amatha kugwira ntchito zomwe nthawi zambiri zimafuna nzeru zamunthu. Ntchito zimenezi ndi monga kuthetsa mavuto, kuphunzira, kumvetsa, ndi kukonza chinenero chachibadwa, kuzindikira kachitidwe, ndi kupanga zisankho.

AI ndi gawo lazinthu zambiri lomwe limaphatikiza sayansi yamakompyuta, masamu, ndi chidziwitso chapadera kuti apange ma aligorivimu ndi zitsanzo zomwe zimathandiza makina kutengera luso la kuzindikira kwamunthu. Izi zimalola machitidwe a AI kusanthula kuchuluka kwa data, kuzindikira mawonekedwe, ndi kulosera kapena malingaliro kutengera zomwe akupanga.

Ngati ndikusokonezani kale, tiyeni tipereke fanizo. Tangoganizani wasayansi wa data ngati wophika yemwe amapanga maphikidwe. Wophika (wasayansi wa data) amapereka zosakaniza (deta) ndi malangizo (ma algorithms) pokonzekera mbale. Monga wophunzira waluso, dongosolo la AI limaphunzira kuchokera ku maphikidwewa ndipo limatha kupanga mbale zofananira palokha. M'kupita kwa nthawi, dongosolo la AI likhoza kupanga maphikidwe atsopano potengera kumvetsetsa kwake kwa zosakaniza ndi njira.

Mu AI, wasayansi wa data amapanga ma aligorivimu ndikupereka deta, pamene dongosolo la AI (luntha) limaphunzira kuchokera ku izi ndipo limatha kugwira ntchito modzilamulira. Kusintha kwa ma algorithms kumachitika panthawi yophunzitsira kapena kukonzanso ma algorithms. Mwachitsanzo, algorithm ya Facebook kapena X (yomwe kale inali Twitter) AI imakumvetsetsani chifukwa imakhala ndi zambiri za inu pakapita nthawi kapena chifukwa opanga amapanga yabwinoko, osati chifukwa ikudziwongolera yokha. Mukalumikizana ndi chitsanzo masiku ano, nthawi zambiri amaphunzitsidwa kale.

Nzeru Yopapatiza

ANI (kapena Weak AI) imatanthawuza machitidwe a AI omwe amachita bwino kwambiri pazantchito zina mkati mwa dera locheperako, monga injini yolimbikitsira patsamba lamalonda lomwe limapangira zinthu kutengera mbiri yanu yosakatula ndi zomwe mumakonda. Popeza machitidwe a ANI amapangidwa kuti aziyang'ana pa ntchito inayake, amafunikira chitsogozo cha anthu ndi zolowetsa kuti zigwiritsidwe ntchito pazochitika zosiyanasiyana kapena ntchito zatsopano.

Artificial General Intelligence

AGI ingakhale dongosolo la AI lomwe limatha kumvetsetsa, kuphunzira, ndi kugwiritsa ntchito luntha lake mwachisawawa ku ntchito zosiyanasiyana, zofanana ndi luntha laumunthu. Mwachitsanzo, AGI imatha kuphunzira kusewera chess, kulemba ndakatulo, ndikuzindikira matenda, ndikusinthira chidziwitso ndi luso lake kumadera atsopano.

Artificial Super Intelligence

ASI imayimira mulingo wongoyerekeza wa AI womwe umaposa luntha laumunthu m'mbali zonse. ASI imatha kuthana ndi zovuta zapadziko lonse lapansi mwachangu, kupanga zodziwikiratu zasayansi, ndikupanga mayankho opitilira luso la akatswiri aumunthu, ndikupititsa patsogolo luso lake.

Mbiri Yachidule Ya AI

Ulendo wa AI kuchokera ku lingaliro kupita ku chenicheni unayamba ndi ntchito ya Turing mu 1950s. Kulengedwa kwa LISP, chinenero choyamba cha AI, chinachita bwino kwambiri m’ma 1960. Kuphunzira pamakina kudatenga gawo lalikulu m'zaka za m'ma 1990, kusinthira magawo. Zaka za m'ma 2000 zinabweretsa chidwi chatsopano pa robotics ndi kukonza zilankhulo mu AI. Kusintha kwenikweni kwamasewera kwakhala kupangidwa kwa mndandanda wa OpenAI wa GPT, kutanthauza kudumpha kwakukulu mu AI. GPT-3 ndi GPT-4 amawonetsa kuthekera kopanda malire komwe AI ili nayo.

