Incamake
Imiyoboro ya Neural Network (CNNs) nuburyo bwububiko bwakazi bwo gusobanukirwa amashusho. Biga ibishushanyo biboneka mugushushanya akayunguruzo gato ku ishusho, niyo mpamvu baha imbaraga ibintu byose kuva gufungura mumaso kugeza kubisesengura ryubuvuzi.
Imiyoboro ihamye ya Neural Network yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
CNN itunganya ishusho mugushushanya gride ntoya yuburemere, bita filteri cyangwa intungamubiri, hejuru ya pigiseli. Buri muyunguruzi isikana icyitegererezo kimwe, nk'uruhande, ibara ry'ibara, cyangwa inguni. Ibice byambere byerekana ibintu byoroshye; ibice byimbitse ubihuza mumaso, ibiziga, cyangwa inyandiko. Kuberako akayunguruzo kamwe gakoreshwa kuri buri mwanya (kugabana ibiro), CNN ikenera ibipimo bike ugereranije numuyoboro wuzuye kandi irashobora kubona injangwe yaba igaragara hejuru-ibumoso cyangwa hepfo-iburyo. Ibidendezi bigabanya ishusho hagati yintambwe, bigatuma urusobe rwihuta kandi rwihanganira ibintu bito. Ibishushanyo mbonera nka LeNet, AlexNet (2012), na ResNet byatumye habaho iterambere ryimbitse, intsinzi ya ImageNet ya AlexNet yatumye ibihe bigezweho.
Ubushishozi
Igikorwa cyibanze ni ukwemeza: akayunguruzo (vuga ibiro 3x3) byuzuye hejuru ya patch ya pigiseli, buri buremere bugwizwa na pigiseli yacyo, kandi ibisubizo byegeranijwe mubisohoka numero imwe. Kunyerera muyungurura bitanga ikarita iranga. Ibitekerezo bibiri bituma ibi bikora neza: kugabana ibiro (akayunguruzo kongeye gukoreshwa ahantu hose) no guhuza kwaho (buri neuron ibona akarere gato). Gutondeka imyanzuro, kutagira umurongo nka ReLU, hamwe no guhuriza hamwe bituma urusobe rwubaka urwego rwibintu bigenda bigaragara.
Kumenya imiyoboro ihamye
Imiyoboro ya Neural Networks (CNNs) nuburyo bwububiko bwakazi bwo gusobanukirwa amashusho. Biga ibishushanyo biboneka mugushushanya akayunguruzo gato ku ishusho, niyo mpamvu baha imbaraga ibintu byose kuva gufungura mumaso kugeza kubisesengura ryubuvuzi. Imyitwarire ya Neural Networks yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Convolutional Neural Networks nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha Convolutional Neural Networks yubaka icyitegererezo gikomeye, hanyuma ushushanye izo moderi kubibuza umusaruro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Igihe kimwe, Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga.
Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Kumenya ibibyimba, kuvunika, hamwe na retinopathie diabete muri X-ray, CT scan, namafoto ya retina
Guha imbaraga kumenyekanisha isura yo gufungura terefone no gushushanya amafoto muri porogaramu nka Google Amafoto
Gusoma ibyapa byo kumuhanda, ibimenyetso byumuhanda, nabanyamaguru muri sisitemu yo kwiyumvisha imodoka
Mu buryo bwikora bwerekana ibicuruzwa bifite inenge kumurongo wo guteranya uruganda ukoresheje kamera
Uburyo bwo Gushyira mu bikorwa
Imiyoboro ihamye ya Neural Network mubikorwa
Kumenya ibibyimba, kuvunika, hamwe na retinopatie diabete muri X-ray, CT scan, namafoto ya retina.
Kumenya ibibyimba, kuvunika, hamwe na retinopatie diabete muri X-ray, CT scan, hamwe namafoto ya retina Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byanduye, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Imiyoboro ihamye ya Neural Network mubikorwa
Guha imbaraga kumenyekanisha isura yo gufungura terefone no gushushanya amafoto muri porogaramu nka Google Amafoto.
Imbaraga zo kumenyekanisha isura yo gufungura terefone no gushushanya amafoto muri porogaramu nka Google Amafoto Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Imiyoboro ihamye ya Neural Network mubikorwa
Gusoma ibyapa byo kumuhanda, ibimenyetso byumuhanda, nabanyamaguru muri sisitemu yo kwiyumvisha imodoka.
Gusoma ibyapa byo kumuhanda, ibimenyetso byumuhanda, hamwe nabanyamaguru muri sisitemu yo kwiyitaho yimodoka Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Imiyoboro ihamye ya Neural Network mubikorwa
Mu buryo bwikora bwerekana ibicuruzwa bifite inenge kumurongo wo guteranya uruganda ukoresheje kamera.
Mu buryo bwikora bwerekana ibicuruzwa bifite inenge kumurongo wo guteranya uruganda ukoresheje igenzura rya kamera Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare.
Ibipimo birashobora kugaragara bikomeye mugihe imikorere-yisi-itaringaniye.
Kwirengagiza ubuziranenge bwamakuru na gahunda yo gusuzuma akenshi bitanga ibisubizo byoroshye.
Igishushanyo mbonera
Tangira nururimi rusobanutse rwibisubizo ukeneye.
Tangira nururimi rusobanutse rwibisubizo ukeneye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Inyandiko aho Imiyoboro ya Neural Network ifasha kandi nuburyo bworoshye bworoshye.
Inyandiko aho Imiyoboro ya Neural Network ifasha kandi nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.