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[ WebToolTip.com ] AI QA - Testing AI Apps With DeepEval, RAGAs, HF And Ollama
Level: All | Genre: eLearning | Language: English | Duration: 56 Lectures ( 5h 56m ) | Size: 2.91 GB
Roadmap to become AI QA Engineer to test LLMs and AI Application using DeepEval, RAGAs and HF Evaluate with Local LLMs
What you'll learn
Understand the purpose of Testing LLM and LLM based Application
Understand DeepEval and RAGAs in detail from complete ground up
Understand different metrics and evaluations to evaluate LLMs and LLM based app using DeepEval and RAGAs
Understand the advanced concepts of DeepEval and RAGAs
Testing RAG based application using DeepEval and RAGAs
Testing AI Agents using DeepEval to understand how tool callings can be tested
Requirements
Basics of working with LLM like using ChatGPT
Basics of any programing language like Java or Javascript
Basics of python will be a plus
VISITOR COMMENTS (0 )
FILE LIST
Filename
Size
~Get Your Files Here !/1 - Introduction/1 -Introduction to Testing of LLM Applications.mp4
62 MB
~Get Your Files Here !/1 - Introduction/2 -Understanding different types of AI Applications.mp4
104.3 MB
~Get Your Files Here !/1 - Introduction/3 -Understanding different Evaluation Metrics to evaluate AI Applications.mp4
45.3 MB
~Get Your Files Here !/1 - Introduction/4 -Different LLM libraries to Evaluate LLMs and LLM Applications.mp4
72.3 MB
~Get Your Files Here !/10 - Testing RAG applications with RAGAs/1 -Introduction and setup.mp4
34.6 MB
~Get Your Files Here !/10 - Testing RAG applications with RAGAs/2 -Creating Retriever for Actuals and Vector Stores for Context.mp4
26.2 MB
~Get Your Files Here !/10 - Testing RAG applications with RAGAs/3 -Creating MultiTurnSample DataSet for RAG Application to Test.mp4
55.5 MB
~Get Your Files Here !/10 - Testing RAG applications with RAGAs/4 -Evaluating RAG with RAGAs.mp4
46.9 MB
~Get Your Files Here !/2 - Running LLM locally using Ollama/1 -Introduction.mp4
28.6 MB
~Get Your Files Here !/2 - Running LLM locally using Ollama/2 -Understanding different Models.mp4
21.1 MB
~Get Your Files Here !/2 - Running LLM locally using Ollama/3 -Running LLM locally using Ollama.mp4
61.9 MB
~Get Your Files Here !/2 - Running LLM locally using Ollama/4 -Using Ollama Models in GUI.mp4
29.4 MB
~Get Your Files Here !/2 - Running LLM locally using Ollama/5 -Understanding Ollama with few more command line interface commands.mp4
13.4 MB
~Get Your Files Here !/2 - Running LLM locally using Ollama/6 -Starting Ollama with API to run as a API server.mp4
31.4 MB
~Get Your Files Here !/3 - Environment step required for TestingEvaluating LLM Apps and LLMs/1 -Introduction.mp4
72.1 MB
~Get Your Files Here !/3 - Environment step required for TestingEvaluating LLM Apps and LLMs/2 -Creating Jupyter Notebook for Tests and Test Execution.mp4
25.7 MB
~Get Your Files Here !/3 - Environment step required for TestingEvaluating LLM Apps and LLMs/3 -Setting up Confident AI.mp4
52.6 MB
~Get Your Files Here !/4 - Understanding the Basics of DeepEval (Building Blocks)/1 -Testing LLMs with Traditional Approach.mp4
40.6 MB
~Get Your Files Here !/4 - Understanding the Basics of DeepEval (Building Blocks)/2 -Writing First DeepEval Code for AnswerRelevance.mp4
57.4 MB
~Get Your Files Here !/4 - Understanding the Basics of DeepEval (Building Blocks)/3 -Testing LLMs for Context Precision.mp4
101 MB
~Get Your Files Here !/4 - Understanding the Basics of DeepEval (Building Blocks)/4 -Evaluating LLMs and check the Evaluated Testcases in Confident AI.mp4
72.8 MB
~Get Your Files Here !/4 - Understanding the Basics of DeepEval (Building Blocks)/5 -Running EvaluationTests of LLMs (DeepSeek R1) using Local LLM with Ollama.mp4
32.9 MB
~Get Your Files Here !/4 - Understanding the Basics of DeepEval (Building Blocks)/6 -Understanding LLMTestCases in Depth.mp4
71.3 MB
~Get Your Files Here !/4 - Understanding the Basics of DeepEval (Building Blocks)/7 -Understanding Golden And Dataset in Depth.mp4
76.6 MB
~Get Your Files Here !/4 - Understanding the Basics of DeepEval (Building Blocks)/8 -Creating Goldens using List Array.mp4
66.5 MB
~Get Your Files Here !/5 - Evaluating Real LLMs (Locally) as the Source and creating Dataset with LLMs/1 -Introduction.mp4
32.4 MB
