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~Get Your Files Here !
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1 - Introduction and Course Setup
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1. Quiz 1 Course Foundations.html
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24.6 KB
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1. Welcome and Course Overview.mp4
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21.9 MB
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1. Welcome and Course Overview_en-US.srt
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9.1 KB
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10 - Testing and Vulnerabilities in AI - Domain 2E+2F
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10. Quiz 10 AI Testing and Vulnerabilities.html
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45.6 KB
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11 - AI Incident Response - Domain 2G
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12 - AI Audit Planning, Execution and Reporting - Domain 3A-E
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11. Quiz 11 AI Audit Planning, Execution, and Reporting.html
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50.4 KB
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13 - Capstone, Exam Prep and Conclusion
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1. AAIA Final Practice Exam (94 Questions).html
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349.2 KB
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80. Course Wrap-Up, Exam Strategy, and Career Next Steps.mp4
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11.2 MB
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80. Course Wrap-Up, Exam Strategy, and Career Next Steps_en-US.srt
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4.5 KB
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Assignment 7 Capstone — MediTrust AI Audit Program Charter.html
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14.9 KB
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Role Play 4 Board Presentation — AI Audit Program Results.html
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10.9 KB
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Role Play 5 Job Interview — AI Audit Manager Position.html
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11 KB
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images
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2 - AI Fundamentals for Auditors - Domain 1A
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2. Quiz 2 AI Models and Technology Fundamentals.html
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26.3 KB
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3 - AI Governance and Program Management - Domain 1B
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10. AI Strategy Alignment and Program Management.mp4
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MP4
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19.6 MB
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10. AI Strategy Alignment and Program Management_en-US.srt
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8.3 KB
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11. Third-Party AI Risk - Vendor Management and Supply Chain.mp4
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36 MB
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11. Third-Party AI Risk - Vendor Management and Supply Chain_en-US.srt
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8.3 KB
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12. AI Policy Architecture - From Principle to Standard.mp4
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16 MB
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12. AI Policy Architecture - From Principle to Standard_en-US.srt
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7.2 KB
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3. Quiz 3 AI Governance and Program Management.html
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26.8 KB
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4 - AI Risk Management - Domain 1C
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13. AI Risk Identification - Unique Risk Categories.mp4
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19 MB
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13. AI Risk Identification - Unique Risk Categories_en-US.srt
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8.1 KB
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14. AI Risk Assessment - Quantitative and Qualitative Approaches.mp4
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21.8 MB
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14. AI Risk Assessment - Quantitative and Qualitative Approaches_en-US.srt
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8.9 KB
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15. AI Risk Treatment and Residual Risk Acceptance.mp4
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21.1 MB
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15. AI Risk Treatment and Residual Risk Acceptance_en-US.srt
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8.8 KB
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16. AI Risk Appetite and Tolerance Statements.mp4
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16.1 MB
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16. AI Risk Appetite and Tolerance Statements_en-US.srt
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7.2 KB
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17. Model Risk Management - What AI Audit Inherits From Banking.mp4
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16.5 MB
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17. Model Risk Management - What AI Audit Inherits From Banking_en-US.srt
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7.3 KB
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4. Quiz 4 AI Risk Management.html
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27.4 KB
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5 - Privacy and Data Governance for AI - Domain 1D
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18. Privacy by Design in AI - HIPAA, GDPR, and Emerging Frameworks.mp4
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22.1 MB
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18. Privacy by Design in AI - HIPAA, GDPR, and Emerging Frameworks_en-US.srt
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8.3 KB
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19. Data Governance Programs - Ownership, Classification, and Retention.mp4
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21.9 MB
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19. Data Governance Programs - Ownership, Classification, and Retention_en-US.srt
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8 KB
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20. Consent Management and Data Subject Rights in AI.mp4
