Naive Bayes Ibyiciro
Naive Bayes nihuta, birashoboka ko byubatswe byubatswe kuri theorem ya Bayes yibwira ko buri kintu cyigenga ukurikije icyiciro.
Incamake
Naive Bayes nihuta, birashoboka ko byubatswe byubatswe kuri theorem ya Bayes yibwira ko buri kintu cyigenga ukurikije icyiciro. Nubwo icyo gitekerezo kidashoboka, gikora neza cyane kubikorwa byanditse nko gushungura spam.
Naive Bayes Classifiers yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Naive Bayes ihindura ibyiciro muburyo bwo kubara. Ukoresheje theorem ya Bayes, iragereranya amahirwe yicyiciro ukurikije ibyinjijwe, hanyuma igatora icyiciro hamwe n amanota menshi. Igice cya 'naive' ni ugutekereza ko ibintu byose byigenga byigenga ukurikije icyiciro, bityo birashobora kugwiza ibintu byihariye bishoboka aho kwerekana imikoranire yabo. Ibi bigabanya cyane amakuru no kubara bikenewe. Ibihinduka bisanzwe birimo Multinomial Naive Bayes (ijambo ribarwa mu nyandiko), Bernoulli Naive Bayes (ijambo rihari / ridahari), na Gaussian Naive Bayes (ibintu bikomeza bigereranywa no kugabana bisanzwe). Itoza mumurongo umwe hejuru yamakuru, ikenera guhuza bike, kandi ikora neza ibihumbi nibiranga neza, ibyo bikaba byarabaye urwego rwibanze rwo kumenya spam no gutondekanya inyandiko.
Ubushishozi
Kubyiciro c nibiranga x1..xn, ibara P (c) inshuro ibicuruzwa bya P (xi | c), hanyuma birasanzwe. Kuberako kugwiza ibintu byinshi bito bitera umubare wuzuye, gushyira mubikorwa amafaranga log-probabilité aho. Laplace (ongeraho-imwe) yoroshye irinda ijambo rimwe ritagaragara guhagarika ibicuruzwa byose. Ibishoboka P (xi | c) hamwe na P (c) ibanziriza kugereranywa no kubara byoroshye uhereye kumahugurwa, niyo mpamvu amahugurwa mubyukuri aringaniza inshuro.
Kumenya Naive Bayes Ibyiciro
Kugirango wubake byimbitse, fata Naive Bayes Classifiers nkicyitegererezo gikora, ntabwo ari ikintu kimwe. Sobanura ibyifuzwa, usobanure neza ibitekerezo, kandi utandukanye ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Naive Bayes Classifiers yubaka icyitegererezo gikomeye, hanyuma agashushanya 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 asangiye ibitekerezo akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga.
Amakipe asangiye ibitekerezo 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
Imeri ya spam iyungurura itanga amanota kumagambo arimo
Isesengura ryimyumvire yerekana ibicuruzwa bisubirwamo nkibintu byiza cyangwa bibi
Guhitamo amatike yingoboka cyangwa amakuru yamakuru mubyiciro
Kumenya ururimi hamwe ninyandiko zoroshye muburyo bwo gushakisha
Uburyo bwo Gushyira mu bikorwa
Naive Bayes Itondekanya mubikorwa
Imeri ya spam iyungurura itanga amanota kumagambo arimo.
Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Naive Bayes Itondekanya mubikorwa
Isesengura ryimyumvire yerekana ibicuruzwa bisubirwamo nkibintu byiza cyangwa bibi.
Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Naive Bayes Itondekanya mubikorwa
Guhitamo amatike yingoboka cyangwa amakuru yamakuru mubyiciro.
Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Naive Bayes Itondekanya mubikorwa
Kumenya ururimi hamwe ninyandiko zoroshye muburyo bwo gushakisha.
Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro 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.
Fata 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.
Fata nk'irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho.
Fata nk'irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Inyandiko aho Naive Bayes Classifiers ifasha kandi nuburyo bworoshye bworoshye.
Fata nk'irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza Ubushakashatsi
Check your understanding
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