Jàng ci ay yoon yu néew
Jàng ci diir bu gàtt mooy nga jàng liggéey bu bees ci ay misaal yu néew, doo jàng ay junni-junni.
Résumé
Dafa am solo ndax dafay wane ni nit ñi di doxalee ba noppi may IA bu bees bi mu mëna ànd ci saasi te soxlawul ñu tàggataat ko ci anam wu seer.
Plongeur bu xóot
Jàngum masin bu yàgg bi dafay soxla ay done yu bari yuñ etikete, waaye jàngu bu tuuti dafay def lu baax ginaaw boo gisee misaal yu néew ci klaas bu nekk. Modèle làkk yu mag yi dañu siiwal jàngat ci contexte few-shot: dangay def ay misaali input-output yu néew ci prompt bi, model bi dafay jël motif bi ba noppi jëfandikoo ko ci input bu bees, lépp te doo yeesal poid yi. Tur wi mingi joge ci lim misaal yiñ wane, ñu koy faral di bind N-way K-shot (N classes, K misaal bu nekk). Zero-shot mooy amul misaal, benn-shot mooy benn, ak few-shot dafay tekki ñaar wala ay fukki-fukki. Loolu dafay dox ndax model bi jël na motif yu yaatu ci diiru tàggat yaram, kon misaal yu néew dañuy gëna fësal xam-xam bi fi nekk ngir jëfandikoo.
Gis-gis xarala
Ci biir-context yenn-shot jàng a ngi aju ci transformateur bi di jàng misaal yi ci prompt bi ak jëfandikoo bàyyi xel ci motif yu méngoo, amul benn coppite ci gradient wala coppite ci diisaay. misaal yi dañuy tënk xeetu token bi ci topp ngir dugal bu bees bi. Benn famiy bu wuute, pexe yu sukkandiko ci metric yu melni reso prototypical ak matching, lu moy loolu dafay jàng benn espace embedding booy méngale misaal bu bees ak moyenne bu misaal yu néew yi ci klaas bu nekk, nga tànn bi gëna jege. Ñari yoon yooyu yépp dañuy jëfandikoo jàng bu njëkk bi suko defee etiketu jafe-jafe yi dem fu sori.
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 jàng bu néew
Few-shot learning mingi nekk anam wi nit ñi di jëfandikoo ay model yu mag, kon frontiere bi daf koy gëna wóor: tànneef misaal bu gëna baax, komànd, ak seetlu suko defee ñu tànn ci saasi wane yi gëna am njariñ. Xaarandil lëkkaloo bu gëna seere ak seetlu ak palanteer yu gëna gudd yu méngoo ak misaal yu bari, boole ci gëstu ci li waral misaal yi di doxal ak formate di balanse bu baax. Lu model yi di gëna xarañ, bërëb bi am ci digganté zero-shot ak few-shot dafay wàññeeku ngir liggéey yu yomb, waaye few-shot dafay des am solo ci format yu yam yi ak ci boor yi.
Doxal ci àdduna dëgg
Xaajale biye jàppale kiliyaan yi ci kategori ginaaw bi ñu wane benn model ñett wala ñeenti misaal yuñ etikete ci kategori bu nekk ci laaj bi.
Jàngale chatbot benn formaa génne (lu melni JSON ak barab yu am tur) ci joxe ñaar wala ñetti misaali duggal-génn.
Xamme ab jafe-jafe defar bu bariwul luñu koy gis ci yenn misaal yuñ foto, jëfandikoo reso prototypique ci sistemu gis-gis.
Fexe tekki làkk wala xeetu tënk bu méngoo ak baatu màrk bi, boole ci ñaari misaali balaa ak ginaaw ci laaj bi.
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 Few-Shot Learning di jàppale ak fi pexe yu gëna yomba gëna baax.
Weyal di banneexu
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Gis bi ci topp
Toxal jàng
Laaj yi ñuy faral di laaj
Luy Jàng ci Few-Shot?
Jàng ci diir bu gàtt mooy nga jàng liggéey bu bees ci ay misaal yu néew, doo jàng ay junni-junni. Dafa am solo ndax dafay wane ni nit ñi di doxalee ba noppi may IA bu bees bi mu mëna ànd ci saasi te du soxla ñu tàggataat ko ci anam wu seer.
Ci liñu bind 'N-way K-shot', lan la K di wax?
K mooy limu misaal yiñ jox klaas bu nekk, N mooy limu klaas yi ('yoon yi').
Su benn modelu làkk bu yaatu defee ay njàngale yu néew ci biir contexte ci benn prompt, lan mooy dall ci diisaayam?
Jàng ci biir kontekst du def benn coppite ci gradient bi; misaal yi ci laaj bi dañuy tegtal model bi ci topp-token.
Lan mooy wuutale zero-shot ak few-shot?
Zero-shot dafay joxe tegtal rek te amul misaal, waaye few-shot dafay àndaale ak ay misaal yu néew.
Lan moo waral ay misaal yu néew mën nañu doy ngir model bu mag buñu tàggat bu njëkk ngir mëna def liggéey bu bees bu baax?
Xam-xam bu yaatu bu juge ci tàggat-yaram dafay tekki yenn njubluwaay yu bari yuy wane ban kàttan am nga jëfandikoo ko moo gën jàngale ci noonu rek.
Lan mooy leeral ab pexem metrik bu sukkandiko ci ay nataal yu néew yu melni ab reso prototypique?
Reseau prototype yi dañuy forme prototype (moyenne embedding) ci klaas bu nekk ba noppi ñuy xaaj point yu bees yi ci prototype bi gëna jege ci barab biñ jàng.