Evaluate and Optimize RAG with TruLens (full tutorial)

Johannes Jolkkonen | Funktio AI
Johannes Jolkkonen | Funktio AI
2.3 هزار بار بازدید - 6 ماه پیش - Systematic evaluation is the key
Systematic evaluation is the key piece in taking your RAG-systems from just a cool demo into something that's actually useful for real people and businesses.

In this video, I show you how to get started using TruLens, an evaluation framework for this exact purpose. TruLens has been developed by TruEra, a well-established ML-monitoring company.

▬▬▬▬▬▬  LINKS ▬▬▬▬▬▬
Connect with me on LinkedIn:  

LinkedIn: johannesjolkkonen
https://github.com/JohannesJolkkonen/...
▬▬▬▬▬▬  T I M E S T A M P S   ▬▬▬▬▬▬

0:00 - Intro
3:32 - Tutorial starts
7:20 - Configuring TruLens
9:15 - Defining evaluation metrics
20:31 - Why I like LlamaIndex
22:42 - Visualize the results
24:49 - Optimizing RAG-performance
29:55 - Measuring improvement
31:11 - TruLens with your custom RAG
6 ماه پیش در تاریخ 1402/11/14 منتشر شده است.
2,355 بـار بازدید شده
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