Incamake
Kugabanya ibipimo bigabanya amakuru kuva kumurongo (ibiranga) kugeza kuri bike mugihe ukomeza imiterere yingenzi. Irwanya 'umuvumo wuburinganire,' yihutisha moderi, kandi igufasha mubyukuri kwiyumvisha amakuru akomeye muri 2D cyangwa 3D.
Kugabanya ibipimo byicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Imibare nyayo ikunze kugira amajana cyangwa ibihumbi biranga: buri pigiseli mumashusho, ijambo ryose mumagambo, buri sensor kumashini. Muri ibyo bibanza biri hejuru cyane, ingingo zamakuru ziba nke kandi zitandukanijwe, gupima intera bigenda byizerwa, kandi moderi ikunda urusaku rwinshi. Uyu ni umuvumo wo gupima. Kugabanya ibipimo byerekana amakarita mubipimo bike cyane mugihe ubungabunga umubano usobanutse. PCA ibikora neza mugushakisha icyerekezo cyo gutandukana cyane. t-SNE na UMAP ntabwo ari umurongo kandi ni indashyikirwa muguhishura cluster yo kubona amashusho. Kugabanya ibipimo bikuraho ibintu birenze urugero cyangwa urusaku, bigabanya kwibuka no kubara, kandi bikunze kunoza icyerekezo cyo hasi cyerekana neza kuko hari ibimenyetso bike bidafite aho bihuriye no kubyitiranya.
Ubushishozi
PCA ikora mukubara covariance yibiranga no gushakisha eigenvectors, 'ibyingenzi nyamukuru,' iyo ngingo yerekeza kumyerekezo itandukanye. Urabika ibice bike byambere hamwe namakuru yumushinga kuri bo, ukuraho icyerekezo gito-cyerekezo ahanini ari urusaku. t-SNE na UMAP ahubwo icyitegererezo cyumubano wabaturanyi: bagerageza kugumana ingingo zegeranye murwego rwo hejuru hafi yikarita yo hasi. UMAP yubaka igishushanyo cyibintu byegeranye, bigatuma byihuta kuruta t-SNE kandi byiza mukubungabunga imiterere yagutse yisi.
Kumenya Kugabanya Ibipimo
Kugabanya ibipimo bigabanya amakuru kuva kumurongo (ibiranga) kugeza kuri bike mugihe ukomeza imiterere yingenzi. Irwanya 'umuvumo wuburinganire,' yihutisha moderi, kandi igufasha mubyukuri kwiyumvisha amakuru akomeye muri 2D cyangwa 3D. Kugabanya ibipimo byicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Dimensionality Kugabanuka 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 Dimensionality Reduction 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
Gutegura ijambo cyangwa interuro ushizwemo nurugero rwururimi muri 2D hamwe na UMAP kugirango urebe igitekerezo cyamatsinda yicyitegererezo hamwe
Gukuramo ibihumbi n'ibipimo bya gene-imvugo kuri buri murwayi mubice bike mbere yo guhuza ubwoko bwindwara
Kugabanya ibiranga ishusho mbere yo kubigaburira kurwego kugirango imyitozo yihute kandi idakunda gukabya
Kwiyumvisha imyitwarire yabakiriya mu bipimo amagana nka 2D ikwirakwiza umugambi wo kubona ibice bitandukanye byisoko
Uburyo bwo Gushyira mu bikorwa
Kugabanya ibipimo mubikorwa
Gutegura ijambo cyangwa interuro ushizwemo nurugero rwururimi muri 2D hamwe na UMAP kugirango urebe igitekerezo cyamatsinda yicyitegererezo hamwe.
Gutegura ijambo cyangwa interuro byashizwe kumurongo wururimi muri 2D hamwe na UMAP kugirango urebe icyerekezo amatsinda yicyitegererezo hamwe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kugabanya ibipimo mubikorwa
Gukuramo ibihumbi n'ibipimo bya gene-imvugo kuri buri murwayi mubice bike mbere yo guhuza ubwoko bwindwara.
Kugabanya ibihumbi n'ibipimo bya gene-imvugo kuri buri murwayi mubice bike mbere yo guhuza ubwoko bwindwara zitsinda Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byanduye, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kugabanya ibipimo mubikorwa
Kugabanya ibiranga ishusho mbere yo kubigaburira kurwego kugirango imyitozo yihute kandi idakunda gukabya.
Kugabanya ibiranga amashusho mbere yo kubigaburira mubyiciro kugirango imyitozo yihute kandi idakunze guhura namakipe asanzwe abona ibisubizo byiza mugihe basobanuye ibipimo byimbere imbere, bagakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Kugabanya ibipimo mubikorwa
Kwiyumvisha imyitwarire yabakiriya mu bipimo amagana nka 2D ikwirakwiza umugambi wo kubona ibice bitandukanye byisoko.
Kwiyumvisha imyitwarire yabakiriya mu bipimo amagana nkumugambi wa 2D ukwirakwiza kugirango ugaragaze ibice bitandukanye byamasoko 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 Kugabanya Dimensionality Kugabanuka bifasha nuburyo bworoshye bworoshye.
Inyandiko aho Kugabanya Dimensionality Kugabanuka bifasha nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.