Evaluate and Optimize RAG with TruLens (full tutorial)
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
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