"Ah, saka zvakafanana naShazam, asi zvehunyanzvi?" shamwari yakabvunza mushure mekunge ndapedza maminetsi maviri apfuura ndichitsanangura chirongwa changu chazvino.  Yakanga iri chikuva chaigona kubatsira vanofarira zvehunyanzvi kuona kuti ndeupi muimbi akapenda uye akanga achangobva kuitsanangura nemazwi mashanu; 'SaShazam, asi kune unyanzvi'.  Ichi chinyorwa chiri pamusoro pekuti sei ndakatanga chirongwa uye zvakare kuti ndakavaka sei yekutanga vhezheni.  Sei?  Ndakada art hupenyu hwangu hwese.  Ndapedza makore ndichitsvaga mafambisirwo emifananidzo, kugadzira & kuratidzira mhizha yangu, uye kazhinji ndichitandara kunze kwakatenderedza maartist nemagarari. Nokufamba kwenguva, ndakava nemano okufembera (nemwero wakakwirira wokururama) kuti ndeupi munyori akaita mufananidzo, kunyanya kana yaiva nyanzvi yomuAfrica.  Mukuvandudzwa kweAI kwa2022, ndakafemerwa uye ndikafunga kuti zvingave zvinonakidza kuona kana ndikakwanisa kudzidzisa makomputa kuti aite chinhu chimwe chete, saka ndakatanga diki purojekiti yangu.  Ndichiri kushanda, ndakakurumidza kuona kuti paiva nezvinetso zvakakura. Matambudziko akatenderedza zvinyorwa, kucherechedzwa uye kugovana ruzivo rweAfrica art. Semuenzaniso, kune vatenzi vekare vemuAfrica vane mifananidzo yakaoma kuwana online. Iwe unofanirwa kuenda kumabhuku ekare emifananidzo kana kuunganidzwa kwevanhu kuti uzviwane. Ndakava nekunetsekana kuti sezvo nyika inofamba yakazara yedhijitari, akawanda emabasa aya anogona kurasika munhoroondo.  Kusangana nedambudziko iri kwakaita kuti ndisarudze kuita kuti chirongwa ichi chive pachena uye nekuchiwedzera mukuchengetedza dhijitari uye kugovera ruzivo pane zveAfrica art uye maartist.  Yakanangana nehunyanzvi hwemuAfrica nekuti ndaiziva kuti   aizozviita, asi zvaifanira kuitwa, saka zvaifanira kutanga neni. hapana mumwe munhu  Zvinoshanda sei  Kushandisa chikuva kuri nyore.  Iwe unorodha mufananidzo wependi kana sarudza imwe yemuenzaniso mifananidzo iripo.   Iyi puratifomu inogadzirisa mufananidzo, inozivisa maartist ane dhizaini akanyanya kufanana neakakwidzwa, inogadzira   kune yega yega muimbi zvichienderana nekuti yakafanana sei nemufananidzo wakaiswa kune yavo dhizaini uye inosarudza muimbi ane chivimbo chepamusoro chibodzwa. chibodzwa chekuvimbika  Ruzivo nezvemuimbi rwunobva rwaratidzwa mufomati iri pazasi.   Iyo yekuvimbika mamakisi inoshambadzirwa kukuratidza kuti zvakauya sei kune iyo fungidziro uye kukubvumidza iwe kusarudza mashandisiro aunoda kushandisa mhedzisiro yakapihwa.  Kune zvakare chikamu chemhinduro (zvigunwe kumusoro kana pasi) kuitira kuti iwe ugone kubatsira kuprojekiti uye kubatsira kuvandudza modhi.  Iyi itsananguro yakapfava yekuti chikuva chinoshanda sei. Pazasi pane rumwe ruzivo (ine diki diki jargon sezvinobvira) pamusoro pemavakirwo ayo.  Iyo Tech / Data kugadzirira  Kuunganidza uye kugadzirisa data  Yakanga isiri yangu yekutanga ML chirongwa saka ndaiziva kuti muto waizove mudhata rekudzidziswa. Ini ndaifanira kuwana uye kugadzirira yakakwana yemhando yepamusoro data yemuenzaniso kuitira kuti ndiwane mhedzisiro yakanaka. Izvozvo zvakava zvakaoma kupfuura zvandaifunga.  