Ajenyur n AI: Tazwara ɣer RAG d Unadi.
Issin amek ara tesnulfuḍ tirawsa n RAG (Retrieval-Augmented Generation) i yellan d ilaqen i uselqem, i ẓeɣlen tigawt n LLM u ssnernayen s ttrix tiririyin-is. Deg uselmed-agi s wudem ilelli, n Aswir Alemmas, ad tesneɛfuḍ deg unadi d ufran n telɣut, seg TF-IDF, BM25, unadi asemantik d ajemmuɛ ɣer tbaza n yisefka n vector am Weaviate d PgVector, sakin a d-tesnulfuḍ a tesnerniḍ isnas n LLM s chunking, reranking, d prompt engineering leqqayen. Ad tfakkeḍ s usbadu n tirawsa-inek i uselqem s observability, aslaḍ, usekles, d prompt versioning s Langfuse.
ⴰⴷⴷⴰⴷ
Aswir Alemmas
ⵜⴰⵍⵍⵉⵜ
25–30 Ssaɛa
ⴰⵃⵜⵜⵓ
S Wudem Ilelli
ⴰⵙⵍⵖ ⵏ ⵜⵙⵎⴰⵣⴰⵏⵜ
ⵢⴻⵜⵜⵓⵙⴽⴰⵔ
ⴰⵜⵉⴳ
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Ahil n Uselmed
5 imihal, 25 ar 30 ssaɛa s wemata, aswir alemmas, s twuriwin n ufus
ⵜⴰⵏⵙⵉⵎⵏ ⵏ Code Labs Academy ⵉⵎⴰⴽ ⵏ ⴰⵎⴰⵙⴽⵓⵏ
ⴷ boot camp ⴷⴻⴳ ⵓⵙⵎⴻⵍ ⵙ ⵜⴽⵓⵔⵙⵉⵡⵉⵏ asynchrones ⵉⵣⴻⵎⵔⴻⵏ ⴰⴷ ⵎⵇⴰⴱⴰⵍⴻⵏⵜ ⴷ ⵢⴰⵍ ⴰⵏⴻⵍⵎⴰⴷ ⴷⴻⴳ ⵓⵎⴰⴹⴰⵍ ⵎⴻⵕⵕⴰ. ⵏⴻⴽⴽ ⵜⵜⵇⴰⴷⴰⵔⴻⵖ ⵉⵎⵉ ⵢⴻⵜⵜⴰⵙⴷ ⵙ ⵜⵙⴻⵍⴽⵉⵏⵜ ⴷⴻⴳ ⵜⴰⴳⴳⴰⵔⴰ ⵎⵉ ⴰⵔⴰ ⵢⴻⴽⴼⵓ ⵙ ⵔⵔⴱⴻⵃ. ⵉ ⵓⵙⵎⴻⴽⵜⵉ, ⴰⵢⴰ bootcamp ⴷ ⴰⵢⴻⵏ ⴰⴽⴽ ⴷⴻⴳ ⵢⵉⵡⴻⵏ, ⴰⴷ ⵜⵍⴻⵎⴷⴻⴹ ⵢⴻⵔⵏⴰ ⴰⴷ ⵜⵃⴻⵎⵎⵍⴻⴹ ⵜⵓⵙ ...
ⵎⴻⴱⵍⴰ ⵎⴰ ⵙⵄⵉⵖ ⵍⴱⴰⴹⵏⴰ ⵏ ⵜⴻⵙⵏⴰⵜⵡⵉⵍⵜ (technologie), ⴷⴻⴼⴼⵉⵔ ⴽⵔⴰ ⴽⴰⵏ ⵏ ⵡⴰⵢⵢⵓⵔⴻⵏ, ⵓⵔ ⵣⵎⵉⵔⴻⵖ ⴰⵔⴰ ⵜⵓⵔⴰ ⴰⴷ ⴼⴻⵀⵎⴻⵖ ⴽⴰⵏ ⵉⵎⵓⴷⴻⵍ ⵏ ⵜⵎⴰⵛⵉⵏⵉⵏ ⵏⴻⵖ ⵏ ⵓⵍⵎⴰⴷ ⴰⵍⵇⴰⵢⴰⵏ ⵉⵅⵓⵚⵚⴻⵏ, ⵡⴰⵏⴰⴳ ⵣⴻⵎⵔⴻⵖ ⴷⴰⵖⴻⵏ ⴰⴷ ⵜⴻⵏⵙⵏⵓⵍⴼⵓⵖ ⵙ ⵜⵉⵎⵎⴰⴷⵉⵡ. ⵎⴰ ⵢⴻⵍⵍⴰ ⵜⴻⵜⵜⵏⴰⴷⵉⴹ ⵖⴻⴼ ⵓⴱⴻⴷⴷⴻⵍ ⵏ ⵜⵎⵓⵙⵏⵉ ⴷⴻⴳ ⵜⴻⵎⴳⵓ ...
