Qeexid
Pipeline-yada xogtu waxay gelinayaan dhacdooyin ama file-yo asal ah, waxay nadiifiyaan oo u beddelaan, kadibna waxay geliyaan natiijooyinka warehouse-yada, lakes-ka, ama feature store-yada iyada oo jadwal la leh ama waqti dhab ah.
Pipeline-yada la isku hallayn karo waa kuwo idempotent ah, la kormeeraya, oo version leh — pipeline-yada xun si aamusan ayay u qasaan moodellada iyo dashboard-yada ku tiirsan.
Si fudud
Pipeline-ka xogtu waa saldhig-warshadeed oo macluumaad loo dhisay: alaabta ceyriinka ah way soo gashaa, way la baaraa oo la qaabeeyaa, kadibna way ka soo baxdaa alaab dhammaystiran oo diyaar ah.
Halka aad ka aragto
- Shaqooyinka ETL habeenkii ah oo isku xira kaydadka app-ka ilaa BigQuery.
- Dhisayaasha corpus-ku waxay ka saaraan nuqullada oo ku kala-saaraan luuqadda (LID) xogta crawl-ka webka ee Soomaaliga.
- Pipeline-yada streaming-ku waxay farsameeyaan dhacdooyinka click-ka ee talooyinka.
Sida ay u shaqeyso
1.Soo qaad (Extract)
Ka soo qaad API-yo, kaydadka xogta, file-yo, ama streams.
2.Beddel (Transform)
Falanqee, xaqiiji, isku dar, isu geey.
3.Rar (Load)
Ku qor warehouse, file-yo parquet, ama index vector ah.
4.Kormeer
Digniin marka fashilmo dhaco, schema isbeddelo, ama tiro aan caadi ahayn dhacdo.
Maxay muhiim u tahay
- Mashaariicda ML-ka intiisa badan waxay waqti badan ku qaataan pipeline-yada xogta marka la barbardhigo naqshadeynta moodelka.
Inta badan la khaldo
Pipeline-yadu waa kuwo loogu talagalay kaliya shirkadaha waaweyn.
Xitaa kooxaha yaryar waxay u baahan yihiin script-yo la soo celin karo si xogta tababarka loo cusboonaysiiyo.