Incamake
Matrix yo kwitiranya ni imbonerahamwe yoroshye ivunagura ibyateganijwe muburyo bukwiye kandi butari bwo kuri buri cyiciro. Nibibaho bibisi biva hafi ya buri cyiciro cyibipimo bibarwa.
Urujijo Matrices yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Matrix yo kwitiranya ni gride igereranya ibirango byahanuwe nibirango nyabyo. Kubyiciro bibiri bifite selile enye: Ibyiza byukuri (byahanuwe neza nibyiza), Ibibi byukuri (byahanuwe neza), Ibinyoma (Ibibi byashyizwe ahagaragara nabi, 'Ubwoko bwa I ikosa'), hamwe nibibi (ibyiza byabuze, 'Ikosa ryubwoko bwa II'). Uhereye kuri iyi mibare ine ukuramo ubunyangamugayo ((TP + TN) / yose), ibisobanuro (TP / (TP + FP)), kwibutsa cyangwa kwiyumvisha ibintu (TP / (TP + FN)), umwihariko (TN / (TN + FP)), n'amanota F1 (bisobanura guhuza neza no kwibuka). Kubibazo bifite ibyiciro birenga bibiri, matrix iba N-by-N, aho diagonal ifite ubuhanuzi bukwiye kandi selile zitari diagonal zigaragaza neza ibyiciro bitiranya nabandi.
Ubushishozi
Imbaraga za matrix nuko irinda imiterere yamakosa numero imwe yukuri ihishe. Moderi ebyiri zifite 90% zisa neza zirashobora kugira ibipimo bitandukanye byibinyoma-bibi, bifite akamaro kanini mugihe isuzumwa rya kanseri ryabuze ritwara ibirenze gutabaza. Ku murongo w'ikoraniro akenshi ugereranya ibyiciro byukuri hamwe ninkingi zahanuwe (nubwo amasomero amwe ahindura ibi), burigihe rero reba ibirango bya axis mbere yo kubara neza nibuka kuva muri selile.
Kumenya Matricike Yitiranya
Matrix yo kwitiranya ni imbonerahamwe yoroshye ivunagura ibyateganijwe muburyo bukwiye kandi butari bwo kuri buri cyiciro. Nibipapuro bibisi biva hafi ya buri cyiciro cyo kubara kibarwa. Urujijo Matrices yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugira ngo wubake byimbitse, fata Matrices yo kwitiranya 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 Matrus Matrices 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
Gupima aho ishusho itondekanya kunanirwa no kubona ko ikunze kwitiranya ibihuru nimpyisi muri selile zitari diagonal
Kugenzura igikoresho cyo gusuzuma kwa muganga usuzuma ibibi - abarwayi bafite indwara icyitegererezo cyatangaje ko ari cyiza
Ugereranije imeri ibiri ya spam muyunguruzi isangiye ukuri ariko itandukanye muburyo imeri nyayo bahagarika nabi (positif positif)
Gusuzuma ibyiciro byinshi byandikishijwe intoki-byamenyekanye kugirango umenye ko 4s na 9s bikunze kwibeshya kuri mugenzi we
Uburyo bwo Gushyira mu bikorwa
Imibare yo kwitiranya imyitozo
Gupima aho ishusho itondekanya kunanirwa kubona ko ikunze kwitiranya ibihuru nimpyisi muri selile zitari diagonal.
Gupima aho ishusho itondekanya kunanirwa no kubona ko ikunze kwitiranya ibihuru nimpyisi muri selile zitari diagonal Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Imibare yo kwitiranya imyitozo
Kugenzura igikoresho cyo gusuzuma kwa muganga usuzuma ibibi - abarwayi bafite indwara icyitegererezo cyatangaje ko ari cyiza.
Kugenzura igikoresho cyo kwisuzumisha kwa muganga usuzuma ibibi - abarwayi bafite uburwayi icyitegererezo cyatangaje Amakipe afite ubuzima bwiza mubisanzwe babona umusaruro ushimishije mugihe basobanuye ibipimo ngenderwaho byimbere, bagakomeza inzira yo kuzamura abantu kubibazo byanduye, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Imibare yo kwitiranya imyitozo
Ugereranije imeri ibiri ya spam muyunguruzi isangiye ukuri ariko itandukanye muburyo bwa imeri nyayo bahagarika nabi (positif yibinyoma).
Ugereranije imeri ebyiri zoherejwe na spam zungurura zihuye neza ariko zitandukanye muburyo butandukanye imeri nyayo bahagarika nabi (positif positif) Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Imibare yo kwitiranya imyitozo
Gusuzuma ibyiciro byinshi byandikishijwe intoki-byamenyekanye kugirango umenye ko 4s na 9s bikunze kwibeshya kuri mugenzi we.
Gusuzuma ibyiciro byinshi byandikishijwe intoki-byamenyekanye kugirango umenye ko 4s na 9s bikunze kwibeshya kuri buriwese Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
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 Matrices Matrices ifasha nuburyo bworoshye bworoshye nibyiza.
Inyandiko aho Matrices Matrices ifasha nuburyo bworoshye bworoshye nibyiza. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.