Ati: “Yego, none ni nka Shazam, ariko ni ubuhanzi?” inshuti yabajije nyuma yo kumara iminota ibiri ishize nsobanura umushinga wanjye uheruka.  Byari urubuga rushobora gufasha abakunda ubuhanzi kumenya umuhanzi wakoze igishushanyo kandi yari amaze kubisobanura mumagambo 5; 'Nka Shazam, ariko kubuhanzi'.  Iyi ngingo ireba impamvu natangiye umushinga ndetse nuburyo nubatse verisiyo yambere.  Kubera iki?  Nakunze ibihangano ubuzima bwanjye bwose.  Njyewe namaze imyaka nkora ubushakashatsi mubikorwa byubuhanzi, gukora & kwerekana ibihangano byanjye bwite, kandi muri rusange ngendana nabahanzi na galeries. Nyuma yigihe, nateje imbere ubushobozi bwo gukeka (hamwe nukuri kurwego rwo hejuru) ninde muhanzi wakoze igishushanyo, cyane cyane niba ari umuhanzi nyafurika.  Mu buzima bushya bwa AI bwo mu 2022, narahumekewe nibwira ko bizaba bishimishije kureba niba nshobora gutoza mudasobwa kugera kubintu bimwe, nuko ntangira umushinga muto.  Mugihe nakoraga, nahise mbona ko hari ibibazo bikomeye. Ibibazo bikikije inyandiko, kumenyekanisha no gusangira ubumenyi bwubuhanzi nyafurika. Kurugero, hari ba shebuja bakera bo muri Afrika bafite amashusho atoroshye kubona kumurongo. Ugomba kujya mubitabo byubuhanzi bishaje cyangwa ibyegeranyo byawe kugirango ubibone. Nahangayikishijwe nuko isi igenda yimibare yuzuye, imirimo myinshi irashobora gutakara mumateka.  Guhura niyi mbogamizi byatumye mfata icyemezo cyo kumenyekanisha umushinga no kuwugeza kububiko bwa digitale no gusangira ubumenyi kubuhanzi nabahanzi bo muri Afrika.  Yibanze ku buhanzi bwa Afurika kuko nari nzi ko   uzabikora, ariko byagombaga gukorwa, bityo bigomba gutangirira kuri njye. ntawundi  Uburyo ikora  Gukoresha urubuga biroroshye.  Urashiraho ifoto yo gushushanya cyangwa ugahitamo imwe mumashusho y'icyitegererezo aboneka.   Ihuriro ritunganya ishusho, rikerekana abahanzi bafite ibihangano byubuhanzi bisa cyane nibikorwa byashyizwe ahagaragara, bigatanga   kuri buri muhanzi ukurikije uko ifoto yoherejwe isa nubuhanzi bwabo kandi igahitamo umuhanzi ufite amanota menshi yicyizere. amanota yicyizere  Amakuru yerekeye umuhanzi noneho yerekanwa muburyo bukurikira.   Amanota yicyizere aratangazwa kugirango akwereke uko byaje muri ubwo buhanuzi no kukwemerera guhitamo uko ushaka gukoresha ibisubizo byatanzwe.  Hariho kandi igice cyo gutanga ibitekerezo (igikumwe hejuru cyangwa hepfo) kugirango ubashe gutanga umusanzu mumushinga no gufasha kunoza icyitegererezo.  Nibisobanuro byoroshye byukuntu urubuga rukora. Hasi namakuru menshi (hamwe na jargon ntoya ya tekinike ishoboka) kuburyo yubatswe.  Gutegura Ikoranabuhanga / Amakuru  Gukusanya amakuru no kuyatunganya  Ntabwo wari umushinga wanjye wa mbere ML kuburyo nari nzi ko umutobe ugiye kuba mumibare y'amahugurwa. Nabwirijwe gushakisha no gutegura amakuru ahagije yo murwego rwo hejuru kugirango mbone ibisubizo byiza. Ibyo byagaragaye ko bigoye kuruta uko nabitekerezaga.  