Incamake
Kwiyongera kwamakuru kwagura muburyo bwamahugurwa yashizweho mugukora kopi zahinduwe zingero zihari - nko guhinduranya cyangwa guhinga amashusho. Nibyingenzi kuko amakuru menshi atandukanye agabanya gukwirakwira kandi agafasha moderi guhuza inyongeramusaruro batabonye.
Data Augmentation yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Kwiyongera kwamakuru bitanga ingero nshya zamahugurwa ukoresheje label-izigama impinduka kumakuru usanzwe ufite. Ku mashusho, bivuze kuzunguruka, guhindagura, guhinga, guhinduranya amabara, kuvanga, no kongera urusaku - impinduka zihindura pigiseli ariko ntabwo ari igisubizo cyukuri (injangwe ihindagurika iracyari injangwe). Kubyanditse, tekinike zirimo gusimbuza kimwe, guhindura-guhindura (guhindura urundi rurimi ninyuma), no gusiba ijambo gutunguranye cyangwa guhinduranya. Kubijyanye n'amajwi, urashobora kongeramo urusaku rwimbere, guhinduranya umwanya, cyangwa clips-igihe. Intego nukwigisha icyitegererezo kudahinduka bifite akamaro - ko ikiranga ikintu kidashingiye kumwanya wacyo, kumurika, cyangwa interuro. Ibi bituma moderi irushaho gukomera kandi ifite agaciro cyane mugihe yanditseho amakuru ari make, kuva buri rugero nyarwo ruba rwinshi. Imiyoboro igezweho ikunze guhitamo kwiyongera kuguruka muri buri gihe cyamahugurwa.
Ubushishozi
Augmentation ikora kuko itera ubumenyi bwambere kubyerekeye guhinduka muburyo butaziguye mumahugurwa: nukwerekana icyitegererezo verisiyo nyinshi zahinduwe zurugero rumwe, urashishikarizwa kwiga ibintu birengagiza itandukaniro ridafite akamaro. Icy'ingenzi, impinduka zigomba kubika ikirango - guhinduranya '6' muri '9' byigisha ibitari byo. Uburyo buteye imbere burenze ibyahinduwe byoroshye: Kuvanga bivanga amashusho abiri na labels zabo, Cutout masks uturere, hamwe na politiki yize nka AutoAugment gushakisha uburyo bwiza bwo guhindura ibintu kuri dataset.
Kumenya amakuru
Kwiyongera kwamakuru kwagura muburyo bwamahugurwa yashizweho mugukora kopi zahinduwe zingero zihari - nko guhinduranya cyangwa guhinga amashusho. Nibyingenzi kuko amakuru menshi atandukanye agabanya gukwirakwira kandi agafasha moderi guhuza inyongeramusaruro batabonye. Data Augmentation yicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Data Augmentation nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha Data Augmentation 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
Ishusho itondekanya ishusho itoza kumafoto atunguranye, asaruwe, hamwe namabara-amabara kugirango amenye ibintu atitaye kumpande cyangwa kumurika.
Itsinda rya NLP rikoresha ibisobanuro-byinyuma (Icyongereza kugeza Ikidage ninyuma) kugirango bisobanure interuro no kwagura amarangamutima-isesengura dataset.
Imvugo yerekana yongeramo urusaku rwa café kandi ihindura ikibanza kumajwi yafashwe kugirango igume neza mubihe byuzuye urusaku rwisi.
Ubuvuzi bwa AI bukoresha disformasiyo ya elastique kandi igahinduka kumurongo ntarengwa wa scan ya MRI kugirango ugwize ingero nke zanditseho nta barwayi bashya.
Uburyo bwo Gushyira mu bikorwa
Kwiyongera kwamakuru mubikorwa
Ishusho itondekanya ishusho itoza kumafoto atunguranye, asaruwe, hamwe namabara-amabara kugirango amenye ibintu atitaye kumpande cyangwa kumurika.
Ishusho itondekanya ishusho kumafoto azengurutswe, asaruwe, kandi yerekana amabara kugirango amenye ibintu atitaye ku mfuruka cyangwa kumurika Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Kwiyongera kwamakuru mubikorwa
Itsinda rya NLP rikoresha ibisobanuro-byinyuma (Icyongereza kugeza Ikidage ninyuma) kugirango bisobanure interuro no kwagura amarangamutima-isesengura dataset.
Itsinda rya NLP rikoresha ibisobanuro byinyuma (Icyongereza kugeza Ikidage ninyuma) kugirango bisobanure interuro no kwagura amarangamutima mato-isesengura dataset Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kwiyongera kwamakuru mubikorwa
Imvugo yerekana yongeramo urusaku rwa café kandi ihindura ikibanza kumajwi yafashwe kugirango igume neza mubihe byuzuye urusaku rwisi.
Uburyo bwo kuvuga bwongeramo urusaku rwa café kandi bigahindura ikibanza kumajwi byafashwe kugirango bigumane neza mubihe byuzuye urusaku rwisi-Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kwiyongera kwamakuru mubikorwa
Ubuvuzi bwa AI bukoresha disformasiyo ya elastique kandi igahinduka kumurongo ntarengwa wa scan ya MRI kugirango ugwize ingero nke zanditseho nta barwayi bashya.
Ubuvuzi AI bukoresha uburyo bwo guhindura ibintu kandi bigahinduka mugice gito cya scan ya MRI kugirango igwize ingero nke zanditseho nta barwayi bashya Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byanduye, kandi akurikirana inyungu zibyara umusaruro hamwe 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 Data Augmentation ifasha kandi nuburyo bworoshye bworoshye.
Inyandiko aho Data Augmentation ifasha kandi nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.