Incamake
Guhanura guhuza kuzenguruka icyitegererezo icyo aricyo cyose kugirango gisohoke cyangwa intera yizewe ikubiyemo igisubizo nyacyo hamwe nibishoboka byatoranijwe, nka 90%. Ihindura igitekerezo kimwe muburyo bwizewe hamwe nisezerano ryimibare.
Guhanura neza ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Moderi nyinshi iguha amanota yo guhanura cyangwa amanota ya softmax asa nkicyizere ariko akenshi sibyo. Guhanura guhuza bikosora ibi. Ufata icyitegererezo cyahuguwe, utange amanota y '' ibidasanzwe 'buri rugero rukoresha igipimo kidahuye (urugero, ikosa cyangwa imwe ukuyemo amahirwe yahanuwe), hanyuma ubare ayo manota kumurongo wafashwe. Kugirango uhanure ingingo nshya, ushizemo buri kirango amanota adahuye neza ntabwo arutwa hafi 90% kwijana ryamanota. Igisubizo ni ubuhanuzi bwashyizweho, birashoboka ibirango byinshi byo gutondekanya cyangwa intera yo gusubira inyuma. Umutwe wishingiwe ntagabanywa-mugihe: mugihe amakuru yawe ashobora guhanahana amakuru, igiteranyo gikubiyemo agaciro nyako ku gipimo cyatoranijwe, ntakibazo cyaba cyarakoreshejwe.
Ubushishozi
Amayeri yibanze ni uguhana wongeyeho na quantile. Hamwe n amanota ya kalibrasi, inzitizi ni igisenge cya (n + 1) (1-alpha) / n ingano yaya manota. Kuberako amanota mashya afite amahirwe menshi yo kugwa kumurongo uwariwo wose mumanota ya kalibrasi, amahirwe arenze urwego ni kuri alfa nyinshi. Izo mpaka ntizikeneye gutekereza kubijyanye nicyitegererezo cyangwa ikwirakwizwa ryamakuru, gusa ko ingingo zishobora guhinduka murutonde.
Kumenya guhanura
Guhanura guhuza kuzenguruka icyitegererezo icyo aricyo cyose kugirango gisohoke cyangwa intera yizewe ikubiyemo igisubizo nyacyo hamwe nibishoboka byatoranijwe, nka 90%. Ihindura igitekerezo kimwe muburyo bwizewe hamwe nisezerano ryimibare. Guhanura neza ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata ibyahanuwe nkuburyo bukora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha Guhuza Ibihe atezimbere imyubakire, amakuru, hamwe nibikorwa remezo bihitamo kwizerwa nigiciro. 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.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. 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
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. 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
Uruhu-lesion classifier isubiza set {melanoma, nevus} mugihe idashidikanywaho, bigatuma isuzuma rya dermatologue risubirwamo aho kuba ikirango kimwe kirenze icyizere.
Icyitegererezo cyibiciro byinzu gisohora $ 310k- $ 365k intera yemejwe ko ikubiyemo igiciro cyo kugurisha 90% yigihe cyo kuganira kubaguzi.
Sisitemu yo gusubiza ibibazo LLM ifata umukandida muto wibisubizo hamwe ningwate yo gukwirakwiza, yerekana ibice binini nkibibazo bikeneye gusubirwamo.
Umuyoboro wo gusuzuma ibiyobyabwenge-uburozi utanga intera yo guhanura kugirango abahanga mu bya shimi bamenye ibice bifite igereranyo ryagereranijwe ugereranije n’ibidashidikanywaho.
Uburyo bwo Gushyira mu bikorwa
Guhanura guhuza mubikorwa
Uruhu-lesion classifier isubiza set {melanoma, nevus} mugihe idashidikanywaho, bigatuma isuzuma rya dermatologue risubirwamo aho kuba ikirango kimwe kirenze icyizere.
Uruhu-lesion classifier rusubiza ibyashizweho {melanoma, nevus} mugihe bidashidikanywaho, bigasaba isuzuma rya dermatologue aho kuba ikirango kimwe kirenze icyizere Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Guhanura guhuza mubikorwa
Icyitegererezo cyibiciro byinzu gisohora $ 310k- $ 365k intera yemejwe ko ikubiyemo igiciro cyo kugurisha 90% yigihe cyo kuganira kubaguzi.
Icyitegererezo cyibiciro byinzu gisohora $ 310k- $ 365k intera yemerewe kubamo igiciro cyo kugurisha 90% yigihe cyumushyikirano wabaguzi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zumusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhanura guhuza mubikorwa
Sisitemu yo gusubiza ibibazo LLM ifata umukandida muto wibisubizo hamwe ningwate yo gukwirakwiza, yerekana ibice binini nkibibazo bikeneye gusubirwamo.
Sisitemu yo gusubiza ibibazo LLM ifata umukandida muto wibisubizo hamwe ningwate yo gukwirakwiza, kwerekana ibipapuro binini kuko imanza zikeneye isuzumwa ryabantu Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhanura guhuza mubikorwa
Umuyoboro wo gusuzuma ibiyobyabwenge-uburozi utanga intera yo guhanura kugirango abahanga mu bya shimi bamenye ibice bifite igereranyo ryagereranijwe ugereranije n’ibidashidikanywaho.
Umuyoboro wo gusuzuma ibiyobyabwenge-uburozi utanga intera yo guhanura kugirango abahanga mu bya shimi bamenye ibivanze bifite igereranya ryagereranijwe ugereranije n’ibidashidikanywaho Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo bikabije, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.