Natangiye gukusanya no gutondekanya ibyiciro byamahugurwa ariko nahise mbona ko bizatwara igihe kinini nuko mbona mushiki wanjye nabimenyereza umwuga wo gukorana nanjye amezi runaka. (Bahembwaga akazi kabo)  Intambwe ikurikiraho yari ugusukura no gutunganya amakuru.  Kuraho duplicates no guhuza amakuru  Kugenzura niba amakuru yanditse neza  Kugenzura niba buri muhanzi yari afite amakuru angana hafi yamakuru yo guhugura kugirango yirinde kubogama mubyitegererezo kubera ubusumbane bwamasomo.  Kugenzura niba amakuru yamahugurwa kuri buri muhanzi yarimo itandukaniro rihagije ryuburyo bwabo butandukanye bwo gushushanya hamwe nuburyo bwo kwirinda kugirango   nuburyo runaka / uburyo buturutse kumuhanzi. bikwiranye  Kugenzura niba amafoto yamahugurwa yari afite amashusho mubice bitandukanye. Amafoto yamashusho mubidukikije bitandukanye, amafoto yibishushanyo hejuru, verisiyo yumukara numweru yerekana amashusho nibindi bitandukanye. Byafasha moderi gukora neza mubihe byinshi.  Byari akazi kenshi ariko kubona ubu burenganzira byatuma moderi ikora neza.  Igikorwa cyo gutegura amakuru kimaze kurangira, nagabanije amakuru mumakuru yo guhugura no kugerageza amakuru (kugenzura) kugirango byoroshye gukoresha no kugenzura neza.   Kubaka / Guhugura Abanyamideli  Iyo ntekereje kuri moderi, nagize amahitamo abiri.  Wubake kumugaragaro-isoko-fatizo yerekana cyangwa wishingikirize kuri Cloud-moderi yihariye urugero nka AutoML ya GCP.  Nagerageje uburyo bwombi, ariko kubera ko umushinga wagombaga kuba ikimenyetso cyigitekerezo, gucunga ibiciro nicyo kintu kinini natekereje.  Amaherezo naje kwiyemeza gukoresha isoko-ifungura isoko-fatizo,   Nubuntu gukoresha, Nibyiza kumenya ibiranga amakuru, ntibisaba compte nyinshi kugirango ikore, itanga guhinduka mugutanga kandi nari narigeze kubikoresha kera.  EfficientNet.  Nabonye ishyirwa mubikorwa rya Tensorflow ya EfficientNet nkoresha ibyo nkumugongo wicyitegererezo. Cyari gifite inkunga kuri Keras kuburyo nacyo cyafashaga gucunga ibintu bigoye.  Byakoraga bihagije kuburyo nashoboraga gutoza verisiyo yikizamini kuri Macbook M1 Pro hamwe na 16GB ya RAM (nagombaga guhangana na mudasobwa yanjye igendanwa rimwe na rimwe nkonja nubwo).  Munsi ya hood, icyitegererezo gitunganya amafoto kugirango hamenyekane ibintu byingenzi nka brush, gukubita amabara, ibihimbano nibindi, kandi bigahuza amakuru kugirango ibice byingenzi. Ikoresha aya makuru kugirango imenye isano iri hagati yifoto yatanzwe kandi yashushanyije.  Nagerageje kugihe   zitandukanye no guhagarara hakiri kare kugirango ndebe icyakoraga neza hanyuma mperuka kugera kubipimo bishimishije.  cyindangagaciro  Nakomeje kongeramo abahanzi benshi no kugerageza nindangagaciro zitandukanye kugirango mbone ikintu cyukuri gihagije cyo gutangiza.  Ishyirwa mu bikorwa rya nyuma ryarimo uburyo bubiri. Imwe muburyo bwo gushushanya kumenyekana, indi yo gushushanya hagati.  