Incamake
Igiti cyemezo gifata ubuhanuzi ubaza urukurikirane rworoshye yego / ntakibazo, nkibicapo. Ishyamba ridasanzwe rihuza amagana yibiti nkibi bikareka bagatora, bikaba byiza cyane kandi bikomeye.
Ibiti byicyemezo namashyamba asanzwe yicaye murwego rwibanze rwa AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Igiti cyemezo kigabanya amakuru intambwe ku yindi: kuri buri node itoranya ibiranga nimbibi zitandukanya neza ibisubizo, hanyuma amashami kugeza igeze kubihanura kumababi. Ibiti birakunzwe kuko byoroshye gusoma; urashobora gukurikirana neza impamvu icyemezo cyafashwe. Intege nke zabo zirakwiriye, aho igiti cyimbitse gifata mu mutwe urusaku kandi kigahanura nabi amakuru mashya. Amashyamba asanzwe akosora ibi mugutoza ibiti byinshi kubice bitunguranye byamakuru (tekinike yitwa bagging) hamwe nibice bidasanzwe biranga buri gice. Ibiti bikora amakosa atandukanye, bityo ugereranije amajwi yabo akuraho amakosa kugiti cye. Igisubizo nimwe mubintu byizewe, binganiza-algorithm ya data ya mbonerahamwe, ikoreshwa cyane mbere yo kugera kubwiga bwimbitse.
Ubushishozi
Buri gutandukana byatoranijwe kugirango bigaragaze 'ubuziranenge.' Gutondekanya ibiti bigabanya umwanda wa Gini cyangwa entropiya; ibiti byo gusubira inyuma bigabanya itandukaniro (ikosa rya kare). Amashyamba asanzwe yongeramo amasoko abiri yubushake: bootstrap sampling (buri giti kibona icyitegererezo cyashushanijwe hamwe nuwasimbuwe) hamwe no gutoranya ibintu bidasanzwe kuri buri gutandukana. Ibi bitandukanya ibiti kuburyo impuzandengo yabo igereranijwe ifite itandukaniro rito ugereranije nigiti kimwe, nta kuzamura kubogama cyane. Ingero ziva mu mufuka, zisigaye kuri buri giti cyibiti, zitanga igereranya ryemewe.
Kumenya ibiti byicyemezo namashyamba asanzwe
Igiti cyicyemezo gitanga ubuhanuzi mubaza urukurikirane rworoshye yego / ntakibazo, nkibicapo. Ishyamba ridasanzwe rihuza amagana yibi biti bikareka bagatora, bikaba byiza cyane kandi bikomeye. Ibiti byicyemezo namashyamba asanzwe yicaye murwego rwibanze rwa AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugira ngo usobanukirwe byimbitse, fata ibiti byicyemezo n’amashyamba asanzwe nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha Ibiti byicyemezo namashyamba asanzwe yubaka icyitegererezo gikomeye cyambere, hanyuma agashushanya izo ngero 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
Gutanga inguzanyo no kwemeza inguzanyo, aho banki ziha agaciro inzira isobanutse, igenzurwa.
Ibyago byubuvuzi guhanura ibendera ibintu byabarwayi byatumye basuzuma cyangwa bakanguka.
Abakiriya ba churn bahanura kuva kuri konte yimbonerahamwe hamwe namakuru yo gukoresha.
Ikiranga-akamaro isesengura kugirango uhindure ibintu bihinduka cyane muri dataset.
Uburyo bwo Gushyira mu bikorwa
Ibiti byo gufata ibyemezo n'amashyamba asanzwe mubikorwa
Gutanga inguzanyo no kwemeza inguzanyo, aho banki ziha agaciro inzira isobanutse, igenzurwa.
Gutanga inguzanyo no kwemeza inguzanyo, aho banki ziha agaciro inzira isobanutse, igenzurwa Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ibiti byo gufata ibyemezo n'amashyamba asanzwe mubikorwa
Ibyago byubuvuzi guhanura ibendera ibintu byabarwayi byatumye basuzuma cyangwa bakanguka.
Guhanura ibyago byubuvuzi byerekana ko ibendera ryibintu byabarwayi byatumye hasuzumwa cyangwa kumenyesha Amakipe mubisanzwe abona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byanduye, kandi bikurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ibiti byo gufata ibyemezo n'amashyamba asanzwe mubikorwa
Abakiriya ba churn bahanura kuva kuri konte yimbonerahamwe hamwe namakuru yo gukoresha.
Guhanura kw'abakiriya kuva kuri konte ya mbonerahamwe hamwe namakuru yo gukoresha 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.
Ibiti byo gufata ibyemezo n'amashyamba asanzwe mubikorwa
Ikiranga-akamaro isesengura kugirango uhindure ibintu bihinduka cyane muri dataset.
Isesengura-akamaro-kamaro kugirango uhindure ibintu bihinduka cyane muri dataset Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
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 Ibiti byicyemezo namashyamba asanzwe bifasha kandi nuburyo bworoshye bworoshye.
Inyandiko aho Ibiti byicyemezo namashyamba asanzwe bifasha kandi nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.