Kusintha kwa AI
Source: AI Moto
  • Zaka za m'ma 1950-1960: Maziko a AI adayalidwa ndi ntchito ya Alan Turing ndi John McCarthy, omwe adapanga lingaliro la Turing Test ndipo adapanga mawuwa. Nzeru zochita kupanga, motero. Ofufuza panthawiyi anali ndi chiyembekezo chakuti makompyuta akhoza kukonzedwa kuti athetse mavuto ambiri, kugwiritsa ntchito kulingalira, ndi kupanga zisankho.
  • Zaka za m'ma 1970-1980: Kafukufuku wa AI adakula, ndikuwunika kwambiri machitidwe a akatswiri ozikidwa pamalamulo, omwe amatha kutsanzira kupanga zisankho kwa akatswiri aumunthu m'magawo enaake. Komabe, chiyembekezo cha ofufuza oyambirira chinachepa chifukwa panalibe kupita patsogolo pang'ono pamakina othetsera mavuto a AI.
  • Zaka za m'ma 1990-2000: Kuphunzira makina (ML) idayamba kutenga gawo lapakati, pomwe ochita kafukufuku adafufuza ma aligorivimu omwe angaphunzire kuchokera ku data, zomwe zimapangitsa kuti pakhale makina othandizira ma vector, mitengo yosankha, ndi njira zina za ML.
  • Zaka za m'ma 2010: Ndi kupita patsogolo kwa mphamvu zowerengera komanso kupezeka kwa ma dataset akuluakulu, kuphunzira mozama kudawoneka ngati njira yamphamvu yothanirana ndi zovuta za AI pakuzindikira zithunzi ndikusintha zilankhulo zachilengedwe.
  • Zaka za m'ma 2020: Kupanga zitsanzo za zilankhulo zazikulu zotengera transformer (LLMs) ngati Tsegulani AIGPT-3 ndi BERT ya Google inasintha chilankhulo chachilengedwe. Open AI idaphatikiza mitundu yake yayikulu yazilankhulo ndi maphunziro olimbikitsa kuti amange Chezani ndi GPT, njira yamphamvu yopangira chilankhulo chachilengedwe AI. Zida zina zopangira AI monga Mtengo wa SLAB ndi Ulendo wapakati akukonzedwa.
  • M'ma 2030 ndi kupitirira apo: Kuphatikiza kopitilira kwa machitidwe a AI kudzachoka ku Artificial Narrow Intelligence (ANI) zingayambitse Artificial General Intelligence (AGI) ndi Artificial Super Intelligence (ASI) ndi kuthekera kosintha dziko lapansi momwe tikudziwira.

Kupita patsogolo kwachangu kwa AI m'zaka zaposachedwa kungabwere chifukwa cha zinthu zingapo zofunika, kuphatikiza kuchuluka kwa bandiwifi yomwe ilipo, kusintha kwa liwiro la makompyuta, kufalikira kwa makompyuta amtambo, komanso kupita patsogolo kwa mapulogalamu. Zinthu izi zapanga malo ogwirizana omwe alimbikitsa chitukuko cha AI ndi kutengera.

