Xiga xigaHagaha xiga
Shabakadaha Neural ee soo noqnoqda
Aasaaska
HAGAHA Farsamada
Shabakadaha soo noqnoqda ee laba jiho
Shabakad laba jiho ah oo soo noqnoqota waxay akhridaa isku xigxiga hore iyo gadaalba, marka boos kasta mateladiisu waxay ka soo qaadanaysaa macnaha hore iyo mustaqbalka.
Dhageyso hagahanAI-waa laga sheekeeyay · ~2 min
Boggaan2 daqiiqo akhri
Dulmar
Tani waa arrin sababtoo ah macnaha badanaa waxay ku xiran tahay waxa soo socda, ma aha oo kaliya wixii hore u yimid.
quusid qoto dheer
Waxaa soo jeediyay Schuster iyo Paliwal sanadkii 1997, labada jiho ee RNN waxa ay waddaa laba lakab oo soo noqnoqda oo kala duwan isla gelinta isku mid ah: mid waxa uu socodsiiyaa isku xigxiga bidix ilaa midig, kan kalena midig ilaa bidix. Dawladahooda qarsoon ayaa markaa la isku daraa, sida caadiga ah iyada oo la isku dhejinayo, si ay u sameeyaan matalaad mar kasta oo tallaabo ah oo qeexaysa macnaha guud ee ku xeeran. Tani waxay awood u leedahay hawlaha halka gelinta oo dhan la heli karo hal mar. Tusaale ahaan, in ereyga bangi lagu calaamadiyo sida hay'ad maaliyadeed oo ka soo horjeeda webiga jiinkiisa, tusaale ahaan waxa uu faa'iido u leeyahay in uu arko erayada labada dhinac. Labada jiho ee LSTMs iyo GRUs waxay noqdeen halbeeg loogu talagalay aqoonsiga hay'ad magaceed, qayb ka mid ah hadalka hadalka, aqoonsiga hadalka. Xaddidaadda muhiimka ah ayaa ah in shabakadu u baahan tahay isku xigxig dhammaystiran ka hor inta aan la soo saarin wax soo saarka, markaa looma isticmaali karo wakhtiga dhabta ah, qulqulka, ama saadaasha bidix-ilaa-midig ee curinta.
Dhaqangelinta Adduunka-dhabta ah
Aqoonsiga cidda magacaaban, halkaas oo erayada ku xeeran ee labada dhinac ay ka caawiyaan kala saarista calaamad qof, goob, ama urur
Calaamadaynta qayb ka mid ah hadalka oo kala saarta erayada sida 'lead' iyadoo la adeegsanayo ka hor iyo soo socda labadaba
Qaabaynta acoustic ee aqoonsiga hadalka qad la'aanta halkaas oo dhammaan odhaahda laga heli karo
Ku calaamadinta isku xigxiga borotiinka ama DNA-da ee bioinformatics, halkaas oo ujeeddooyinku ay ku xiran yihiin hadhaaga garabka
Mustaqbalka shabakadaha soo noqnoqda ee laba jiho
Qodobbada labada jiho waxay ku dhex nool yihiin codeeyayaasha casriga ah: Beddeleyaasha qaabka BERT waxay ku gaadhaan yool isku mid ah iyagoo leh feejignaan la daboolay halkii ay soo noqon lahaayeen, waxayna barbar socdaan si ka sii wanaagsan. RNN-yada laba jiho ah ayaa weli ah kuwo khuseeya dhuumaha khafiifka ah, maqalka iyo habka biosignal, iyo goobaha ay taxane buuxa yihiin oo gaaban oo lagu calaamadiyey. Filo isticmaalka joogtada ah ee hawlo dejineed oo gaar ah, dulqaad daahida u adkaysta, halka feejignaan ku salaysan labajiho-kodeerayaasha ay xukumaan fahamka luqadda ballaaran.
Ku dhaqangelinta
Maxay muhiim u tahay
- Qiimaha iyo miisaaniyada. Go'aamada qaab-dhismeedku waxay horseedaan waxqabadka iyo kharashka hawlgalka sannadaha.
- Go'aamo cad. Waxbarashada farsamada waxay ka caawisaa kooxaha inay doortaan xidhmo sax ah, ma aha oo kaliya kan ugu cusub.
- Xakamaynta tayada. Doorashooyinka injineernimada ee wanaagsan waxay yareeyaan shilalka la isku halleyn karo ee wax soo saarka.
Iska ilaali
- Hagaajinta hal bartilmaameed waxay qarin kartaa daciifnimada nidaamka ballaaran.
- Kaabayaasha dhaqaalaha iyo dayactirka inta badan waa la dhayalsadaa.
- Nabadgelyada iyo daldaloolada u fiirsashada ayaa kori kara marka nidaamyadu noqdaan kuwo aad u adag.
Tallaabooyinka xiga
- Qeex daahida, tayada, iyo bartilmaameedyada qiimaha ka hor inta aan la hirgelin.
- Benchmark marka la eego culeyska dhabta ah iyo xaaladaha xogta.
- La socodka qalabka khaladaadka, leexashada, iyo saamaynta isticmaalaha.
- U diyaari dib-u-noqoshada iyo dariiqyada jawaab-celinta dhacdada ka hor inta aanad miisaan.
Sii wad Sahaminta
Warqad bilaash ah
Hel warbixinta maalinlaha ah ee AI
Saddex sheeko oo la xaqiijiyay oo AI ah maalin kasta oo shaqo ah, oo lagu qoray Ingiriis fudud. Bilaash had iyo jeer, aan xayaysiis lahayn.
Hal iimayl maalin kasta oo shaqo ah. Ka bax hal gujin. Marna ma iibinno ama ma wadaagno ciwaankaaga.
Is tijaabi
Take the Bidirectional Recurrent Networks quiz
Fikrad degdeg ah oo ku saabsan jawaab kasta, iyo shahaado la wadaajin karo oo leh aqoonsi la xaqiijin karo markaad ka gudubto koorso.
Taageer waxbarashada AI bilaashka ah. AI Understanding waa 501(c)(3) aan faa'iido doon ahayn — xayaysiis la'aan, albaab lacag ah ma jiro, had iyo jeer. Samee deeq
Su'aalaha soo noqnoqda
Waa maxay shabakadaha soo noqnoqda ee laba jiho?
Shabakad laba jiho ah oo soo noqnoqota waxay akhridaa isku xigxiga hore iyo gadaalba, marka boos kasta mateladiisu waxay ka soo qaadanaysaa macnaha hore iyo mustaqbalka. Tani waa arrin sababtoo ah macnaha badanaa waxay ku xiran tahay waxa soo socda, ma aha oo kaliya wixii hore u yimid.
Waa maxay waxa RNN laba-geesoodka ah ka sameeya xargaha gelinta?
The guide describes two recurrent passes over the same input in opposite directions.
Sababta macnaha guud ee labada jihada ay ka caawin karto in la calaamadiyo erey sida “bank”?
The guide gives contextual disambiguation as a benefit of bidirectional representations.
Sidee laba xaaladood oo qarsoon oo jihada ah caadi ahaan loogu daro booska?
The guide says the directional states are typically concatenated before output.
Maxay RNN laba-jihe ah u noqon kartaa mid aan ku habboonayn abuurista qulqulka?
The guide notes the full input must be available before outputs using future context can be produced.
Waa maxay hal faa'iido oo ah calaamadeeynta taxanaha offline iyadoo la adeegsanayo laba-jihe?
Both passes provide context before and after the current position.
Sii wad waxbarashada
Tilmaamaha la xidhiidha
Tilmaamayaal badan ayaa loo doortay mawduucan