Dhammaan ereyada

Barashada Tusaalooyin Yar (Few-shot Learning)

Siinta moodel awood uu ku qabto hawl isagoo leh dhawr tusaale oo keliya — badanaa lagu daro prompt-ka LLM-yada.

Moodellada Luqadda Waaweyn2 daqiiqo akhris

Qeexid

Barashada tusaalooyinka yar micnaheedu waa la-qabsiga hawl iyada oo lagu isticmaalayo tiro yar oo tusaalooyin la calaamadeeyay. Marka LLM-yada la isticmaalayo, tusaalooyinkaas badanaa waxaa lagu daraa prompt-ka (in-context learning) iyada oo aan miisaamayaasha (weights) la beddelin.

Barashada tusaalooyinka yar ee ML-da caadiga ah waxa laga yaabaa inay sidoo kale sameyso fine-tuning ama isticmaalayso metric learning oo ku salaysan dataset-yo aad u yar.

Si fudud

Waa sida aad shaqaale cusub tusi lahayd saddex ticket oo la dhammeeyay oo ku tidhaahdo "sida kuwan u samee" — waxay ka gudbaan qaabka guud isagoon buuxinayn koorso dhamaystiran oo tababar ah.

Halka aad ka aragto

  • Prompt-gelinta LLM iyada oo lagu daray 3 lammaane oo turjumaad Soomaali→Ingiriisi ah.
  • Kala saarida ujeeddooyinka taageerada iyadoo la eegayo dhawr fariin oo la calaamadeeyay in-context.

Sida ay u shaqeyso

  1. 1.Dooro tusaalooyinka

    Tusaalooyin kala duwan oo cad oo muujinaya hawsha.

  2. 2.Qaabee prompt-ka

    Tus qaababka input→output, kadibna weydiinta dhabta ah.

  3. 3.Soo saar

    Moodelku wuxuu sii wataa qaabka la muujiyay.

Maxay muhiim u tahay

  • Prompt-gelinta tusaalooyinka yar waxay furtaa hawlo cusub iyada oo aan la ururinayn kumanaan calaamado.

Inta badan la khaldo

  • Few-shot had iyo jeer way ka fiican tahay fine-tuning.

    Hawlaha waaweyn oo joogto ah, fine-tuning ama RAG ayaa laga yaabaa inay ka sarreeyaan tusaalooyinka prompt-ka keligood.