  • Chachikulu: Kukula kwa intaneti komanso kupezeka kwa bandwidth kwathandizira kusamutsa ndi kukonza zinthu zambiri pa liwiro lalikulu. Izi zathandizira kupanga mitundu ya AI yomwe imadalira ma dataset akuluakulu kuti aphunzitse ndi kusanthula. Bandwidth yokulirapo imalolanso mapulogalamu a AI kuti azigwira ntchito bwino komanso kupereka zidziwitso zenizeni zenizeni komanso zolosera.
  • Liwiro lamakompyuta: Kupita patsogolo kwa hardware yamakompyuta, makamaka mu Graphics Processing Units (GPUs) ndi tchipisi tapadera za AI, zachulukitsa kwambiri liwiro la kompyuta. Izi zathandiza ma algorithms a AI kuti azitha kukonza ma data ambiri ndikuwerengera zovuta mwachangu. Kuthamanga kofulumira kwa makompyuta kwathandizira kuphunzitsidwa ndi kutumizidwa kwa mitundu ya AI, zomwe zimapangitsa kuti zikhale zotheka kuthana ndi ntchito zovuta kwambiri zomwe poyamba zinali zosatheka.
  • cloud computing: Kukwera kwa cloud computing kwapatsa mabizinesi ndi ofufuza mwayi wosavuta kugwiritsa ntchito zida zamphamvu zamakompyuta ndi zomangamanga. Izi zachepetsa zolepheretsa kulowa kwa chitukuko cha AI, popeza mabungwe sakufunikanso kuyika ndalama zambiri pazida zapanyumba kuti amange ndi kutumiza mitundu ya AI. Mapulatifomu a AI opangidwa ndi mtambo amathandiziranso mgwirizano, scalability, ndi kusinthasintha potumiza mapulogalamu a AI.
  • Mapulogalamu: Kupita patsogolo kwa zilankhulo zamapulogalamu, malaibulale, ndi zomangira zathandizira njira yopangira mapulogalamu a AI. Open-source library ngati TensorFlow, PyTorchndipo scikit-phunzirani perekani ntchito zomangidwa kale ndi zida zothandizira omanga kupanga mitundu ya AI mosavuta. Malaibulalewa alimbikitsa kuti pakhale malo ogwirira ntchito limodzi, zomwe zimathandiza omanga kugawana ntchito zawo ndi kupindula ndi zatsopano za anzawo. Izi zadzetsa kupita patsogolo mwachangu mu ma algorithms a AI, njira, ndi kugwiritsa ntchito.

Kuphatikizika kwazinthu izi kwapanga mkuntho wabwino kwambiri pakukula kwa AI. Kuthamanga kwakukulu kwa bandwidth ndi kuthamanga kwa kompyuta kwapangitsa kuti zitheke kusanthula ndi kusanthula deta yochuluka, pamene cloud computing yapangitsa kuti zipangizo zamakono zamakono zitheke komanso zotsika mtengo. Nawa ntchito zofala za AI:

  1. Kulemba: AI ikhoza kugwiritsidwa ntchito kugawa deta m'magulu osiyanasiyana kutengera mawonekedwe awo. Mwachitsanzo, zosefera za sipamu za imelo, machitidwe ozindikira zithunzi, ndi zida zowunikira malingaliro zimadalira ma algorithms amagulu.
  2. Kubwerera: AI imatha kulosera zamitundu yopitilira kutengera zomwe zalowetsedwa. Zitsanzo zikuphatikizapo kulosera mitengo ya nyumba kutengera mikhalidwe yosiyanasiyana, kulosera za malonda, ndi kuyerekezera kuthekera kwa kuchulukira kwa kasitomala.
  3. Njira zopangira: Ma algorithms a AI amatha kupereka malingaliro awo kwa ogwiritsa ntchito malinga ndi zomwe amakonda, machitidwe, ndi mbiri yakale. Zitsanzo zikuphatikiza malingaliro amakanema pamapulatifomu akukhamukira komanso malingaliro azogulitsa pamasamba a e-commerce.
  4. Kusintha kwa chinenero chamagetsi (NLP): AI itha kugwiritsidwa ntchito kusanthula, kumvetsetsa, ndi kupanga chilankhulo cha anthu. Ntchito zina zodziwika bwino za NLP zikuphatikiza kumasulira kwamakina, kufupikitsa mawu, ndikuzindikiritsa gulu.
  5. Kuzindikira mawu: AI imatha kumasulira chilankhulo cholankhulidwa kukhala cholembedwa. Ukadaulo uwu umagwiritsidwa ntchito ngati othandizira enieni, ntchito zolembera, ndi makina owongolera mawu.
  6. Mawonekedwe apakompyuta: AI imatha kukonza ndikusanthula zidziwitso zowoneka, monga zithunzi ndi makanema. Mapulogalamuwa akuphatikiza kuzindikira zinthu, kuzindikira nkhope, ndi kuzindikira mawonekedwe (OCR).
  7. Maloboti: AI imagwiritsidwa ntchito popanga maloboti omwe amatha kugwira ntchito mwawokha kapena modzidzimutsa. Zitsanzo zimaphatikizapo magalimoto odziyendetsa okha, ma drones, ndi othandizira robotic.
  8. Kusewera masewera: AI ikhoza kuphunzira kusewera ndi kuchita bwino pamasewera osiyanasiyana, monga chess, Go, ndi masewera apakanema, omwe nthawi zambiri amaposa osewera aumunthu.
  9. Kuzindikira kwachilendo: AI ikhoza kugwiritsidwa ntchito kuzindikira mawonekedwe osazolowereka kapena zotuluka mu data, zomwe zitha kukhala zothandiza pakuzindikira zachinyengo, chitetezo pamanetiweki, ndi kuwongolera khalidwe.

