Incamake
Offline gushimangira imyigire itoza abakozi gusa uhereye kuri dataset ihamye, yakusanyirijwe hamwe, nta mikoranire nzima n'ibidukikije. Nibyingenzi kuko mubuvuzi, robotike, hamwe nibyifuzo, gushakisha kubigeragezo no kwibeshya birahenze cyane, bitinda, cyangwa biteje akaga.
Kwiga Offline Reinforcement Kwiga nuburyo bwububiko bwa tekiniki bugira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Offline RL (nanone yitwa batch RL) yiga politiki uhereye kumurongo uhamye wubunararibonye - leta, ibikorwa, ibihembo, hamwe na leta zikurikira - utarigeze ukora ibikorwa bishya mubidukikije mugihe cy'amahugurwa. Ibi bifungura radiyo igenamigambi aho ubushakashatsi bwo kuri interineti butagira umutekano cyangwa buhenze, nko kwiga politiki yo kuvura uhereye ku mateka y’abarwayi cyangwa ubuhanga bwa robo buva mu makuru yinjiye. Gusobanura ingorane ni ugusaranganya guhinduranya hamwe n'ikosa rya extrapolation: uburyo busanzwe bushingiye ku gaciro burenze agaciro agaciro k'ibikorwa bitagabanijwe dataset itigeze igerageza, kandi nta bidukikije byo gukosora ayo makosa, politiki ikurikirana ibihembo bitari byo. Algorithms zigezweho zirwanya ibi mukuguma hafi yamakuru, ukoresheje igereranya ryagaciro (CQL), imbogamizi za politiki (BCQ, BEAR), cyangwa uburemere butagaragara (IQL).
Ubushishozi
Uburyo bwibanze bwo kunanirwa ni ugusuzugura ibikorwa bitagabanijwe: Q-imikorere yize igenera indangagaciro zo guhitamo ibikorwa bidahari kuri dataset, kandi bootstrapping ikwirakwiza aya makosa nta bitekerezo bifatika byo kubikosora. Kwiga Q-Kwiga (CQL) bikemura iki kibazo wongeyeho ibisanzwe bisunika Q-indangagaciro kubikorwa bitagaragara mugihe ukomeje ibikorwa-byamakuru hejuru, bigatanga imipaka iri munsi yagaciro nyako na politiki irinda amahitamo adashyigikiwe, arenze urugero.
Kwiga Offline Gushimangira Kwiga
Offline gushimangira imyigire itoza abakozi gusa uhereye kuri dataset ihamye, yakusanyirijwe hamwe, nta mikoranire nzima n'ibidukikije. Nibyingenzi kuko mubuvuzi, robotike, hamwe nibyifuzo, gushakisha kubigeragezo no kwibeshya birahenze cyane, bitinda, cyangwa biteje akaga. Kwiga Offline Reinforcement Kwiga nuburyo bwububiko bwa tekiniki bugira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Kwiga Offline Reinforcement Kwiga 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 Offline Reinforcement Kwiga 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
Kwiga politiki yo kuvura ivuye mumateka yubuzima bwa elegitoroniki
Imyitozo ya robo kuva datasets nini zinjiye zidafite ubushakashatsi bubi
Kunonosora ibyifuzo hamwe na sisitemu yo gutanga amasoko kuva kera
Kunoza politiki yigenga-yo gutwara ibinyabiziga bivuye mu makuru yakusanyijwe
Uburyo bwo Gushyira mu bikorwa
Offline Gushimangira Kwiga mubikorwa
Kwiga politiki yo kuvura ivuye mumateka yubuzima bwa elegitoroniki.
Kwiga politiki yubuvuzi ivuye mu mateka y’ubuzima bwa elegitoroniki Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byanduye, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Offline Gushimangira Kwiga mubikorwa
Imyitozo ya robo kuva datasets nini zinjiye zidafite ubushakashatsi bubi.
Amahugurwa ya robo avuye mumibare minini yanditswemo idafite ubushakashatsi bwimbitse Amakipe akunze kubona ibisubizo byiza mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Offline Gushimangira Kwiga mubikorwa
Kunonosora ibyifuzo hamwe na sisitemu yo gutanga amasoko kuva kera.
Kunonosora ibyifuzo hamwe na sisitemu yo gutanga amasoko uhereye kumyandikire yimikoranire yashize Amakipe akunze kubona umusaruro mwiza mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Offline Gushimangira Kwiga mubikorwa
Kunoza politiki yigenga-yo gutwara ibinyabiziga bivuye mu makuru yakusanyijwe.
Kunoza politiki yigenga-yo gutwara ibinyabiziga bivuye mu makuru yakusanyirijwe hamwe 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.
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.