Incamake
Ingirabuzimafatizo ndende (LSTM) selile ni ubwoko bwihariye bwimikorere ya neural neteur yubatswe kugirango yibuke amakuru murwego rurerure. Bakemuye ikibazo cyo kuzimira-buhoro buhoro cyamugaye mbere ya RNN, bitanga imyaka icumi yiterambere mu mvugo, imvugo, no guhindura.
Ingirabuzimafatizo ngufi ndende yibuka yicaye murwego rwibanze rwa AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Yatangijwe na Sepp Hochreiter na Jurgen Schmidhuber mu 1997, selile LSTM ikomeza 'selile selile' ikora nkumukandara wa convoyeur yibuka unyuze murukurikirane. Amarembo atatu yize aragenzura: irembo ryibagirwa rihitamo icyo gusiba, irembo ryinjira rihitamo amakuru mashya yo kubika, naho irembo risohoka rihitamo icyo ryerekana nkibisohoka muri selire. Buri rembo rikoresha sigmoid (isohoka 0 kugeza 1) kugirango ikore nka switch yoroheje. Kuberako selile yimikorere ivugururwa cyane cyane mubyongeweho aho kugwiza inshuro nyinshi, gradients zirashobora gusubira inyuma mugihe kinini cyintambwe zitagabanutse kuri zeru, kureka LSTM ikiga kwishingikiriza kuntambwe amagana. Mbere y'abahindura, LSTMs yashimangiye Google Guhindura, kumenyekanisha imvugo, no kubyara inyandiko.
Ubushishozi
Gukuraho-buhoro buhoro gukosora biva muri selire ya reta yegereye umurongo: c_t = f_t * c_ {t-1} + i_t * g_t. Kwibagirwa irembo f_t (sigmoid) irashobora kuguma hafi ya 1, igakora 'guhora ikosa karuseli' kuburyo ibimenyetso byamakosa bikomeza gusubira inyuma-mugihe-kinini mugihe kirekire. Amarembo ubwayo ni mato mato (sigmoid yo gutambuka, tanh kubiciro byabakandida), bose bahuguwe hamwe na gradient descente. Irembo rireka umuyoboro wiga icyo ugomba kubika nicyo guta.
Kumenya igihe kirekire cyo kwibuka
Ingirabuzimafatizo ndende-ngufi (LSTM) ni ubwoko bwihariye bwurwego rusubirwamo rwimitsi rwubatswe rwubaka kwibuka amakuru murwego rurerure. Bakemuye ikibazo cyo kuzimira-buhoro buhoro cyamugaye mbere ya RNN, bitanga imyaka icumi yiterambere mu mvugo, imvugo, no guhindura. Ingirabuzimafatizo ndende-ngufi yibuka yicaye murwego rwibanze rwa AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Utugingo ngengabuzima twibutse igihe gito 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 Utugingo ngufi twibuke twibuka twubaka moderi zikomeye mbere, 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
Guhindura imashini isobanura hakiri kare Google Sobanura sisitemu yimitsi mbere yuko Transformers ifata.
Kumenyekanisha imvugo-mwandiko mu bafasha amajwi hamwe na software yerekana.
Guteganya indangagaciro zizaza mugihe gikurikiranye nkibisabwa ingufu, gusoma sensor, cyangwa ibiciro byimigabane.
Gukora inyandiko cyangwa umuziki ikimenyetso kimwe icyarimwe hamwe na autocompleting ikurikirana.
Uburyo bwo Gushyira mu bikorwa
Ingirabuzimafatizo ndende zo kwibuka mu ngirabuzimafatizo
Guhindura imashini isobanura hakiri kare Google Sobanura sisitemu yimitsi mbere yuko Transformers ifata.
Guhindura imashini isobanura hakiri kare Google Sobanura sisitemu yimitsi mbere yuko Transformers ifata Amakipe ubusanzwe ibona ibisubizo byiza mugihe isobanura ibipimo byimbere imbere, igakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi ikurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ingirabuzimafatizo ndende zo kwibuka mu ngirabuzimafatizo
Kumenyekanisha imvugo-mwandiko mu bafasha amajwi hamwe na software yerekana.
Kumenyekanisha imvugo-mwandiko mubafasha mu majwi hamwe na software yandika 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.
Ingirabuzimafatizo ndende zo kwibuka mu ngirabuzimafatizo
Guteganya indangagaciro zizaza mugihe gikurikiranye nkibisabwa ingufu, gusoma sensor, cyangwa ibiciro byimigabane.
Guteganya indangagaciro zizaza mugihe gikurikiranye nkibikenerwa ningufu, gusoma sensor, cyangwa ibiciro byimigabane Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Ingirabuzimafatizo ndende zo kwibuka mu ngirabuzimafatizo
Gukora inyandiko cyangwa umuziki ikimenyetso kimwe icyarimwe hamwe na autocompleting ikurikirana.
Gukora inyandiko cyangwa umuziki ikimenyetso kimwe icyarimwe hamwe na autocompleting ikurikirana Amakipe mubisanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
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 Utugingo ngufi twa Memory selile zifasha kandi nuburyo bworoshye bworoshye.
Inyandiko aho Utugingo ngufi twa Memory selile zifasha kandi nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.