Yokkateg done
Done augmentation dafay yaatal tàggat yaram ci defar ay kopi yuñ soppali ci misaal yi fi nekk - lu melni flipping wala dagg nataal.
Résumé
It matters because more varied data reduces overfitting and helps models generalize to inputs they have not seen.
Plongeur bu xóot
Yokkateg done dafay defar misaali tàggat yu bees ci jëfandikoo coppite yuy baña yàq etiket ci done yi nga jota am. Ci wàllu nataal, loolu dafay tekki wëlbatiku, flips, dagg, coppite melo, blurring, ak yokk bruit - coppite yuy soppi pixels waaye du tontu bu dëggu (muus flipped muus la). Ci wàllu mbind, pexe yi bokkuna ci wecci sinonim, tekki ci ginaaw (tekki ci beneen làkk ak dellu), ak efaase wala weccoo baat ci anam wu mujjee. Ngir audio, mën nga yokk bruit ci ginaaw, ton buy soppi ton, wala clip yuy yàgg. Luñu bëgga mooy jàngal model bi invariance yi am solo — ni dàntite objet bi ajuwul ci position bimu nekk, leeraay bi, wala phrase bi. Loolu dafay tax model yi gëna am doole, rawatina sudee done yiñ etikete bariwul, ndax misaal bu nekk dafay nekk lu bari. Tuyo yi leegi dañuy faral di yokk ay yokkute ci saa si ci jamonoy tàggat yaram bu nekk.
Gis-gis xarala
Augmentation dafay dox ndax dafay dugal xam-xam bi njëkk ci invariance yi ci tàggat bi: soo wane model bi ay version yu bari yuñ soppi ci benn misaal, yaa ngi koy ñaax mu jàng man-man yu baña bàyyi xel ci coppite yu amul njariñ. Li gëna am solo mooy coppite yi dañu wara baña yàq etiket bi - nga soppi '6' ci '9' dina jàngal lu jaarul yoon. Pexe yu xarañ yi weesuna coppite yu yomb: Mixup dafay jaxase ñaari nataal ak seeni etiketu, Dagg masku gox yi, ak politik yuñ jàngee lu melni AutoAugment seetlu coppite yi gëna baax ci benn done buñ jox.
njeextalu pexe
dogal yu gëna leer
Daf lay jàppale nga tàqale kàddu yu leer ci wàllu xarala ak làkku fësal njaay.
Njëgg ak budget
Mën nga laaj laaj yu gëna baax ci samp gi balaa ngay dugal xaalis wala sa jotu liggéey.
Ekip ak def liggéey
Ekip yi bokk xam-xam ñoo gëna mëna jël yenn dogal ci wàllu produit, politik ak jàng.
Ëlëgu yokk done
Frontier bi mooy yokk luy jur ak jàng: jëfandikoo ay model diffusion wala GANs ngir synthesize ay misaali tàggat yu bees, yu dëggu, du soppi yu yàgg yi. Seetug yokkute otomatik (AutoAugment, RandAugment) mingi wàññi tuning manuel, te yokkute leegi nekk na lu am solo ci jàng bu ñuy saytu seen bopp, fu model yi di jàngee ci xam ni ñaari gis-gis yu yokk ci benn dugal dañu wara méngoo. Xaarandil yokkute ngir wéy di dindi lignée bi ak defar ay done synthetik, rawatina ci klaas yu bariwul ak domen yu xarañ ci wàllu kumpa, fu dajale ay done dëgg lu jafe la.
Doxal ci àdduna dëgg
Benn classifier nataal dafay tàggat ci nataal yuñ wëlbatiku, dagg, ak melo jittered ci anam wu mu mëna xàmmee mbir yi, angle bi wala leeraay bi du ci dara.
Benn ekipu NLP dafay jëfandikoo tekkikatu ginaaw (Àngle ci Allemand ak ginaaw) ngir tekki frase yi ba noppi yaatal benn done bu ndaw buy jàngat yëg-yëg.
Modèlu kàddu dafay yokk bruit café ci ginaaw ba noppi soppi ton ci enregistrement yi suko defee mu nekk bu dëggu ci anam yu bari bruit ci àdduna bi.
Benn IA medikaal dafay jëfandikoo ay deformation elastik ak ay flips ci ay scanner MRI yu néew ngir yokk misaal yu bari te amul malaad yu bees.
Risk yi ak balustrade yi
Ekip yu bari mën nañu jëfandikoo benn baat ci anam wu wuute, kon teela leeral yaatuwaayam.
Benchmark yi mën nañu nuru lu am doole waaye performance yi ci àdduna bi duñu tolloo.
Bëgg kalite done ak palaŋu jàngat dafay faral di jur njariñ yu yomba dagg.
Roadmap ngir samp gi
Tàmbaleel ci joxe leeral ci làkk wu leer ci njariñ li nga soxla.
Tannal benn metric bu baax ak benn anam bu baaxul balaa ngay saytu.
Doxal ab pilote bu ndaw ak ay done yu representatif, du ab demo bu leer.
Bindal fi Data Augmentation di jàppale ak fi pexe yu gëna yomba gëna baax.
Weyal di banneexu
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Gis bi ci topp
IA & Done
Laaj yi ñuy faral di laaj
What is Data Augmentation?
Done augmentation dafay yaatal tàggat yaram ci defar ay kopi yuñ soppali ci misaal yi fi nekk - lu melni flipping wala dagg nataal. Dafa am solo ndax done yu bari te wuute dañuy wàññi overfitting ba noppi jàppale model yi ñu yamale ay done yuñ gisul.
Lan mooy jubluwaay bu njëkk ci yokk done?
Augmentation dafay defar ay kopi yu bari, yuñ soppali ci done yi fi nekk ngir wàññi overfitting bi ba noppi jàppale model bi mu mëna jëfandikoo ay dugal yuñu gisul.
Ci yii, ban ci ñoom mooy pexem yokk nataal biñ gëna xam?
Flip, dagg, wëlbati, ak soppi melo yi dañuy yokk nataal buñ miin buy soppi pixel yi te baña yàq etiket bi.
Lan mooy tekki làkk ci yokk mbind?
Tekki làkk wiñ delloo dafay jaar ci beneen làkk, ba noppi ñu delloo ko ci beneen làkk, loolu mooy tax ñu soppi kàddu yi te baña yàq li ñuy tekki.
Lan moo tax augmentation yi wara nekk 'etiketu baña yàq'?
Coppite warul soppi tontu bu dëggu bi — soo soppi '6' ci '9', ci misaal, dafay juum ci etiketu misaal bi.
Lu pexem Mixup di def?
Mixup dafay sos misaal yu bees ci boole ñaari dugal ak seeni etiket, di ñaax nit ñi ñu jël matuwaay yu gëna yomba.