Udemy – RAG-LLM Evaluation & Test Automation for Beginners 2025-4

Udemy – RAG-LLM Evaluation & Test Automation for Beginners 2025-4 Downloadly IRSpace

Aug 16, 2025 - 07:32 Updated: Aug 17, 2025 - 20:09

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Udemy – RAG-LLM Evaluation & Test Automation for Beginners 2025-4

RAG-LLM Evaluation & Test Automation for Beginners, LLMs are everywhere! Every business is building its own custom AI-based RAG-LLMs to improve customer service. But how are engineers testing them? Unlike traditional software testing, AI-based systems need a special methodology for evaluation. This course starts from the ground up, explaining the architecture of how AI systems (LLMs) work behind the scenes. Then, it dives deep into LLM evaluation metrics. This course shows you how to effectively use the RAGAS framework library to evaluate LLM metrics through scripted examples. This allows you to use Pytest assertions to check metric benchmark scores and design a robust LLM Test/evaluation automation framework. By end of the course, you will be able to create RAGAS Pytest Evaluation Framework to assert the Metrics of RAG- (Custom) LLM’s. This course covers Top 7 Metrics which are commonly used to Evaluate and test the LLM’s. Same logic can be applied to rest of any other metric evaluations.

What you’ll learn

How Custom Large Language Models (LLM) are designed using Retrieval Augmented Generation (RAG) Architecture
Common Benchmarks/Metrics used in Evaluating RAG based LLM’s
Introduction to RAGAS Evaluation framework for evaluating/test LLM’s
Practical Scripts generation to automate and assert the Metrics Score of LLM’s.
Automate Scenarios such as Single turn interactions and Multi turn interactions with LLM’s using RAGAS Framework
Generate Test Data for evaluating the Metrics of LLM using RAGAS Framework.
Create RAGAS Pytest Evaluation Framework to assert the Metrics of RAG- (Custom) LLM’s

Who this course is for

Software Engineers
Quality Assurance Engineers
Software Testers

Specificatoin of RAG-LLM Evaluation & Test Automation for Beginners

Publisher : Udemy
Teacher : Rahul Shetty
Language : English
Level : Expert
Number of Course : 58
Duration : 8 hours and 42 minutes

Content of RAG-LLM Evaluation & Test Automation for Beginners

RAG-LLM Evaluation & Test Automation for Beginners

Requirements

Python, PyTest basics are required. But wait! we have 2 dedicated sections at the end of this course which gives you necessary knowledge on Python & Pytest required to follow the course.
Basic knowledge on API Testing