Ndakatanga kubatanidza uye kuisa data rekudzidziswa asi ndakakurumidza kuona kuti zvaizotora nguva yakawanda saka ndakawana sisi vangu nevaviri vekudzidzira basa pane izvi neni kwemwedzi yakati. (They were paid for their work)  Nhanho inotevera yaive yekuchenesa uye kuenzanisa data.  Kubvisa zvakapetwa uye normalizing iyo data  Kuve nechokwadi chekuti data rakanyorwa nemazvo  Kuve nechokwadi chekuti muimbi wega wega anga aine huwandu hwakafanana hwe data yekudzidziswa kudzivirira kusarura mumuenzaniso nekuda kwekusaenzana kwekirasi.  Kuve nechokwadi chekuti dhata rekudzidzisa pamuimbi wega wega rinosanganisira mutsauko wakakwana wezvitaera zvavo zvekupendi nemidzimu kudzivirira   kune chimwe chimiro / chepakati kubva kumuimbi. kuwandisa  Kuve nechokwadi chekuti mapikicha ekudzidziswa aive nependi mumamiriro akasiyana. Mifananidzo yemifananidzo munzvimbo dzakasiyana-siyana, mapikicha emifananidzo yakatarisa pasi, zvinyorwa zvitema uye zvichena zvemifananidzo nezvimwewo. Kusiyana uku kwaizobatsira modhi kuita zvakanaka mumamiriro mazhinji.  Raive basa rakawanda asi kuwana izvi kwaizoita kuti modhi iite zvakanaka.  Kamwe hurongwa hwekugadzirira data hwapera, ndakapatsanura data kuita data rekudzidzisa uye data yekuyedza (kutonga) kuita kuti zvive nyore kushandisa uye kuona chokwadi.   Kuvaka / Kudzidzisa Mienzaniso  Pandaifunga nezvemamodheru, ndaive nesarudzo mbiri.  Vaka pane yakavhurika-sosi hwaro modhi kana kuvimba ne Cloud-based proprietary modhi eg GCP's AutoML.  Ndakaedza nzira dzose dziri mbiri, asi sezvo purojekiti pakutanga yaifanirwa kuva humbowo hwepfungwa, kutarisira mari ndicho chinhu chikuru kwandiri kufunga.  Ndakazogadzika pakushandisa yakavhurika-sosi hwaro modhi,   Iyo yemahara kushandisa, Yakanaka pakuziva maficha mune data, haidi yakawanda compute kuti imhanye, inopa kuchinjika mukutumira uye ini ndaive nemhando yekuishandisa kare.  EfficientNet.  Ndakawana kushandiswa kweTensorflow kweEfficientNet uye ndakashandisa iyo semusana wemuenzaniso. Yaive nerutsigiro rweKeras saka zvakabatsirawo kubata kuomarara.  Zvaiita zvekuti ndaigona kudzidzisa vhezheni dzekuyedza paMacbook M1 Pro ine 16GB ye RAM (ndaifanira kubata nelaptop yangu dzimwe nguva ichitonhora zvakadaro).  Pasi pehodhi, modhi inogadzirisa mafoto kuti ione zvakakosha senge brashi sitiroko, marongero eruvara, kuumbwa nezvimwe, uye inokwenenzvera ruzivo kuchengetedza zvakakosha zvikamu. Inoshandisa ruzivo urwu kuona kufanana pakati pemifananidzo ichangobva kupihwa yemifananidzo uye data rekudzidzisa.  Ndakaedza neakasiyana   uye nekukasira kumira kuti ndione chakashanda zvakanyanya uye ndakazosvika pamametric anonakidza.  epoch hunhu  Ndakaramba ndichiwedzera mamwe maartist uye kuyedza nemhando dzakasiyana kuti ndiwane chimwe chinhu chakaringana kuti nditange nacho.  Kuitwa kwekupedzisira kwaisanganisira mhando mbiri. Imwe yekuzivikanwa kwechimiro chekupenda, uye imwe yekuzivikanwa kwepakati pekupenda.  Ndakawana rubatsiro kukwenenzvera mamodheru mberi uye pakupedzisira kuaendesa ne API wrappers.  