Mwina kupita patsogolo kofunikira kwambiri munzeru zopangira masiku ano ndi AI yopanga (GenAI):

Kodi Generative AI ndi chiyani?

GenAI ndi gulu lanzeru lopanga lomwe limayang'ana kwambiri pakupanga zinthu, kuphatikiza zolemba, zithunzi, makanema, ndi zina zambiri. Makina a GenAI adapangidwa kuti azitengera luso la anthu ndikupanga zomwe zili pawokha. Makinawa amagwiritsa ntchito njira zophunzirira mozama, makamaka mitundu yosiyanasiyana ya ma neural network monga Recurrent Neural Networks (Zithunzi za RNN) ndi Generative Adversarial Networks (Ma GAN), kuti akwaniritse ntchito zawo.

Zofunikira ndikugwiritsa ntchito kwa GenAI pazamalonda ndi kutsatsa ndikuphatikiza:

  1. Kupanga Zinthu: GenAI imatha kupanga malonda apamwamba kwambiri, monga zolemba zamabulogu, zolemba zapa social media, ndi makampeni a imelo, popanda kulowererapo kwa anthu. Kutha kumeneku ndikofunikira kwambiri pakusunga ndandanda yokhazikika komanso kucheza ndi anthu ambiri.
  2. Makonda: GenAI imatha kusanthula zambiri zamakasitomala ndi zomwe amakonda kuti ipange zokonda zamunthu payekha komanso mauthenga otsatsa. Kusintha kumeneku kumakulitsa zomwe kasitomala amakumana nazo ndikuwonjezera mwayi wotembenuka.
  3. Mwadzidzidzi: GenAI imatha kupanga ntchito zobwerezabwereza, monga kuyesa kwa A/B, kusanthula deta, ndi kukhathamiritsa kwa zotsatsa. Izi zimamasula akatswiri azamalonda kuti aziyang'ana kwambiri pamalingaliro ndi zopanga zamakampeni awo.
  4. Kumasulira Chiyankhulo: GenAI ikhoza kuthandizira kumasulira zinthu zotsatsa m'zilankhulo zingapo, kupangitsa mabizinesi kuti afikire misika yapadziko lonse lapansi.
  5. Kupanga Zinthu Zowoneka: GenAI ikhoza kupanga zowoneka ngati infographics, logos, ndi makanema apakanema, kuchepetsa nthawi ndi mtengo wolemba ntchito opanga ndi ojambula mavidiyo.
  6. Kafukufuku Wamsika: GenAI ikhoza kuthandizira kusanthula zomwe zikuchitika pamsika ndi malingaliro amakasitomala pokonza zambiri zapa media media, ndemanga, ndi nkhani. Izi ndizofunika popanga zisankho zotsatiridwa ndi data.

GenAI ikugwira ntchito yofunikira kwambiri pakugulitsa ndi kutsatsa popanga zokha zomwe zili, kusinthira makonda amakasitomala, ndikuwongolera magwiridwe antchito. Imapatsa mphamvu mabizinesi kuti akhalebe opikisana pamawonekedwe a digito pogwiritsa ntchito luso komanso luso loyendetsedwa ndi AI.

Sales and Marketing AI

AI imasintha pakugulitsa ndi kutsatsa pazifukwa zingapo:

