Ho ea ka serapa se fanoeng, ke joang marang-rang a li-convolutional neural a ka qobang ho kenella ka ho feteletseng ha ho ithuta ka mochine?
Context:Ho ithuta ka botebo, marang-rang a neural network (CNN) ke sehlopha sa marang-rang a maiketsetso a sebelisoang haholo ho sekaseka litšoantšo tsa pono. Li-CNN li sebelisa mokhoa oa lipalo o bitsoang convolution sebakeng sa ho atisa matrix ka kakaretso bonyane ho e 'ngoe ea likarolo tsa tsona. Li etselitsoe ka ho khetheha ho sebetsana le data ea pixel'me li sebelisoa ho tseba le ho sebetsana le litšoantšo. Li sebelisoa ho khetholla litšoantšo le livideo, ho fana ka litlhahiso, ho khetholla litšoantšo, ho arola litšoantšo, ho hlahloba litšoantšo tsa bongaka, ho sebetsana le puo ea tlhaho, li-interface tsa boko le k'homphieutha le letoto la lichelete.  Li-CNN li boetse li tsejoa e le Shift Invariant kapa Space Invariant Artificial Neural Networks (SIANN), e ipapisitse le boqapi bo arolelaneng ba li-convolution kernels kapa li-filters tse thellang haufi le likarolo tsa ho kenya le ho fana ka likarabo tse lekanang le phetolelo tse tsejoang e le limmapa tsa likarolo. Ho fapana le maikutlo a tloaelehileng, boholo ba marang-rang a li-convolutional neural ha a fetohe phetolelong, ka lebaka la ts'ebetso ea downsampling eo ba e sebelisang ho input.  Li-CNN ke liphetolelo tse hlophisitsoeng tsa li-perceptron tsa mekhahlelo e mengata. Hangata li-perceptron tsa mekhahlelo e mengata li hokahane ka ho feletseng, ke hore, neurone e 'ngoe le e 'ngoe e mokhahlelong o mong e hokahane le li-neuron tsohle tse mokhahlelong o latelang. "Ho hokahana ka ho feletseng" ha marang-rang ana ho etsa hore ho be bonolo hore boitsebiso bo kenelle ka ho feteletseng. Mekhoa e tloaelehileng ea ho tloaela maemo, kapa ho thibela ho fetela holimo, e kenyelletsa: ho otla mekhahlelo nakong ea koetliso (joalo ka ho senyeha ha boima ba'mele) kapa ho khaola khokahano (likhokahano tse tlositsoeng, ho oa, jj.) Ho hlahisa li-dataset tse matla ho boetse ho eketsa monyetla oa hore li-CNN li ithute melao-motheo e akaretsang e khethollang dataset e fanoeng ho e-na le ho kheloha ha sete e nang le baahi ba fokolang.
Convolutional Neural Network (CNN) e na le lera le hokahaneng ka ho feletseng leo ho lona neurone e 'ngoe le e 'ngoe e hokahaneng le neurone e 'ngoe le e 'ngoe e mokatong o latelang, mohaho ona o thusa ho qoba ho feta tekano