Dhizaini & Kuvandudzwa kwechishandiso  Kana mamodheru achinge arongwa, imwe puratifomu yakanga iri nyore kugadzira. Kugadziriswa kwekupedzisira kwakaita seizvi:     : Ini ndakavaka iyo backend / API neLaravel kubata zvine musoro uye nzira yekukumbira kune iwo chaiwo mamodheru zvinobudirira. Iyi dura inobata ese magadzirirwo emifananidzo, chengetedzo, kusimbiswa, ruzivo rwemuimbi, uye chikumbiro chetatu kureva kudzora zvikumbiro zvinotumirwa kumamodeli. Platform Backend / API    : Iyo yekumberi yakavakwa neReact. Ini handidi kunyora kumberi-yekupedzisira kodhi saka ndakawana rubatsiro nekuvaka chikamu ichi. Iyo inonyanya kutonga kuratidzwa kweruzivo uye zvikumbiro zvemushandisi zvinotumirwa kubackend. Frontend    Ini ndakabata iyo yese application paHeroku (mienzaniso inosanganisirwa). Ndakatora Heroku nekuti yakandibvumira kuwana akawanda akagadzirira-akavaka masevhisi nerutsigiro nemutengo unogoneka. Mushure memwedzi yebasa rekuunganidza data, kudzidzisa mamodheru uye kuvaka musimboti chikuva, ini ndakanga ndisisade rimwe basa, ini ndaingoda kuenda kunogara! Server / Hosting:  Final Notes  Ethics  Ndakadzidzisa mamodheru pane data rinowanikwa pachena.  Pandaigadzira purojekiti iyi, ndakatarisawo kune vakasiyana-siyana maartist kuti ndione kana vaive nechero nyaya nebasa uye ini handina kudzoserwa kumashure. Nekudaro, kana chero muimbi wandakaisa muchirongwa ichi achida kusabatanidzwa, ndapota ndizivise. Ndichaita saizvozvo nokukurumidza.  Zvirongwa zveramangwana  Ini ndinoona akawanda ekushandisa zviitiko zveizvi mudzidzo, kuwanikwa kwehunyanzvi, kushanya uye kutengeserana. Kune zvakare akati wandei maficha andanga ndichifunga nezvawo; dhairekitori redhizaini, webhu-based art mitambo, Kurudziro yeArtist nezvimwe zvakawanda.  Chirongwa changu ndechekuenderera mberi nekuvandudza purojekiti uye kudzidza izvo maartist, vanobatana neindasitiri uye vanofarira art vanoda kuona zvinotevera.  Ndinofara chaizvo kuti ndakatanga chirongwa ichi. Kune rimwe divi, zvakandipa mukana wakasarudzika wekubatanidza zvinhu zviviri zvandinoda nazvo (art + tech), kune rimwe divi, zvakandinetsa uye zvakandimanikidza kufunga zvine hungwaru kutenderedza matambudziko akasiyana. Ini zvakare ndinonzwa senge ndiri kushingaira kubatsira mukukura nekuchengetedzwa kwehunyanzvi hweAfrica, uye zvinonzwa zvakanaka.    :  Project link(beta) https://beta.whomadethisartwork.com/    *: Iyo beta vhezheni inotenderwa kune zana maartist emuAfrica ane hurongwa hwekusanganisa zvimwe munguva pfupi. Ongorora    : Demo   https://www.linkedin.com/posts/adetolani-eko-gmcpn_ai-artificialintelligence-art-activity-7171826383470448640-JDNK/?utm_source=share&utm_medium=member_desktop&embedable=true  Kana iwe wakanakidzwa nekuverenga chinyorwa ichi imhaka yekuti ndashandisa nzira yekunyora inonzi 'inotsvedza' kuti inakidze kuverenga. Ndiyo nzira inoshandiswa nevakawanda vanyori vakuru uye zvakare vanyori. Iyi nzira nezvimwe zvakawanda zvinodzidziswa mukosi inonzi   , uye ndiyo yega kosi yekunyora yauchazoda. Chinhu chakanakisa ndechekuti zvinotora mazuva gumi chete kuti upedze. 10 mazuva kuti uve munyori akanaka chaizvo. Shanyira   izvozvi kuti utange rwendo rwako rwekuva munyori mukuru. CopyThat CopyThat

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Sei uye Sei Ndakavaka AI Shazam ye Art Kuchengetedza African Art

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