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37.1 MB
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20. Consent Management and Data Subject Rights in AI_en-US.srt
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8.3 KB
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21. Automated Decision-Making Rights and Data Subject Requests.mp4
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16.8 MB
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21. Automated Decision-Making Rights and Data Subject Requests_en-US.srt
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7.5 KB
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5. Quiz 5 Privacy and Data Governance for AI.html
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31.2 KB
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6 - AI Ethics, Regulations and Standards - Domain 1E
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22. The EU AI Act - Risk Classification and Audit Implications.mp4
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22.6 MB
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22. The EU AI Act - Risk Classification and Audit Implications_en-US.srt
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8.3 KB
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23. AI Ethics Frameworks - Fairness, Accountability, Transparency.mp4
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22.3 MB
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23. AI Ethics Frameworks - Fairness, Accountability, Transparency_en-US.srt
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8.4 KB
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24. Global AI Regulatory Landscape - NIST, OECD, IEEE, Sector Rules.mp4
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41.4 MB
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24. Global AI Regulatory Landscape - NIST, OECD, IEEE, Sector Rules_en-US.srt
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8.4 KB
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25. AI Transparency Obligations and Disclosure Design.mp4
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15.4 MB
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25. AI Transparency Obligations and Disclosure Design_en-US.srt
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7.2 KB
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26. Sector-Specific AI Rules - Health, Finance, and Employment.mp4
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18 MB
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26. Sector-Specific AI Rules - Health, Finance, and Employment_en-US.srt
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7.6 KB
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6. Quiz 6 AI Ethics, Regulations, and Standards.html
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31.2 KB
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7 - Data Management for AI - Domain 2A
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27. Training Data Quality - Completeness, Accuracy, Representativeness.mp4
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20.3 MB
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27. Training Data Quality - Completeness, Accuracy, Representativeness_en-US.srt
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7.7 KB
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28. Data Lineage and Provenance - Tracing Data from Source to Model.mp4
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21 MB
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28. Data Lineage and Provenance - Tracing Data from Source to Model_en-US.srt
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7.9 KB
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29. Data Preprocessing, Feature Engineering, and Transformation Controls - Validatio.mp4
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22.3 MB
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29. Data Preprocessing, Feature Engineering, and Transformation Controls - Validatio_en-US.srt
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8.3 KB
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30. Synthetic Data, Data Augmentation, and De-identification - Privacy-Preserving Da.mp4
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41.6 MB
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30. Synthetic Data, Data Augmentation, and De-identification - Privacy-Preserving Da_en-US.srt
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8.6 KB
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31. Training-Serving Skew and Feature Pipeline Controls.mp4
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28.5 MB
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31. Training-Serving Skew and Feature Pipeline Controls_en-US.srt
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8.2 KB
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32. Data Labeling Quality and Annotator Agreement.mp4
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16.9 MB
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32. Data Labeling Quality and Annotator Agreement_en-US.srt
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7.9 KB
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33. Data Sourcing, Licensing, and Third-Party Data Risk.mp4
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16.7 MB
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33. Data Sourcing, Licensing, and Third-Party Data Risk_en-US.srt
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7.7 KB
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7. Quiz 7 Data Management for AI.html
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43.6 KB
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8 - AI Development Lifecycle and Change Management - Domain 2B+2C
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34. The AIML Development Lifecycle - Problem Definition to Deployment.mp4
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13.7 MB
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34. The AIML Development Lifecycle - Problem Definition to Deployment_en-US.srt
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5.5 KB
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35. MLOps - Continuous Integration, Delivery, and Monitoring.mp4
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13.6 MB
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35. MLOps - Continuous Integration, Delivery, and Monitoring_en-US.srt
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5.5 KB
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36. Model Validation - Metrics, Benchmarking, and Acceptance Criteria.mp4
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15 MB
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36. Model Validation - Metrics, Benchmarking, and Acceptance Criteria_en-US.srt
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5.9 KB
