Incamake
Ibisambo bitwaje imbunda ninshi ni ikibazo cyicyemezo aho uhitamo inshuro nyinshi muburyo bwo kwishyura utazwi kandi ukiga uko ugenda, kuringaniza gushakisha uburyo bushya bwo kwirinda gukoresha ibyiza byabonetse. Iha imbaraga A / B ikizamini, ibyifuzo, hamwe no guhitamo kwamamaza kumurongo.
Ibigwi byinshi bitwaje intwaro ni tekinoroji yo kubaka tekinike igira ingaruka ku bwiza bw'icyitegererezo, igiciro cy'ibikorwa remezo, ubukererwe, no kwizerwa ku gipimo.
Kwibira cyane
Izina rituruka kumukino wumukino uhanganye nimashini nyinshi (amabandi yitwaje intwaro imwe), buriwese ufite intsinzi itazwi, ushaka ibihembo byinshi kubikurura byinshi. Impagarara hagati ni ugushakisha-gukoresha ibicuruzwa: komeza ukure ukuboko kugaragara neza, cyangwa utange amaboko atazwi kugirango wige byinshi. Imikorere ipimwa no kwicuza, gutandukanya gutandukanya ibihembo byawe no guhora utoranya ukuboko kwiza kwiza; algorithms nziza igera kwicuza ikura gusa logarithmically mumibare yizenguruka. Ingamba za kera zirimo umururumba wa epsilon (gukoresha, ariko ugashakisha utabishaka ufite amahirwe make), Upper Confidence Bound (hitamo ukuboko ufite igereranyo cyiza cyane), hamwe na Thompson (icyitegererezo uhereye kumyizerere yinyuma ya buri kuboko hanyuma ukine uwatsinze). Ibisambo bivugwamo byongera ibi ukoresheje ibiranga ibintu kugirango uhitemo.
Ubushishozi
UCB ikubiyemo 'ibyiringiro mugihe kidashidikanywaho': yongeramo bonus yicyizere, hafi yumuzi wa kare (2 ln t hejuru ya n_i), kubihembo byikiganza cya buri kiganza, aho t ni uruziga na n_i bihe ukuboko nagerageje. Ntibikunze gukururwa amaboko ubona bonus nini kandi irashakishwa; intwaro ziteganijwe neza zishingiye kubigereranyo byazo. Icyitegererezo cya Thompson ahubwo kigumana inyuma yinyuma ya Bayesian kuri buri kuboko kandi igashakisha ukurikije amahirwe buri kuboko kwiza.
Kumenya amabandi menshi
Ibisambo bitwaje imbunda ninshi ni ikibazo cyicyemezo aho uhitamo inshuro nyinshi muburyo bwo kwishyura utazwi kandi ukiga uko ugenda, kuringaniza gushakisha uburyo bushya bwo kwirinda gukoresha ibyiza byabonetse. Iha imbaraga A / B ikizamini, ibyifuzo, hamwe no guhitamo kwamamaza kumurongo. Ibigwi byinshi bitwaje intwaro ni tekinoroji yo kubaka tekinike igira ingaruka ku bwiza bw'icyitegererezo, igiciro cy'ibikorwa remezo, ubukererwe, no kwizerwa ku gipimo. Kugirango wubake byimbitse, fata Band-Armed Bandits 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 Multi-Armed Bandits 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
Urubuga rwamakuru rukoresha amabandi kugirango uhitemo umutwe wumutwe werekana, uhita uhindura traffic kuri verisiyo yinjiza cyane.
Urubuga rwamamaza kumurongo rutanga ibitekerezo kubiremwa hamwe na Thompson icyitegererezo kugirango ugabanye gukanda cyane mugihe ukigerageza iyamamaza rishya.
Igeragezwa ry’amavuriro rihuza abarwayi benshi kwivuza byerekana umusaruro ushimishije, bikagabanya guhura nintwaro nto.
Serivise ya serivise ihuza ibyifuzo bya buri mukoresha ufite amabandi asoma gusoma-amateka yibiranga.
Uburyo bwo Gushyira mu bikorwa
Ibisambo byinshi bitwaje intwaro mu myitozo
Urubuga rwamakuru rukoresha amabandi kugirango uhitemo umutwe wumutwe werekana, uhita uhindura traffic kuri verisiyo yinjiza cyane.
Urubuga rwamakuru rukoresha amabandi kugirango uhitemo umutwe wumutwe werekana kwerekana, uhindure byihuse traffic kuri verisiyo yinjiza cyane Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ibisambo byinshi bitwaje intwaro mu myitozo
Urubuga rwamamaza kumurongo rutanga ibitekerezo kubiremwa hamwe na Thompson icyitegererezo kugirango ugabanye gukanda cyane mugihe ukigerageza iyamamaza rishya.
Urubuga rwamamaza kumurongo rutanga ibitekerezo kubiremwa hamwe na Thompson icyitegererezo kugirango barusheho gukanda mugihe bagerageza kugerageza amatangazo mashya 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.
Ibisambo byinshi bitwaje intwaro mu myitozo
Igeragezwa ry’amavuriro rihuza abarwayi benshi kwivuza byerekana umusaruro ushimishije, bikagabanya guhura nintwaro nto.
Igeragezwa ry’amavuriro rihuza abarwayi benshi kwivuza bagaragaza umusaruro ushimishije, kugabanya guhura n’intwaro ntoya Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu zibyara umusaruro n’ikosa ryigihe.
Ibisambo byinshi bitwaje intwaro mu myitozo
Serivise ya serivise ihuza ibyifuzo bya buri mukoresha ufite amabandi asoma gusoma-amateka yibiranga.
Serivise itondekanya yerekana ibisobanuro kuri buri mukoresha ufite amabandi asoma gusoma-amateka yibiranga Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu 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.