ⵉⵙⴻⵍⵎⴰⴷⴻⵏ ⴷ ⵉⵎⴻⵇⵇⵔⴰⵏⴻⵏ, ⵜⵜⵇⴰⴷⴰⵔⴻⵏ, ⵜⵜⵃⵓⵍⴼⵓⵏ ⵢⴻⵔⵏⴰ ⵜⵜⴼⴻⵔⵃⴻⵏ. ⴰⴽⴰⵍⴰ ⵏ ⵓⵙⴻⵍⵎⴻⴷ ⴷ ⴰⵢⴻⵏ ⵉⴳⴻⵔⵔⵣⴻⵏ ⵢⴻⵔⵏⴰ ⴷ ⴰⵢⴻⵏ ⵢⴻⵙⵙⴻⵡⵀⴰⵎⴻⵏ, ⵜⴻⵙⵄⵉⴹ ⴰⵎⴽⴰⵏ ⴰⴽⴽⴻⵏ ⴰⴷ ⴷⵜⴻⵙⵜⴻⵇⵙⵉⴹ ⵉⵙⴻⵇⵙⵉⵢⴻⵏⵉⴽ ⵢⴻⵔⵏⴰ ⴷⴰⵖⴻⵏ ⴰⴷ ⵜⵜⴻⴽⴽⵉⵍⴻⴹ. ⵎⴰⵛⴰ ⴰⵢⴻⵏ ⵢⴻⵙⵄⴰⵏ ⴰⵣⴰⵍ ⴰⴽⴽ ⴷ ⴰⴽⴽⴻⵏ ⵜⵜⵀⴻⵢⵢⵉⵏⴽ ⵉ ⵓⵎⴰⴹⴰⵍ ⵏ ⵜⵖⴰⵡⵙⵉ ...
ⵉⵙⴻⵍⵎⴰⴷⴻⵏ ⴷ ⵢⵉⵎⴻⵙⵏⴰⵍⵍⵓⵏⴻⵏ ⴷ ⵉⴳⴻⵔⵔⵣⴻⵏ, ⵎⴰ ⵓⵍⴰⵛ ⵡⵉⵏ ⵙⵄⵉⵖ. Moe ⵢⴻⵙⵙⴻⵍⵎⴻⴷⵉⵢⵉ ⵓⴳⴰⵔ ⵏ ⵡⴰⴽⴽ ⵉⵙⴻⵍⵎⴰⴷⴻⵏⵉⵡ ⴷⵉ ⵜⵓⴷⴻⵔⵜⵉⵡ ⵎⴻⵕⵕⴰ. ⵢⴻⵜⵙⴱⴻⴳⴳⵉⵏ- ⴻⴷ ⵍⵃⴰⴵⴰ ⵢⴻⵔⵏⴰ ⵢⴻⵙⵙⴻⴱⵖⴰⵙ- ⵉⴽ ⴷⵉⵎⴰ ⴰⴽⴽⴻⵏ ⴰⵜⵙ- ⵜⵙⴽⴻⵎⵍⴻⴹ ⴰⴱⵔⵉⴷ- ⵉⴽ ⵖⴰⵙ ⴰⴽⴽⴻⵏ ⵍⵍⴰⵏ ⵡⵓⴳⵓⵔⴻⵏ.
ⵢⵉⵡⴻⵏ ⵙⴻⴳ ⵢⵉⴱⴻⵔⴷⴰⵏ ⵉⴳⴻⵔⵔⵣⴻⵏ ⴰⴽⴽⴻⵏ ⴰⴷ ⵜⵍⴻⵎⴷⴻⴹ Tussna ⵏ Data ⴷ Machine Learning, ⵉⵙⴻⵍⵎⴰⴷⴻⵏ ⵉⴼⴰⵣⴻⵏ ⵉ ⴽⵉⵄⴰⵡⵏⴻⵏ ⴷⵉⵎⴰ ⴰⴷ ⵜⴼⴻⵀⵎⴻⴹ ⵢⴻⵔⵏⴰ ⴰⴷ ⴰⴽⴷ-ⴼⴽⴻⵏ ⵓⴳⴰⵔ ⵏ ⵜⴻⴽⵜⵉⵡⵉⵏ ⴷ ⵢⵉⵎⴻⴷⵢⴰⵜⴻⵏ. ⵎⴰ ⵜⴻⴱⵖⵉⴹ ⴰⴷ ⵜⵉⵙⵙⵉⵏⴻⴹ ⵓⴳⴰⵔ ⵖⴻⴼ ML, CLA ⴷ ⴰⵎⴽⴰⵏ ⵉⴳⴻⵔⵔⵣⴻⵏ.