  1. Makonda: AI imatha kusanthula zambiri ndikuzindikira mawonekedwe omwe amathandizira kupanga zokumana nazo zamakasitomala. Izi zitha kubweretsa kuyanjana kwamakasitomala, kusinthika kwakukulu, komanso kukhulupirika kwamakasitomala.
  2. Mwadzidzidzi: AI imatha kusinthiratu ntchito zambiri zobwerezabwereza komanso zowononga nthawi, monga kutsogolera, kutsatsa maimelo, ndi magawo amakasitomala, kulola magulu ogulitsa ndi otsatsa kuti aziyang'ana kwambiri zochita zanzeru.
  3. Zolosera zam'tsogolo: AI ikhoza kusanthula mbiri yakale kuti iwonetsere zomwe makasitomala amachita m'tsogolo, kulola makampani kuyembekezera zosowa za makasitomala, kukhathamiritsa makampeni otsatsa, ndikuwongolera njira zogulitsa.
  4. Kupanga ziganizo zowonjezera: AI imatha kukonza zidziwitso zambiri mwachangu komanso molondola, ndikupatsa magulu ogulitsa ndi otsatsa zidziwitso zofunikira kuti apange zisankho zodziwika bwino za kulunjika, kutumizirana mameseji, ndi chitukuko cha malonda.
  5. Kuchita bwino bwino: AI ikhoza kuthandiza makampani kukhathamiritsa njira zawo zogulitsa ndi kutsatsa, kuchepetsa ndalama komanso kukulitsa zokolola.

Chitsanzo cha Kukhazikitsa kwa AI

Nayi njira yodziwika bwino yomwe tikuwona kuti AI ikukhudza masiku ano… B2B kutsogolera zigoli. Kupatsidwa yanu CRM ndi mbiri yamakasitomala deta, kuphatikiza deta firmographic ndi makhalidwe, ndi kumanga aligorivimu, makampani akhoza kulemba Nawonso achichepere kutsogolera makasitomala oyembekezera. Nawa masitepe:

Gawo 1: Kuchotsa deta ndi kukonzekera

  1. Sungani zambiri zamakasitomala kuchokera kudongosolo lanu la CRM. Izi zikuphatikizapo zambiri zamakampani awo, monga kukula kwake ndi mafakitale, ndi momwe amachitira ndi bizinesi yanu (mwachitsanzo, maimelo, kuyendera mawebusaiti, ndi zina zotero).
  2. Sonkhanitsani zambiri za makasitomala anu ndi omwe angakutsogolereni, monga ndalama zomwe makampani awo amapanga, kuchuluka kwa antchito omwe ali nawo, ndi komwe ali.
  3. Phatikizani zambiri kuchokera ku CRM yanu ndi zina zowonjezera mu dataset imodzi.
  4. Yeretsani ndi kukonza deta, kudzaza tsatanetsatane uliwonse wosowa ndikuwonetsetsa kuti mitundu yonse yazidziwitso ili mumtundu womwe AI angagwiritse ntchito.

Khwerero 2: Chidziwitso chaukadaulo ndi kusankha

  1. Pangani ma data atsopano omwe angathandize kuneneratu omwe atha kukhala makasitomala. Izi zitha kukhala zophatikizika kapena ma retiroti a ma data omwe alipo.
  2. Dziwani mfundo zofunika kwambiri zolosera kutembenuka kwa kutsogolera pogwiritsa ntchito njira zomwe zimakuthandizani kudziwa zomwe zili ndi ubale wamphamvu kwambiri ndikukhala kasitomala.

Khwerero 3: Kupanga zitsanzo ndi maphunziro

  1. Gawani deta m'magawo awiri: imodzi yophunzitsira AI ndi ina kuyesa momwe imagwirira ntchito.
  2. Sankhani njira yoyenera ya AI yomwe ingaphunzire machitidwe mu data ndikulosera. Zitsanzo zikuphatikiza kusinthika kwazinthu, makina othandizira ma vector, kapena makina okweza ma gradient. Sitilowa mwatsatanetsatane apa!
  3. Phunzitsani AI pogwiritsa ntchito deta yophunzitsira, kuwonetsa machitidwe omwe ali muzotsatira ndi zotsatira (kaya wotsogolera adakhala kasitomala kapena ayi).

Khwerero 4: Kuunika kwachitsanzo ndi kugoletsa patsogolo

  1. Yesani momwe AI amagwirira ntchito pazoyeserera zomwe zakhazikitsidwa poyerekeza zolosera zake ndi zotsatira zodziwika. Yezerani kulondola kwake pogwiritsa ntchito ma metric omwe amakuthandizani kumvetsetsa momwe ikuchitira, monga kulondola, kukumbukira, F1-score, ndi dera lomwe lili pansi pa MWALA pamapindikira.
  2. Ngati AI ichita bwino, igwiritseni ntchito kulosera za kuthekera kwa omwe atha kukhala makasitomala.

