Incamake
Superposition nuburyo bwamayeri imiyoboro ikoresha kugirango ibike ibintu byinshi birenze ibyo bifite neuron, mugupakira ibintu mubyerekezo byuzuye. Polysemanticity nikimenyetso kigaragara: neuron kugiti cye isubiza ibintu byinshi bidafitanye isano icyarimwe, niyo mpamvu rwose imbere yimbere bigoye gusoma.
Ibirenze hamwe na Polysemanticity ni tekiniki yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Amakuru nyayo-yisi arimo ibintu byinshi bifite ireme kuruta urwego rufite ibipimo, bityo imiyoboro irabihagarika. Muri superposition, icyitegererezo cyerekana ibiranga nkicyerekezo hafi ya orthogonal icyerekezo mumwanya wo gukora aho kwitangira neuron imwe kuri buri kintu. Ibi birakora kuko ibintu byinshi ni bike (gake gikora icyarimwe), kubwibyo rimwe na rimwe kwivanga nigiciro cyemewe. Igisubizo ni neuron ya polysemantic: __AIU_PROTECTED_4 __ '' Ibikinisho by'ibikinisho bya superposition '(2022) byerekanaga neuron imwe irasa, tuvuge, isura y'injangwe, imbere yimodoka, hamwe nuburyo bumwe bwanditse. Icyangombwa, urusobe rushobora gukora ibarwa kuruta uko rufite neuron, ariko gusa iyo ibiranga ari bike bihagije kuburyo kugongana ari gake.
Ubushishozi
Geometriki, niba ugomba kubika n ibiranga m mubipimo bya n birenze m, ntushobora kubika byose orthogonal. Icyitegererezo kibatondekanya nka hafi-orthogonal vectors, ikemera kwivanga kworoheje. Moderi yimikino ikinisha geometrie yubatswe nka antipodal jambo na pentagons. Ubucucike nuburyo bushoboza: mugihe bike gusa biranga umuriro icyarimwe, ibyateganijwe biteganijwe biguma hasi, kubwibyo inyungu zo guhagararira ibintu byiyongereye biruta urusaku.
Kumenya Ibirenze hamwe na Polysemanticity
Ibirenzeho ni amayeri y'imiyoboro ikoresha kugirango ibike ibintu byinshi birenze ibyo bifite neuron, mugupakira ibintu mubyerekezo byuzuye. Polysemanticity nicyo kimenyetso kigaragara: neuron kugiti cye isubiza ibintu byinshi bidafitanye isano icyarimwe, niyo mpamvu rwose imbere yimbere bigoye gusoma. Ibirenze hamwe na Polysemanticity ni tekiniki yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Superposition na Polysemanticity nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Superposition na Polysemanticity atezimbere ubwubatsi, amakuru, hamwe 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
__AIU_PROTECTED_4 __ '2022' Ibikinisho by'ibikinisho bya superposition 'byerekana ibicuruzwa bigenzurwa uko ubuke bwiyongera
Vision neurons muri InceptionV1 isubiza ibintu byinshi bidafitanye isano, ikibazo cyambere cya polysemanticity
Gusobanura impamvu gusuzuma ururimi rumwe-moderi neuron itanga urujijo, ivanze ibisubizo kumutwe
Gutera imbaraga zidasanzwe za autoencoders, zibaho byumwihariko kubora ibikorwa birenze urugero bigasubira mubitekerezo bimwe
Uburyo bwo Gushyira mu bikorwa
Ibirenze hamwe na Polysemanticity mubikorwa
__AIU_PROTECTED_4 __ '2022' Ibikinisho by'ibikinisho bya superposition 'byerekana ibintu bipfunyika bipfunyika uko ubuke bwiyongera.
__AIU_PROTECTED_4 __ '2022' Ibikinisho by'Ibikinisho bya Superposition 'byerekana ibicuruzwa bipfunyitse bipakurura uko ubuke bwiyongera Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Ibirenze hamwe na Polysemanticity mubikorwa
Vision neurons muri InceptionV1 isubiza ibintu byinshi bidafitanye isano, ikibazo cyambere cya polysemanticity.
Icyerekezo cya neuron muri InceptionV1 isubiza ibintu byinshi bidafitanye isano, ikibazo cyambere cyamakipe menshi asanzwe abona ibisubizo byiza mugihe asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ibirenze hamwe na Polysemanticity mubikorwa
Gusobanura impamvu gusuzuma ururimi rumwe-moderi neuron itanga urujijo, ivanze ibisubizo kumutwe.
Gusobanura impamvu kugenzura ururimi rumwe-rwerekana neuron bitanga urujijo, ruvanze ku ngingo 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.
Ibirenze hamwe na Polysemanticity mubikorwa
Gutera imbaraga zidasanzwe za autoencoders, zibaho byumwihariko kubora ibikorwa birenze urugero bigasubira mubitekerezo bimwe.
Gutera imbaraga zidasanzwe za autoencoders, zibaho byumwihariko kugirango zangirika ibikorwa birenze urugero bigasubira mubitekerezo bimwe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro 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.