Non Functional Testing for LLM, Chatbots and AI Models

سرفصل های دوره

Learn essential AI testing techniques to ensure reliable, ethical, and human-like performance of advanced AI systems

1 - Introduction

1 - Introduction

2 - About your instructor

3 - A word of introduction on Generative AI

4 - History of AI

5 - What you will learn in this material

2 - Setup Environment

6 - Install VS Code

7 - Install NodeJS and NPM

8 - Install Python

9 - Install Python Dependencies PIP

3 - Introduction to Artificial Intelligence

10 - What makes up AI

11 - Where do LLMs fit into AI

12 - Introduction to Natural Language Processing

13 - Introduction to Machine Learning ML

14 - Machine Learning Supervised ML

15 - Machine Learning Unsupervised ML

16 - Machine Learning Reinforced ML

17 - Neural Networks and Deep Learning

18 - Importance of Training Data

19 - What actually is GEN AI

4 - Introduction to LLM Basic Testing

20 - Types of Testing in Software

21 - Testing Types for LLMs Foundation Models

5 - Automated Testing Framework with Postman and ChatGPT

22 - What is a token in LLMs

23 - Chat GPTAPI Create Subscription

24 - Get an OPENAI API Key

25 - Installing Postman and first API Test

26 - API Collections and making Results Deterministic

27 - Installing Newman and Running with the CLI

28 - Demo GitHub Adding Tests in ML OPS Pipeline

6 - Toxicity Testing Framework for LLMs

29 - Perspective Service Bias Detection Service

30 - Get a Perspective API Key

31 - Demo VS Code Call Perspective API

32 - Demo Python Test AI Response against Perspective APIs

7 - AdversialSecurity Testing for LLMs

33 - Adversial attacks for LLMS and Red Team

34 - Prompt Injection Attack

35 - FUZZ Testing

36 - Denial of Service Attacks

37 - Adversial Attack Examples

38 - Poisoning attack

39 - Privacy Leakage Testing

40 - Evasion Attacks

8 - Non Functional Testing Human in AI

41 - What is non functional Testing for LLMs

42 - Disclaimer on Non Functional Testing

43 - Non functional Testing AI Models LLMs Ethical Alignment

44 - Non functional Testing AI Models LLMs Explainability

45 - Non functional Testing AI Models LLMs User Interaction Robustness

46 - Non functional Testing AI Models LLMs Context Preservation

47 - Non functional Testing AI Models LLMs Creativity and Novelty

9 - Ethical Consideration for AI

48 - Asimovs 3 Laws of Robots

49 - DEMO Why we need ethical and responsible AI Systems

50 - AI and Biases

51 - GEN AI and Privacy

52 - GEN AI and Intellectual Property

53 - Gen AI and Deep Fake

54 - Hallucinations

55 - OPENAICHAT GPT Moderation Service

56 - Google Moderation Service

57 - Spot a Fake Demo Chat GPT Watermark on Dall E

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تولید کننده: Udemy