Incamake
Kumanuka kabiri ni ibintu bitangaje kubona ko uko icyitegererezo kiba kinini, ikosa ryikizamini ryabanje kuba bibi hafi ya 'interpolation limit' ariko hanyuma rikarushaho kuba ryiza - ryanga gucuruza ibitabo bya kera. Nibyingenzi kuko bifasha gusobanura impamvu imiyoboro minini, irenze urugero itagabanije imiyoboro rusange aho kuba ikwiye.
Double Descent Phenomenon yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Ibarurishamibare rya kera ryigisha U-shusho yumurongo: nkuko urugero rwikigereranyo ruzamuka, ikosa ryikizamini rigwa, hasi, hanyuma rikazamuka nkicyitegererezo kirenze. Kumanuka kabiri, ukunzwe na Belkin, Hsu, Ma, na Mandal muri 2019 kandi wize ku gipimo na OpenAI, byerekana umurongo ufite umanuka wa kabiri. Ikosa ryikizamini rirenga neza kuri interpolation - aho icyitegererezo gifite ibipimo bihagije kugirango bihuze buri myitozo neza (ikosa rya zeru). Shyira kera ibyo mubutegetsi burenze urugero kandi ikosa ryikizamini ryongeye kugwa, akenshi munsi yumwanya mwiza. Ingaruka imwe igaragara mubunini bw'icyitegererezo, igihe cyo guhugura ('ibihe-byubwenge' kumanuka kabiri), n'ubunini bwa dataset. Iravugurura ubwoba bwakera ko 'ibipimo byinshi bisobanura gukabya.'
Ubushishozi
Kurwego rwa interpolation hari igisubizo kimwe gihuye neza namakuru, kandi gihatirwa guhuzagurika no murwego rwo hejuru, bityo rusange muri rusange. Mubutegetsi burenze urugero, ibisubizo bitagira ingano ibisubizo bya zeru birahari, kandi buhoro buhoro kumanuka kubogamye kubogamye kugana inzira yoroshye, yo hasi-isanzwe. Uku guhitamo kubintu bito-bigoye interpolator - ntabwo ibipimo bibarwa ubwabyo - nibyo bituma umanuka wa kabiri kumanuka wikosa.
Kumenya Kumanuka Kubiri
Kumanuka kabiri ni ibintu bitangaje kubona ko uko icyitegererezo kiba kinini, ikosa ryikizamini ryabanje kuba bibi hafi ya 'interpolation limit' ariko hanyuma rikarushaho kuba ryiza - ryanga gucuruza ibitabo bya kera. Nibyingenzi kuko bifasha gusobanura impamvu imiyoboro minini, irenze urugero itagabanije imiyoboro rusange aho kuba ikwiye. Double Descent Phenomenon yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Double Descent Phenomenon nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Double Descent Phenomenon 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
Gusobanura impamvu icyitegererezo cyururimi rwa miliyari 175-rusange rusanzwe rwiza kuruta urwego rwitondewe rwagati nubwo rufite ubushobozi bwinshi
Guhitamo kwitoza kera aho kwemeza kwemerwa byiyongera byigihe gito, kuberako ibihe-byikubye kabiri kumanuka bihanura gukira nyuma
Gupima icyerekezo cyerekanwe neza neza mugihe ibipimo bibara bihuye nubunini bwashizweho, hanyuma bikayobora byimbitse muburyo bukabije.
Kumenyesha ibyemezo-bingana ibyemezo muri AutoML kuburyo abimenyereza birinda interpolation yoroheje
Uburyo bwo Gushyira mu bikorwa
Kabiri Kumanuka Fenomenon mubikorwa
Gusobanura impamvu icyitegererezo cyururimi rwa miliyari 175-rusange rusanzwe rwiza kuruta urwego rwitondewe rwitondewe nubwo rufite ubushobozi bwinshi.
Gusobanura impamvu icyitegererezo cyururimi rwa miliyari 175-rusanzwe rusanzwe rwiza kuruta urwego rwitondewe rwitondewe nubwo rufite imbaraga nyinshi cyane Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kabiri Kumanuka Fenomenon mubikorwa
Guhitamo kwitoza kurenza aho igihombo cyo kwemeza gikomera byigihe gito, kuberako ibihe-byikubye kabiri byerekana ko bizakira nyuma.
Guhitamo kwitoza kurenza aho igihombo cyo kwemeza cyiyongera by'agateganyo, kubera ko ibihe byikubye kabiri byerekana ko nyuma yo gukira Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kabiri Kumanuka Fenomenon mubikorwa
Gupima icyerekezo cyerekana icyerekezo cyacyo cyaragabanutse neza mugihe ibipimo bibarwa bihuye nubunini bwashizweho, hanyuma bikayobora byimbitse muburyo bukabije.
Gupima icyerekezo cyerekanwe neza neza neza mugihe ibipimo bibarwa bihuye nubunini bwamahugurwa yashizweho, hanyuma ukabiyobora byimbitse muburyo bwo kurenza urugero Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kabiri Kumanuka Fenomenon mubikorwa
Kumenyesha ibyemezo-bingana ibyemezo muri AutoML kugirango abitoza birinde interpolation-yoroheje ya zone.
Kumenyesha ibyemezo-bingana ibyemezo muri AutoML kugirango abimenyereza birinde kwirinda interpolation-yoroheje ya zone Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana 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.
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 Double Descent Phenomenon ifasha kandi nuburyo bworoshye bworoshye.
Inyandiko aho Double Descent Phenomenon ifasha kandi nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.