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Udemy - Exam Preparation - ISTQB CT-AI

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1 - Introduction

1. About instructor.mp4

MP4

3.6 MB

10 - Methods and Techniques for the Testing of AI-Based Systems

11 - Test Environments for AI-Based Systems

12 - Using AI for Testing

14 - Sample exam

1. Exam CT-AI.html

HTML

77.1 KB

2 - Introduction to AI

10. Pre-Trained Models.mp4

MP4

38.1 MB

11. Standards, Regulations and AI.mp4

MP4

31.6 MB

3 - Quality Characteristics for AI-Based Systems

12. Flexibility and Adaptability.mp4

MP4

41.2 MB

13. Autonomy.mp4

MP4

27.5 MB

14. Evolution.mp4

MP4

12.2 MB

15. Bias.mp4

MP4

35.7 MB

16. Ethics.mp4

MP4

26.3 MB

17. Side Effects and Reward Hacking.mp4

MP4

28.2 MB

18. Transparency, Interpretability and Explainability.mp4

MP4

15.3 MB

19. Safety and AI.mp4

MP4

23.8 MB

4 - Machine Learning (ML) – Overview

20. Forms of ML.mp4

MP4

19.9 MB

21. ML Workflow.mp4

MP4

48 MB

22. Selecting a Form of ML.mp4

MP4

30 MB

23. Factors Involved in ML Algorithm Selection.mp4

MP4

16.1 MB

24. Overfitting and Underfitting.mp4

MP4

29.2 MB

5 - ML - Data

25. Data Preparation as Part of the ML Workflow.mp4

MP4

46.4 MB

26. Challenges in Data Preparation.mp4

MP4

28.4 MB

27. Training, Validation and Test Datasets in the ML Workflow.mp4

MP4

35 MB

28. Dataset Quality Issues.mp4

MP4

41.3 MB

29. Data Quality and its Effect on the ML Model.mp4

MP4

28 MB

30. Data Labelling for Supervised Learning.mp4

MP4

37.8 MB

6 - ML Functional Performance Metrics

31. Confusion Matrix.mp4

MP4

36.1 MB

32. ML Performance Metrics (Classification, Regression, Clustering).mp4

MP4

29.1 MB

33. Limitations of ML Functional Performance Metrics.mp4

MP4

14 MB

34. Selecting ML Functional Performance Metrics.mp4

MP4

25.1 MB

35. Benchmark Suites for ML.mp4

MP4

26.3 MB

7 - ML - Neural Networks and Testing

36. Neural Networks.mp4

MP4

31.8 MB

37. Coverage Measures for Neural Networks.mp4

MP4

30.5 MB

8 - Testing AI-Based Systems Overview

38. Specification of AI-Based Systems.mp4

MP4

25.9 MB

39. Test Levels for AI-Based Systems.mp4

MP4

43.1 MB

40. Test Data for Testing AI-based Systems.mp4

MP4

27.6 MB

41. Testing for Automation Bias in AI-Based Systems.mp4

MP4

12.5 MB

42. Documenting an AI Component.mp4

MP4

35.3 MB

43. Testing for Concept Drift.mp4

MP4

27.8 MB

44. Selecting a Test Approach for an ML System.mp4

MP4

29.6 MB

9 - Testing AI-Specific Quality Characteristics

45. Challenges Testing Self-Learning Systems.mp4	MP4	27.2 MB
46. Testing Autonomous AI-Based Systems.mp4	MP4	16 MB
47. Challenges Testing Probabilistic and Non-Deterministic AI-Based Systems.mp4	MP4	28.5 MB
48. Testing Transparency, Interpretability and Explainability of AI Systems.mp4	MP4	24.8 MB
49. Test Oracles for AI-Based Systems.mp4	MP4	22.6 MB
50. Test Objectives and Acceptance Criteria.mp4	MP4	30.6 MB

3. Definition of AI and AI Effect.mp4

MP4

29.1 MB

4. Narrow, General and Super AI.mp4

MP4

28.5 MB

5. AI-Based and Conventional Systems.mp4

MP4

12.4 MB

6. AI Technologies.mp4

MP4

27.6 MB

7. AI Development Frameworks.mp4

MP4

15.9 MB

8. Hardware for AI-Based Systems.mp4

MP4

32.1 MB

9. AI as a Service (AIaaS).mp4

MP4

13.2 MB

61. AI Technologies for Testing.mp4

MP4

21.8 MB

62. Using AI to Analyze Reported Defects.mp4

MP4

19.4 MB

63. Using AI for Test Case Generation.mp4

MP4

16.3 MB

64. Using AI for the Optimization of Regression Test Suites.mp4

MP4

14.2 MB

65. Using AI for Defect Prediction.mp4

MP4

13.8 MB

66. Using AI to Test the GUI.mp4

MP4

23.2 MB

59. Test Environments for AI-Based Systems.mp4

MP4

11.1 MB

60. Virtual Test Environments for Testing AI-Based Systems.mp4

MP4

33.3 MB

51. Testing for Algorithmic, Sample and Inappropriate Bias.mp4

MP4

20.4 MB

52. Adversarial Attacks and Data Poisoning.mp4

MP4

38.7 MB

53. Pairwise Testing.mp4

MP4

24.8 MB

54. Back-to-Back Testing.mp4

MP4

19.1 MB

55. A B Testing.mp4

MP4

13.1 MB

56. Metamorphic Testing (MT).mp4

MP4

27.2 MB

57. Experience-Based Testing of AI-Based Systems.mp4

MP4

28.6 MB

58. Selecting Test Techniques for AI-Based Systems.mp4

MP4

28.2 MB

2. Information about Exam CT‑AI.mp4

MP4

24.6 MB

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Udemy - Exam Preparation - ISTQB CT-AI

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