Khwerero 5: Yambitsani patsogolo ndikutsata

  1. Konzani zotsogola potengera kuthekera kwawo komwe akuyembekezeka kukhala makasitomala.
  2. Yang'anani zogulitsa zanu ndi zotsatsa pamayendedwe omwe ali ndi mwayi wonenedweratu, popeza ali ndi mwayi wabwino kwambiri wosintha kukhala makasitomala.

Potsatira izi, mutha kugwiritsa ntchito AI kusanthula zambiri zamakasitomala anu ndikuyika patsogolo zitsogozo kutengera kuthekera kwawo kutembenuka, zomwe zingathandize kuti malonda anu ndi malonda azigwira bwino ntchito.

Bwanji Ngati Mulibe Deta Yokwanira?

AI si yamakampani akulu okha omwe ali ndi ma data akuluakulu omwe angakwanitse wasayansi wa data komanso zofunikira. Kwa makampani omwe ali ndi ma dataset ang'onoang'ono komanso opanda wasayansi wa data, kugwiritsa ntchito AI kumathekabe kudzera m'njira zotsatirazi:

  1. Zida za AI za chipani chachitatu: Mapulatifomu ambiri a AI ndi zida zimathandizira mabizinesi ang'onoang'ono kapena makampani opanda magulu odzipereka asayansi ya data. Zida izi zitha kuthandiza ndi ntchito monga kugawa kwamakasitomala, kugoletsa kutsogolera, komanso kutsatsa popanda kufunikira ukadaulo wambiri wamkati.
  2. Zitsanzo zophunzitsidwa kale: Zida zina za AI zimapereka zitsanzo zophunzitsidwa kale zomwe zingagwiritsidwe ntchito kuzinthu zinazake, monga kusanthula malingaliro kapena kuzindikira zithunzi. Ngakhale kuti zitsanzozi sizingakhale zolondola ngati zitsanzo zomangidwa ndi deta yanu, zikhoza kukupatsani chidziwitso chofunikira.
  3. Mapulatifomu othandizira: Gwiritsani ntchito nsanja ngati Chitani kapena khalani ndi asayansi odzipangira okha omwe angakuthandizeni kupanga mitundu ya AI pazosowa zanu zenizeni. Pogwiritsa ntchito ntchito ya sayansi ya data, mutha kuyang'ana kwambiri kugwiritsa ntchito zidziwitso zopangidwa ndi AI kuti muwongolere malonda anu ndi njira zotsatsira.
  4. Zowonjezera data: Ngakhale deta yanu itakhala yaying'ono, mutha kugwiritsabe ntchito njira monga kuwonjezera deta kuti mukulitse deta yanu popanga zitsanzo zatsopano kuchokera pazomwe zilipo. Izi zitha kuthandiza kukonza magwiridwe antchito amitundu ya AI yophunzitsidwa pa data yanu.

Pogwiritsa ntchito njirazi, makampani omwe ali ndi deta yochepa ndi zothandizira angagwiritsebe ntchito mphamvu zosintha za AI kuti apititse patsogolo malonda awo ndi malonda. Ndikupangiranso kulimbikitsa gulu lanu kuti liphunzire zoyambira za AI ndi kuphunzira pamakina kudzera pamaphunziro apa intaneti, zokambirana, kapena ziphaso. Izi zitha kuwathandiza kumvetsetsa momwe angagwiritsire ntchito AI pantchito yawo ndikuwonjezera chidziwitso chonse cha data mugulu lanu.

Zikomo mwana wanga, Bill Karr, chifukwa chothandizidwa ndi nkhaniyi! Bill ndi Chief Data Scientist ku OpenINSIGHTS.

Douglas Karr

Douglas Karr ndi CMO OpenINSIGHTS ndi woyambitsa wa Martech Zone. Douglas wathandizira oyambitsa ambiri opambana a MarTech, wathandizira kulimbikira kopitilira $ 5 bil pakugula ndi kuyika kwa Martech, ndipo akupitiliza kuthandiza makampani kukhazikitsa ndikusintha njira zawo zogulitsa ndi zotsatsa. Douglas ndi katswiri wodziwika padziko lonse lapansi wosinthira digito komanso katswiri komanso wokamba nkhani wa MarTech. Douglas ndi mlembi wofalitsidwa wa kalozera wa Dummie komanso buku la utsogoleri wabizinesi.

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