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37. Change Management - Retraining, Versioning, and Rollback.mp4
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13.9 MB
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37. Change Management - Retraining, Versioning, and Rollback_en-US.srt
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5.7 KB
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38. AI in Production - Deployment Patterns and Canary Releases.mp4
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24.5 MB
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38. AI in Production - Deployment Patterns and Canary Releases_en-US.srt
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5.7 KB
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39. Predetermined Change Control Plans for Regulated AI.mp4
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17.2 MB
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39. Predetermined Change Control Plans for Regulated AI_en-US.srt
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7.7 KB
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40. Deployment Patterns for AI - Shadow, Canary, and Blue-Green.mp4
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16.9 MB
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40. Deployment Patterns for AI - Shadow, Canary, and Blue-Green_en-US.srt
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7.7 KB
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41. Model Registries, Approval Gates, and Release Evidence.mp4
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17.5 MB
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41. Model Registries, Approval Gates, and Release Evidence_en-US.srt
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7.8 KB
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42. Model Documentation Standards - Cards, Datasheets, and Technical Files.mp4
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17.2 MB
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42. Model Documentation Standards - Cards, Datasheets, and Technical Files_en-US.srt
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7.5 KB
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43. Reproducibility and Experiment Governance.mp4
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16.2 MB
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43. Reproducibility and Experiment Governance_en-US.srt
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7.3 KB
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44. Auditing Retrieval-Augmented and Fine-Tuned Architectures.mp4
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16.3 MB
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44. Auditing Retrieval-Augmented and Fine-Tuned Architectures_en-US.srt
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7.3 KB
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8. Quiz 8 AI Development and Change Management.html
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46.7 KB
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9 - AI Supervision and Monitoring - Domain 2D
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45. Human-in-the-Loop, On-the-Loop, and Out-of-the-Loop.mp4
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25.5 MB
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45. Human-in-the-Loop, On-the-Loop, and Out-of-the-Loop_en-US.srt
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6 KB
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46. Model Drift Detection - Data Drift, Concept Drift, Performance Degradation.mp4
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14.3 MB
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46. Model Drift Detection - Data Drift, Concept Drift, Performance Degradation_en-US.srt
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5.7 KB
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47. Explainability and Interpretability - SHAP, LIME, Counterfactuals.mp4
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24.7 MB
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47. Explainability and Interpretability - SHAP, LIME, Counterfactuals_en-US.srt
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5.7 KB
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48. Continuous Monitoring Dashboards and Alerting.mp4
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14.8 MB
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48. Continuous Monitoring Dashboards and Alerting_en-US.srt
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5.7 KB
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49. Automation Bias and Measuring Meaningful Human Oversight.mp4
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28.8 MB
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49. Automation Bias and Measuring Meaningful Human Oversight_en-US.srt
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8.2 KB
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50. Subgroup Performance Monitoring and Fairness Drift.mp4
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16.2 MB
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50. Subgroup Performance Monitoring and Fairness Drift_en-US.srt
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7.4 KB
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51. Alert Design, Thresholds, and Escalation for AI Systems.mp4
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15.8 MB
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51. Alert Design, Thresholds, and Escalation for AI Systems_en-US.srt
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7.1 KB
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9. Quiz 9 AI Supervision and Monitoring.html
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46.1 KB
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Assignment 3 AI Development Lifecycle Audit for ClinIQ Diagnostic.html
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11.5 KB
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Assignment 2 EU AI Act Risk Classification for MediTrust AI Systems.html
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7.6 KB
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Role Play 2 Ethics Review Board — TrialMatch Patient Selection Bias.html
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12.4 KB
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Role Play 1 Risk Committee Presentation — ClinIQ Bias Incident.html
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9.7 KB
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8. AI Governance Frameworks - COBIT, NIST AI RMF, ISO 42001.mp4
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20.5 MB
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8. AI Governance Frameworks - COBIT, NIST AI RMF, ISO 42001_en-US.srt
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8.1 KB
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9. AI Governance Structures - Roles, Committees, and Accountability.mp4
