Incamake
Ingero zishingiye ku mbaraga (EBMs) ziga imikorere ya scalar 'ingufu' igenera indangagaciro nkeya kumibare yemewe hamwe nagaciro gakomeye kumibare idashoboka, isobanura ikwirakwizwa rishoboka utiriwe uhatira kuba byoroshye mubisanzwe. Ihindagurika rituma bahuza lens kubwinshi bwo kwiga imashini, kuva mubyiciro kugeza kuri moderi yibyara.
Ingero zishingiye ku mbaraga ni inyubako ya tekinike igira ingaruka ku bwiza bw'icyitegererezo, igiciro cy'ibikorwa remezo, ubukererwe, no kwizerwa ku gipimo.
Kwibira cyane
Icyitegererezo gishingiye ku mbaraga gisobanura ibishoboka binyuze mu gukwirakwiza Boltzmann (Gibbs): p (x) ihwanye na exp (-E (x)), aho E (x) ari imikorere y’ingufu yize, akenshi ni urusobe rw'imitsi. Imyitozo isunika imbaraga zamakuru yukuri kandi igatera imbaraga mubindi byose. Gufata nigikorwa cyo kugabana Z, igiteranyo cyangwa integuza ya exp (-E (x)) hejuru yinjiza zose zishoboka, ubusanzwe zidashobora kubara. EBMs rero zitozwa hamwe no kugereranya: gutandukanya itandukaniro, guhuza amanota, cyangwa kugereranya urusaku, no gutondekanya hakoreshejwe uburyo bwa MCMC nka dinamike ya Langevin ikurikiza ingufu za gradient. Ingero za kera zirimo imiyoboro ya Hopfield hamwe na Boltzmann Imashini zibujijwe; imirimo igezweho ihuza EBM na moderi yo gukwirakwiza, GAN, ndetse nibisanzwe byashyizwe mubikorwa bisobanurwa nkibikorwa byingufu.
Ubushishozi
Icyitegererezo gitanga ibishoboka p (x) = exp (-E (x)) / Z. Kuberako Z (ibisanzwe hejuru yinjiza zose) bidashoboka, ntushobora kubara bishoboka muburyo butaziguye. Ahubwo, amanota ahuye hamwe na Langevin ntangarugero ikoresha ko igipimo cya log p (x) kingana -gukwirakwiza E (x), Z rero ikamanuka. Imbaraga za Langevin noneho zitanga ingero zinyeganyeza x kumanuka mu mbaraga no kongeramo urusaku, ugenda werekeza ku mbaraga nkeya, bishoboka cyane.
Kumenya Ingero zishingiye ku Ingufu
Ingero zishingiye ku mbaraga (EBMs) ziga imikorere ya scalar 'ingufu' igenera indangagaciro nkeya kumibare yemewe hamwe nagaciro gakomeye kumibare idashoboka, isobanura ikwirakwizwa rishoboka utiriwe uhatira kuba byoroshye mubisanzwe. Ihindagurika rituma bahuza lens kubwinshi bwo kwiga imashini, kuva mubyiciro kugeza kuri moderi yibyara. Ingero zishingiye ku mbaraga ni inyubako ya tekinike igira ingaruka ku bwiza bw'icyitegererezo, igiciro cy'ibikorwa remezo, ubukererwe, no kwizerwa ku gipimo. Kugirango wubake byimbitse, fata Ingero zishingiye ku Ingufu nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha Ingufu zishingiye kubikorwa byerekana uburyo bwiza bwubaka, amakuru, nibikorwa remezo birwanya kwizerwa nigiciro. 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.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. 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
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. 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
Imiyoboro ya Hopfield ikora nkububiko bwibutsa bwibutsa uburyo bwabitswe kuva urusaku cyangwa igice cyinjiza mugutuza imbaraga nke
Imashini zibujijwe za Boltzmann zikoreshwa mumateka mugukorera hamwe gushungura no kwerekana imiyoboro yimbitse
Gusobanura gusobanura ibyiciro bisanzwe nkicyitegererezo gishingiye ku mbaraga (inzira ya JEM) kugirango tunonosore kalibrasi, imbaraga, hamwe no gukwirakwiza hanze
Guhanura byubatswe no kubuza kunyurwa, aho ibisubizo biboneka mugabanya imbaraga zize hejuru yimpinduka nyinshi zikorana (urugero, kugereranya cyangwa gushushanya)
Uburyo bwo Gushyira mu bikorwa
Ingero zishingiye ku mbaraga mubikorwa
Imiyoboro ya Hopfield ikora nkububiko bwibutsa bwibutsa uburyo bwabitswe kuva urusaku cyangwa igice cyinjiza mugutuza imbaraga nke.
Imiyoboro ya Hopfield ikora nkububiko bwibutsa bwibutsa uburyo bwabitswe kuva urusaku cyangwa igice cyinjira mugutura muri leta idafite ingufu nkeya Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbere, kandi bikurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingero zishingiye ku mbaraga mubikorwa
Imashini zibujijwe za Boltzmann zikoreshwa mumateka mugukorera hamwe gushungura no kwerekana imiyoboro yimbitse.
Imashini zibujijwe za Boltzmann zikoreshwa mumateka mugukorera hamwe gushungura no kwerekana imiyoboro yizera yimbitse Amakipe ubusanzwe abona umusaruro ushimishije mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingero zishingiye ku mbaraga mubikorwa
Kongera gusobanura ibyiciro bisanzwe nkicyitegererezo gishingiye ku mbaraga (uburyo bwa JEM) kugirango tunonosore kalibrasi, imbaraga, hamwe no kutamenyekanisha.
Gusobanura ibyiciro bisanzwe nkicyitegererezo gishingiye ku mbaraga (uburyo bwa JEM) kugirango tunonosore kalibrasi, imbaraga, hamwe no kugabura-kugabana Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ingero zishingiye ku mbaraga mubikorwa
Guhanura kwubaka no kubuza kunyurwa, aho ibisubizo biboneka mugabanye ingufu zize hejuru yimpinduka nyinshi zikorana (urugero, kugereranya cyangwa imiterere).
Guhanura byubatswe no kubuza kunyurwa, aho ibisubizo biboneka mugabanye ingufu zize hejuru yimpinduka nyinshi zikorana (urugero, kugereranya cyangwa kugereranya) Amakipe mubisanzwe abona ibisubizo byiza mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zumusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.