ⵜⴰⵣⵔⴰⵡⵜ ⵏ ⵓⵙⵏⴻⵔⵏⵉ ⵏ ⵡⴻⴱ ⵏ Code Labs Academy ⵜⴻⵍⵍⴰⴷ ⵙ ⵡⴰⵣⴰⵍⵉⵙ ⴰⵟⴰⵙ, ⴷ ⵢⵉⵡⴻⵜ ⵙⴻⴳ ⵜⵎⵓⵖⵍⵉⵡⵉⵏ ⵜⵉⴳⴻⵔⵔⵣⴻⵏ ⴰⴽⴽ ⴰⵢ ⵙⵄⵉⵖ ⴷⴻⴳ ⵜⵓⴷⴻⵔⵜⵉⵡ. ⵏⴻⴽⴽ ⵙⵙⵓⵜⵓⵔⴻⵖⴰⴽ ⴰⵟⴰⵙ ⴰⴷ ⵜⵃⴻⴷⴷⵔⴻⴹ ⴷⴻⴳ bootcampa ⴰⵏⴷⴰ ⵓⵔ ⵜⵍⴻⵎⴷⴻⴹ ⴰⵔⴰ ⴽⴰⵏ ⴰⵙⵏⴻⵔⵏⵉ ⵏ ⵡⴻⴱ, ⵎⴰⵛⴰ ⴰⴷ ⴷⵜⴰⴼⴻⴹ ⴷⴰⵖⴻⵏ ⵉⵡⴻⵍⵍⵉⵀⴻⵏ ⵏ ⵜⵖⴰⵡⵙⵉ ...
ⵏⴻⴽⴽ ⵜⵜⵏⴰⴷⵉⵖ ⴷⵉⵎⴰ ⵖⴻⴼ ⵜⴻⴳⵏⵉⵜ ⵜⴰⵎⴰⵢⵏⵓⵜ ⴰⴽⴽⴻⵏ ⴰⴷ ⵍⴻⵎⴷⴻⵖ ⵜⵉⵥⵡⴰⵔ ⵜⵉⵎⴰⵢⵏⵓⵜⵉⵏ ⴷⴻⴳ Tussna ⵏ Yisefka, ⵢⴻⵔⵏⴰ ⵍⵇⵉⵎⴰ ⵏ ⵜⵖⴰⵡⵙⵉⵡⵉⵏ ⵏ Code Labs Academy ⵜⴻⵣⴳⴻⵔ ⴰⵢⴻⵏ ⴰⵢ ⵜⵜⵕⴰⴵⵓⵖ. ⵎⴰ ⵢⴻⵍⵍⴰ ⵜⵃⴻⵎⵎⵍⴻⴹ teknoloji ⵢⴻⵔⵏⴰ ⵜⴻⴱⵖⵉⴹ ⴰⴷ ⵜⴻⵙⵙⴻⴽⵏⴻⴹ ⵍⴵⴻⵀⴷ, bootcampa ⴰⴷ ⴰⴽⵢⴻⵍⴷⵉ ⵜⵉⵡⵡⵓⵔ ...
Bootcamp ⵏ ⵜⵖⴻⵍⵍⵉⵙⵜ ⵜⴰⵍⵉⴽⵟⵔⵓⵏⴰⵏⵜ ⴰⵢⴷⴻⴳ ⵍⵍⵉⵖ ⴷⴻⴳ 2022 ⵢⴻⵙⵙⴻⵍⵎⴻⴷⵉⵢⵉⴷ ⵜⵉⴼⵔⴰⵜ ⴷ ⵜⵎⵓⵙⵙⵏⵉⵡⵉⵏ ⵏ ⵍⵍⵙⴰⵙ ⴰⵢ ⵢⴻⵜⵜⵡⴰⵃⴻⵜⵜⵎⴻⵏ ⴼⴻⵍⵍⵉ ⴰⴽⴽⴻⵏ ⴰⴷ ⵙⵇⴻⴷⵛⴻⵖ ⵛⵛⵖⴻⵍ ⴷⴻⴳ TI. ⴰⵙⴻⵍⵎⴰⴷⵉⵡ ⵢⴻⵍⵍⴰ ⵢⴻⵙⵄⴰ ⵜⴰⵎⵓⵙⵏⵉ, ⵢⴻⵙⵄⴰ ⵚⵚⴱⴻⵔ ⵢⴻⵔⵏⴰ ⵢⴻⵍⵍⴰ ⴷⵉⵎⴰ ⵢⴻⴱⵖⴰ ⴰⴷ ⵉⵄⵉⵡⴻⵏ. ⵙⴻⵏⴷ ⴰⴷ ⵜⴼⴰⴽⴽ ⵜⴻⵙⵏⴰⵡⵉⵜ ...
