Njàngalem njàngale
Njàngalem curriculum dafay tàggat xeetu IA ci misaal ci yoon wi ñu ko soobe - yomb bu njëkk, jafe ginaaw - ludul joxe done ci yoon wu bari.
Résumé
It mirrors how schools teach: master arithmetic before calculus, and the model often learns faster and generalizes better.
Plongeur bu xóot
Yoshua Bengio ak ay naataangoom ñoo ko bind ci benn téere ci atum 2009, jàngu curriculum dafay yamale tàggat yaram suko defee xeetu nit ñi di gis misaal yu yomb te gëna néew luñu ci leer balaa yeneen yu gëna tar. Intuition bi mooy misaal yu yomb yu njëkk yi dañuy forme ay parametre yu njëkk yu baax ba noppi di yombal paysage perte bi, di jàppale optimiser bi mu moytu minima local yu bonn yi. 'Jafe-jafe' mën nañu ko màndargaale ak loxo (frase yu gàtt balaa yu gudd yi), ci heuristic (leer gi ci nataal bi, niveau bruit bi), wala ñu jàng ko ci saasi. Xeetu njàng mi bokk na ci njàngum bopp, fu model bi ci boppam di xayma misaal yi mu waajal, ak jegewaale yu bañ njàngale mi (hard-first) yuy jàppale yenn saa yi. Efe curriculum yi ñoo gëna am doole ci done yu néew wala optimisation bu metti; ak done yu bari ak optimisatër yu bees, njariñ yi mën nañu wàññeeku wala ñu ni mes.
Gis-gis xarala
Ci anam wu mekanik, njàngum curriculum dafay indiwaat poid wala di yamale séddaleb tàggat ci diir bi. Benn jëfandikoo bu ñuy gëna xam mooy jëfandikoo ab fonction ritm buy yokk ndànk-ndànk limu misaal yiñ mëna jëfandikoo, daale ko ci li gëna yomba dem ba ci li gëna tar, lu tàggat bi di gëna dem. Loolu dafay nuru benn xeetu wéyal: dangay njëkka optimiser objectif bu gëna nooy te yomb, ba noppi nga anneal ci objectif bu dëggu bi gëna tar. Jàng-sa-bopp dafay formalise lii ci yokk benn regularizer buy may model bi mu tànnee misaal yu néew (yomb) teel, ba noppi nangu yi gëna tar ndax threshold bi dafay féexal.
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 jàngu curriculum
Xalaat yi ci njàngale mi ñu ngi dellu ci tàggat yaram yu yaatu, fu komàndu done yi, jaxasoo bi, ak jël misaal ci jafe-jafe yi, dañuy indi jafe-jafe ci efficacité bi. Njàngale mu am doole ci feedback nit ak misaali xalaat dañuy gëna jëfandikoo njàngale yuñ jagleel — liggéey yu yomb balaa liggéey yu bari. Jafe-jafe bi otomatik, model-juged (bayyi benn model mu joxe misaal ngir beneen) ak curriculum dynamique buy méngoo ak diggu tàggat-yaram, ay wàll gëstu yu am solo lañu. Xaarandil lëkkaloo bu gëna dëgër ak segg kalite done ak defar done synthetik, fu ñuy defaree ay njàngale ci saa si ngir xool fu model bi dese doole.
Doxal ci àdduna dëgg
Sistem yiy xàmmee kàddu yuñ tàggat ci kàddu yu leer, yu yeex balaa audio bu bari xumbaay, aksan, wala audio bu gaaw ngir mëna dakkal njàng mu teel.
Royuwaayi tekki masin yi dañu njëkka joxe ñaari santaane yu gàtt te yomb, ginaaw ga ñu gëna gudd santaane yu gëna idiomatik.
Agent jàngale yuy dooleel jeu-playing yu tàmbali ci niveau yu yomb wala ay sous-objectif yu am formu balaa ñuy jàkkarloo ak jeu bu mat te bari ay neexal.
Math ak xalaat LLM fine-tuning biy waajal jafe-jafe yu benn jéego balaa chaine yu bari jéego ngir tabax xalaat bu wóor.
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 barab yi Curriculum Learning di jàppale ak barab yi gëna yomba jëfandikoo.
Weyal di banneexu
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Gis bi ci topp
Wéyal jàng ak fàtte musiba
Laaj yi ñuy faral di laaj
What is Curriculum Learning?
Njàngalem curriculum dafay tàggat xeetu IA ci misaal ci yoon wi ñu ko soobe - yomb bu njëkk, jafe ginaaw - ludul joxe done ci yoon wu bari. Dafay wane ni daara yi di jàngalee: xam arithmétique balaa calculus, te model bi dafay gëna gaaw ci jàng, gëna mëna generalise.
Lan mooy xalaat bu mag bi ci ginaaw njàngum njàngale mi?
Njàngale ci njàngale dafay tànnal misaal yi tàmbalee ci lu yomb ba ci lu jafe, di wane ni njàngale buñ yamale di jàngalee nit ñi.
Kan moo dugal kàddu 'njàngum njàngale' ci benn téere bu siiw ci 2009?
Bengio ak ay àndadooam dañu tëral njàngum njàngale ci njàngum masin ci seen téere 2009.
Ci njàngum bopp, kan mooy dogal ci misaal yi 'yomb' ngir teela tàggat?
Self-paced learning dafay tax model bi tànnee misaal yu néew perte (yomb) ba noppi nangu yi gëna tar ndax threshold bi dafay féexal.
Lan moo waral njàngum curriculum mën na jàppale njariñ li?
Tambali ci misaal yu yomb dafay nuru ab pexe wéyal, gëna xéewale mébet bu gëna neexa jëfandikoo balaa mébet bu dëggu bi gëna tar.
Kañ la njariñu njàngum njàngale mi gëna mag?
Efe curriculum yi ñoo gëna am doole ci done yu néew wala optimisation bu metti; ak done yu bari ak optimisatër yu dëgër, njariñ yi mën nañu wàññeeku.