Nabonye ubufasha bwo gutunganya moderi kure kandi amaherezo ndayikoresha hamwe na API zipfunyika.  Igishushanyo & Gutezimbere Porogaramu  Ingero zimaze gutondekanya, ahasigaye urubuga rworoshe kubaka. Ishyirwa mu bikorwa rya nyuma ryasaga nkiri:     : Nubatse inyuma / API hamwe na Laravel kugirango nkemure logique no guhuza ibyifuzo kuri moderi nyirizina neza. Uru rupapuro rukora amashusho yose gutunganya, kubika, kwemeza, amakuru yumuhanzi, no gusaba triage ni ukuvuga kugenzura ibyifuzo byoherejwe kuri moderi. Ihuriro ryinyuma / API    : Imbere yubatswe hamwe na Reaction. Ntabwo rwose nkunda kwandika code-end-end kuburyo nabonye ubufasha mukubaka iki gice. Igenzura cyane cyane kwerekana amakuru nibisabwa byabakoresha byoherejwe inyuma. Imbere    Nakiriye porogaramu yose kuri Heroku (moderi zirimo). Nahisemo Heroku kuko byanyemereye kubona serivisi nyinshi zubatswe ninkunga ku giciro gishobora gucungwa. Nyuma y'amezi y'akazi yo gukusanya amakuru, guhugura icyitegererezo no kubaka urubuga rwibanze, sinifuzaga ko hagira undi murimo, nashakaga kujya live! Seriveri / Kwakira:  Inyandiko zanyuma  Imyitwarire  Natoje icyitegererezo gusa kumibare iboneka kumugaragaro.  Nkimara guteza imbere umushinga, nagenzuye kandi nabahanzi batandukanye kugirango ndebe niba hari ikibazo bafite kumushinga kandi sinigeze nsubiza inyuma. Ariko, niba umuhanzi wese nashizemo umushinga ashaka gukumirwa, nyamuneka umbwire. Nzahita mbikora.  Gahunda z'ejo hazaza  Ndabona imikoreshereze myinshi kuriyi muburezi, kuvumbura ibihangano, ubukerarugendo nubucuruzi. Hariho kandi ibintu bibiri natekereje; ububiko bwabahanzi, imikino yubuhanzi ishingiye kurubuga, ibyifuzo byabahanzi nibindi byinshi.  Gahunda yanjye ni ugukomeza kunoza umushinga no kwiga ibyo abahanzi, abafatanyabikorwa mu nganda n’abakunda ubuhanzi bifuza kubona ubutaha.  Nishimiye rwose ko natangiye uyu mushinga. Ku ruhande rumwe, byampaye amahirwe adasanzwe yo guhuza ibintu bibiri nkunda (ubuhanzi + tekinoloji), kurundi ruhande, byampamagaye bintera gutekereza guhanga mubibazo bitandukanye. Nanjye ndumva ngira uruhare runini mukuzamura no kubungabunga ibihangano bya Afrika, kandi numva ari byiza.    :  Ihuza ry'umushinga (beta) https://beta.womadethisartwork.com/    *: verisiyo ya beta igarukira kubahanzi 100 bo muri Afrika bafite gahunda yo gushyiramo vuba vuba. * Icyitonderwa    : Demo   https://www.linkedin.com/amakuru  Niba ukunda gusoma iyi ngingo ni ukubera ko nakoresheje tekinike yo kwandika yitwa 'kunyerera' kugirango nshimishe gusoma. Nubuhanga bukoreshwa nabanditsi benshi bakomeye kandi nabanditsi. Ubu buhanga nibindi byinshi byigishwa mumasomo yitwa   , kandi niyo masomo yonyine yo kwandika uzakenera. Igice cyiza nuko bifata iminsi 10 gusa kugirango urangire. Iminsi 10 yo kuba umwanditsi mwiza rwose. Sura   noneho kugirango utangire urugendo rwawe rwo kuba umwanditsi ukomeye. CopyThat CopyIyo

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