Neurex

Ivo Vondrak Apps

Mayelana nalolu hlelo lokusebenza

I-Neurex iwuhlelo lochwepheshe olususelwe kunethiwekhi ye-neural enezendlalelo eziningi. Isikhathi samanethiwekhi we-neural kanye nokuxhumanisa kunikeza umbono omusha wokuthola ulwazi oluthembekile lokusekelwa kwezinqumo kanye nokusetshenziswa kwalo okusebenziseka kalula. Amasistimu ochwepheshe bendabuko, asekelwe emithethweni kanye/noma asekelwe kuhlaka, ngokuvamile abhekana nezinselele ekwakheni isisekelo solwazi esithembekile. Amanethiwekhi e-Neural anganqoba lobu bunzima. Kuyenzeka udale isisekelo solwazi ngaphandle kochwepheshe, kusetshenziswa kuphela amaqoqo edatha achaza indawo exazululiwe, noma nochwepheshe ulwazi lwabo olungaqinisekiswa phakathi nenqubo yokufunda. Inqubo yokusetshenziswa kwesistimu yochwepheshe ingachazwa kanje:

1. Incazelo ye-Neural Network Topology: Lesi sinyathelo sibandakanya ukuchaza inani lamaqiniso okufakwayo nokuphumayo, kanye nokunquma inani lezendlalelo ezifihliwe.
2. Ukwakhiwa Kokokufaka Namaqiniso Okukhipha (Izibaluli): Iqiniso ngalinye lixhunywe neuron isendlalelo sokufaka noma sokuphumayo. Ububanzi bamanani esibaluli ngasinye bubuye buchazwe.
3. Incazelo Yesethi Yokuqeqesha: Amaphethini afakwa kusetshenziswa amanani eqiniso (isb., 0-100%) noma amanani asuka ebangeni elichazwe ezinyathelweni ezedlule.
4. Isigaba Sokufunda Senethiwekhi: Izisindo zokuxhuma (ama-synapses) phakathi kwama-neurons, amathambeka emisebenzi ye-sigmoid, kanye nama-threshold ama-neurons ahlanganiswa kusetshenziswa indlela ye-Back Propagation (BP). Izinketho ziyatholakala ukuze kuchazwe amapharamitha ale nqubo, njengezinga lokufunda kanye nenani lemijikelezo yokufunda. Lawa manani akha inkumbulo yesistimu yochwepheshe noma isisekelo solwazi. Imiphumela yenqubo yokufunda iboniswa kusetshenziswa iphutha elisho isikwele, futhi inkomba yephethini embi kakhulu kanye nephutha layo lephesenti liyaboniswa.
5. Ukubonisana/Ukuphazamisana Nohlelo: Kulesi sigaba, amanani amaqiniso okufakwayo achazwa, ngemva kwalokho amanani amaqiniso okukhiphayo atholwa ngokushesha.