ⵎⵉ ⴽⴽⵙⴻⵖ ⵍⴱⴰⴽⵉⵏⵓ ⴷⴻⴳ ⵜⴻⵙⵏⵉⵍⴻⵙⵜ ⵏ ⵢⵉⵙⴻⴼⴽⴰ, ⵙⵙⴰⵡⴹⴻⵖ ⴰⴷ ⵙⵏⴻⵔⵏⵉⵖ ⵜⴰⵎⵓⵙⵙⵏⵉⵉⵏⵓ ⴷⴻⴳ ⵓⵏⵏⴰⵔⴰ ⵙ ⵢⵉⵙⵡⵉ ⵏ ⵓⴹⴼⴰⵔ ⵏ ⵜⵎⵓⵙⵙⵏⵉ ⴰⵎⴰ ⴷⴻⴳ ⵜⵓⵙⵙⵏⴰ ⵏ ⵢⵉⵙⴻⴼⴽⴰ ⵏⴻⵖ ⴷⴻⴳ ⵜⴻⵙⵏⵉⵍⴻⵙⵜ. ⴷ ⴰⵛⵓ ⴽⴰⵏ, ⵎⵇⴰⴱⴰⵍⴻⵖ ⴷ ⵡⵓⴳⵓⵔⴻⵏ ⴰⴽⴽⴻⵏ ⴰⴷ ⴷⴰⴼⴻⵖ ⵜⵉⵡⵡⵓⵔⴰ ⵖⴻⴼ ⵢⵉⵙⴻⵙⵜⴰⵏⴻⵏⵉⵏⵓ, ⴷⵖⴰ ⵏⵓⴷⴰⵏⴷ ⵖⴻⴼ ⵢⵉⵡⴻⵏ ⵏ ⵓ ...
ⵙ ⵢⵉⵙⴻⵎⵉⵡ ⴷ ⴰⵃⵔⵉⵛ ⵙⴻⴳ bootcamp ⵏ ⵓⵙⵏⴻⴼⵍⵉ ⵏ ⵡⴻⴱ, ⵢⴻⵙⵙⴻⴼⴽ ⴰⴷ ⴷⵉⵏⵉⵖ ⴱⴻⵍⵍⵉ ⵢⴻⴼⴼⴻⵖⴷ ⵏⵏⵉⴳ ⵏ ⵡⴰⵢⴻⵏ ⵜⵜⵕⴰⴵⵓⵖ. Bootcampa ⴷ ⵜⵉⴷⴻⵜⵜ ⴷ ⴰⵢⴻⵏ ⵢⴻⵜⵜⴻⵎⵛⴰⴱⵉⵏ, ⴷ ⴰⵢⴻⵏ ⵢⴻⵙⵙⴻⵡⵀⴰⵎⴻⵏ, ⵢⴻⵔⵏⴰ ⴷ ⴰⵢⴻⵏ ⵢⴻⵙⵙⴻⵡⵀⴰⵎⴻⵏ. ⵍⵎⴻⴷⵖ ⴰⵟⴰⵙ ⵏ ⵜⵖⴰⵡⵙⵉⵡⵉⵏ ⵙ ⵍⵎⴻⵏⴷⴰⴷ ⵏ ⵢⵉⵎⴻⵙⵏⴰⵍⵍⵓⵏⴻⵏⵉⵡ ⴷ ⵢⴰⵍ ⵢⵉⵡⴻⵏ ⵉ ...
ⵍⵎⵉⵣⴰⵏ ⴳⴰⵔ ⵜⵉⵥⵔⵉ ⴷ ⵜⵎⴻⵥⵔⵉ ⴷ ⵡⵉⵏ ⵉⴽⴻⵎⵍⴻⵏ, ⴰⴷ ⵜⴻⵙⵄⵓⴹ ⵜⴰⴳⵏⵉⵜ ⴰⴷ ⵜⴻⵙⵇⴻⴷⵛⴻⴹ ⴰⵢⴻⵏ ⵉ ⵜⴻⵙⵍⴻⵎⴷⴻⴹ ⴷⴻⴳ ⵍⴻⵛⵖⴰⵍ ⵏ ⵓⵅⵅⴰⵎ ⴷ ⵢⵉⵙⴻⵏⴼⴰⵔⴻⵏ ⵏ ⵜⵉⴷⴻⵜ ⵉ ⴷⵜⵜⵇⴻⵔⵔⵉⴱⴻⵏ TA. ⵏⴻⴽⴽ ⵙⵙⵓⵜⵓⵔⴻⵖ bootcampagi ⵉ ⵢⴰⵍ ⵢⵉⵡⴻⵏ ⵢⴻⴱⵖⴰⵏ ⴰⴷ ⵢⴻⴱⴷⵓ ⵛⵛⵖⴻⵍⵉⵙ ⴷⴻⴳ Data Science.