Incamake
Ibikoresho byubuhanga nubukorikori bwo guhindura amakuru yibanze muburyo bwo gutanga amakuru (ibiranga) bifasha icyitegererezo kwiga. Mu mashini ya kera yiga ni imwe mumashanyarazi manini yukuri, kuruta guhitamo algorithm.
Imiterere yubuhanga yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Icyitegererezo gishobora gusa kwigira kubisubizo ubiha, kandi amakuru yibanze ni gake agera muburyo bwingirakamaro. Imiterere yubuhanga irabisubiramo: gukuramo umunsi-wicyumweru uhereye igihe cyagenwe, kubara ikigereranyo cyumukiriya waguze, kodegisi ibyiciro nkumubare, gupima agaciro kumurongo umwe, cyangwa guhuza inkingi mubipimo. Byakozwe neza, byerekana uburyo algorithm ikeneye, kuburyo bworoshye kuburyo bukomeye buranga akenshi butera icyitegererezo kijyanye namakuru yibanze. Irasaba kandi ubumenyi bwa domaine, kubera ko uzi ko, vuga, 'transaction kumunota' byerekana uburiganya nibyo bitera ikintu gikomeye. Ibyago bya kera ni ukumenyekanisha amakuru, kubwimpanuka kubaka ikintu kiva mumakuru ataboneka mugihe cyo guhanura, cyerekana amanota y'ibizamini ariko bikananirana mubikorwa. Kwiga byimbitse byikora bimwe muribi, ariko ibibazo byubatswe / imbonerahamwe biracyashingira cyane kuri byo.
Ubushishozi
Ubuhanga busanzwe burimo ibisanzwe cyangwa ibisanzwe (gupima umubare kuburyo nta kintu na kimwe cyiganje), kimwe-gishyushye cyangwa intego yo gushushanya ibyiciro bitandukanye, binning indangagaciro zikomeza, no gukora imikoranire cyangwa ibintu rusange. Indero ihambaye ikwiye guhinduka (nkibisobanuro bya scaler hamwe no gutandukana bisanzwe) gusa kumibare yamahugurwa, hanyuma ukayashyira mubikorwa no kwemeza ibizamini. Kubara kuri dataset yuzuye itanga amakuru kandi itanga ibisubizo birenze ibyiringiro bitazakomeza kubohereza.
Kumenyekanisha Ibiranga Ubwubatsi
Ibikoresho byubuhanga nubukorikori bwo guhindura amakuru yibanze muburyo bwo gutanga amakuru (ibiranga) bifasha icyitegererezo kwiga. Mu mashini ya kera yiga ni imwe mumashanyarazi manini yukuri, kuruta guhitamo algorithm. Imiterere yubuhanga yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Ubwubatsi bwa Feature 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 Feature Engineering yubaka icyitegererezo gikomeye cyambere, 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
Kumenya uburiganya: gukuramo ibintu nkibikorwa byinshyi, igihe cyo kugura ubushize, nintera iva ahantu hasanzwe.
Guteganya ibyifuzo: gukuramo umunsi-wicyumweru, ibendera ryibiruhuko, hamwe nimpuzandengo yikigereranyo cyo kugurisha mbisi.
Gutanga inguzanyo: guhindura amateka mabi mubipimo nkumwenda-winjiza numubare wubwishyu bwatinze.
Abakiriya churn: guteranya ibikorwa mubintu nka login buri kwezi niminsi kuva basezeranye bwa nyuma.
Uburyo bwo Gushyira mu bikorwa
Imiterere yubuhanga mubikorwa
Kumenya uburiganya: gukuramo ibintu nkibikorwa byinshyi, igihe cyo kugura ubushize, nintera iva ahantu hasanzwe.
Kugaragaza uburiganya: gukuramo ibintu nkibikorwa byinshuro, igihe cyo kugura ubushize, hamwe nintera iva ahantu hasanzwe Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Imiterere yubuhanga mubikorwa
Guteganya ibyifuzo: gukuramo umunsi-wicyumweru, ibendera ryibiruhuko, hamwe nimpuzandengo yikigereranyo cyo kugurisha mbisi.
Guteganya ibyifuzo: gukuramo umunsi-wicyumweru, ibendera ryibiruhuko, hamwe nimpuzandengo yikigereranyo cyigihe cyo kugurisha ibicuruzwa Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Imiterere yubuhanga mubikorwa
Gutanga inguzanyo: guhindura amateka mabi mubipimo nkumwenda-winjiza numubare wubwishyu bwatinze.
Gutanga inguzanyo: guhindura amateka mabi mubipimo nkumwenda-winjiza hamwe numubare wubwishyu bwatinze Amakipe ubusanzwe abona umusaruro ushimishije mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Imiterere yubuhanga mubikorwa
Abakiriya churn: guteranya ibikorwa mubintu nka login buri kwezi niminsi kuva basezeranye bwa nyuma.
Abakiriya churn: gukusanya ibikorwa mubintu nko kwinjira mukwezi niminsi kuva gusezerana kwa nyuma Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana 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 Feature Engineering ifasha nuburyo bworoshye bworoshye nibyiza.
Inyandiko aho Feature Engineering ifasha nuburyo bworoshye bworoshye nibyiza. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.