~Get Your Files Here !/5 - Evaluating Real LLMs (Locally) as the Source and creating Dataset with LLMs/2 -Using LangChain to Invoke LLM for our Test Source.mp4
58.1 MB
~Get Your Files Here !/5 - Evaluating Real LLMs (Locally) as the Source and creating Dataset with LLMs/3 -Evaluating LLM with Answer Relevancy using Local LLM.mp4
58.9 MB
~Get Your Files Here !/5 - Evaluating Real LLMs (Locally) as the Source and creating Dataset with LLMs/4 -Evaluating LLM with Context Precision using Local LLM.mp4
90.4 MB
~Get Your Files Here !/5 - Evaluating Real LLMs (Locally) as the Source and creating Dataset with LLMs/5 -Evaluating LLM with Bias using Local LLMs.mp4
51.1 MB
~Get Your Files Here !/5 - Evaluating Real LLMs (Locally) as the Source and creating Dataset with LLMs/6 -Using GEval for Custom Criteria to Evaluate LLM.mp4
75.7 MB
~Get Your Files Here !/5 - Evaluating Real LLMs (Locally) as the Source and creating Dataset with LLMs/7 -Using GEval to perform Bias Testing using Local LLMs.mp4
52.1 MB
~Get Your Files Here !/6 - Testing RAG (Retrieval-Augmented Generation) application using DeepEval/1 -Introduction to RAG.mp4
39.5 MB
~Get Your Files Here !/6 - Testing RAG (Retrieval-Augmented Generation) application using DeepEval/2 -Understanding RAG application.mp4
38.2 MB
~Get Your Files Here !/6 - Testing RAG (Retrieval-Augmented Generation) application using DeepEval/3 -Working with RAG application as a Demo.mp4
70.9 MB
~Get Your Files Here !/6 - Testing RAG (Retrieval-Augmented Generation) application using DeepEval/4 -Creating GEval for RAG application.mp4
61.6 MB
~Get Your Files Here !/6 - Testing RAG (Retrieval-Augmented Generation) application using DeepEval/5 -Testing RAG with GEval for Conciseness & Completeness Metrics.mp4
66.1 MB
~Get Your Files Here !/7 - Testing RAG application with DeepEval (Advanced)/1 -Introduction.mp4
36.8 MB
~Get Your Files Here !/7 - Testing RAG application with DeepEval (Advanced)/2 -Creating Multiple Test Data.mp4
41.7 MB
~Get Your Files Here !/7 - Testing RAG application with DeepEval (Advanced)/3 -Creating Goldens and Pushing it to Confident AI.mp4
21.7 MB
~Get Your Files Here !/7 - Testing RAG application with DeepEval (Advanced)/4 -Creating Actual Output and Retrieval Context for LLMTestCase.mp4
63.5 MB
~Get Your Files Here !/7 - Testing RAG application with DeepEval (Advanced)/5 -Creating LLMTestCases with Actual And Retrieval Context from Dataset.mp4
39.7 MB
~Get Your Files Here !/7 - Testing RAG application with DeepEval (Advanced)/6 -Running Evaluation to verify RAG and check the same from Confident AI.mp4
49.1 MB
~Get Your Files Here !/8 - Testing AI Agents and Tool Callings with Local LLMs and DeepEval/1 -Understanding AI Agents.mp4
47.5 MB
~Get Your Files Here !/8 - Testing AI Agents and Tool Callings with Local LLMs and DeepEval/2 -Working with an AI Agent.mp4
55.6 MB
~Get Your Files Here !/8 - Testing AI Agents and Tool Callings with Local LLMs and DeepEval/3 -Understanding how to test an AI Agent.mp4
9.7 MB
~Get Your Files Here !/8 - Testing AI Agents and Tool Callings with Local LLMs and DeepEval/4 -Testing an AI Agent without using Actual System Under Test.mp4
74.7 MB
~Get Your Files Here !/8 - Testing AI Agents and Tool Callings with Local LLMs and DeepEval/5 -Testing an AI Agent without using Actual SUT (Contd.).mp4
42.4 MB
~Get Your Files Here !/8 - Testing AI Agents and Tool Callings with Local LLMs and DeepEval/6 -Testing AI Agents with Actual System instead of Fake System.mp4
43.1 MB
~Get Your Files Here !/8 - Testing AI Agents and Tool Callings with Local LLMs and DeepEval/7 -Testing AI Agents with Multiple Datasets.mp4
59.3 MB
~Get Your Files Here !/9 - EvaluatingTesting LLMs using RAGAs/1 -Introduction.mp4
57.8 MB
~Get Your Files Here !/9 - EvaluatingTesting LLMs using RAGAs/2 -Context Recall with RAGAs.mp4
79.7 MB
~Get Your Files Here !/9 - EvaluatingTesting LLMs using RAGAs/3 -Noise Sensitivity Metrics with RAGAs.mp4
42.9 MB
~Get Your Files Here !/9 - EvaluatingTesting LLMs using RAGAs/4 -MultiTurnSample with RAGAs along with Evaluate.mp4
84.1 MB
~Get Your Files Here !/9 - EvaluatingTesting LLMs using RAGAs/5 -General Purpose Metrics - Aspect Critics For summary of data from LLM.mp4
73.3 MB
~Get Your Files Here !/9 - EvaluatingTesting LLMs using RAGAs/6 -General Purpose Metrics - Detect Harmfulness from the content generated.mp4
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