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21.3 MB
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9. AI Governance Structures - Roles, Committees, and Accountability_en-US.srt
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8.7 KB
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Assignment 1 AI Governance Gap Analysis for MediTrust.html
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7.1 KB
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4. Types of AI and Machine Learning Models - An Auditor’s Taxonomy.mp4
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17.7 MB
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4. Types of AI and Machine Learning Models - An Auditor’s Taxonomy_en-US.srt
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7.6 KB
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5. How Neural Networks and Deep Learning Actually Work.mp4
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18.4 MB
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5. How Neural Networks and Deep Learning Actually Work_en-US.srt
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8.6 KB
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6. Generative AI and Large Language Models - Architecture and Risks.mp4
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19.2 MB
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6. Generative AI and Large Language Models - Architecture and Risks_en-US.srt
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8.6 KB
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7. AI System Components - Data, Models, Infrastructure, and People.mp4
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23 MB
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7. AI System Components - Data, Models, Infrastructure, and People_en-US.srt
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10.1 KB
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img_118324042.js
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203.6 KB
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63. AI Audit Planning - Scoping, Risk Assessment, and Objectives.mp4
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12.4 MB
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63. AI Audit Planning - Scoping, Risk Assessment, and Objectives_en-US.srt
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4.8 KB
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64. Designing AI Audit Programs - Control Objectives and Procedures.mp4
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12.3 MB
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64. Designing AI Audit Programs - Control Objectives and Procedures_en-US.srt
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4.8 KB
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65. AI Audit Testing - Sampling Methodologies.mp4
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12.6 MB
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65. AI Audit Testing - Sampling Methodologies_en-US.srt
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4.8 KB
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66. Evidence Collection - Logs, Configurations, and Model Artifacts.mp4
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12.5 MB
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66. Evidence Collection - Logs, Configurations, and Model Artifacts_en-US.srt
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4.9 KB
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67. Data Quality Assessment and Data Analytics in AI Audits.mp4
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11.2 MB
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67. Data Quality Assessment and Data Analytics in AI Audits_en-US.srt
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4.4 KB
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68. Writing AI Audit Findings - Condition, Criteria, Cause, Effect.mp4
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10.9 MB
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68. Writing AI Audit Findings - Condition, Criteria, Cause, Effect_en-US.srt
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4.6 KB
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69. AI Audit Reports - Structure, Ratings, and Board Communication.mp4
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10.4 MB
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69. AI Audit Reports - Structure, Ratings, and Board Communication_en-US.srt
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4.6 KB
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70. The AI Audit Universe and Risk-Based Annual Planning.mp4
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36.9 MB
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70. The AI Audit Universe and Risk-Based Annual Planning_en-US.srt
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10.2 KB
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71. Scoping AI Audits - Boundaries, Exclusions, and Materiality.mp4
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20.7 MB
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71. Scoping AI Audits - Boundaries, Exclusions, and Materiality_en-US.srt
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9 KB
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72. Control Objectives and Testable Criteria for AI Systems.mp4
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19.1 MB
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72. Control Objectives and Testable Criteria for AI Systems_en-US.srt
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8.3 KB
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73. Walkthroughs and Inquiry Techniques for AI Auditees.mp4
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15.2 MB
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73. Walkthroughs and Inquiry Techniques for AI Auditees_en-US.srt
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7.7 KB
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74. Statistical Sampling for AI Model Outputs.mp4
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17.9 MB
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74. Statistical Sampling for AI Model Outputs_en-US.srt
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8.3 KB
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75. Reperformance and Independent Model Testing.mp4
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17.6 MB
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75. Reperformance and Independent Model Testing_en-US.srt
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8.1 KB
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76. Evaluating Evidence Reliability in AI Audits.mp4
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18.1 MB
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76. Evaluating Evidence Reliability in AI Audits_en-US.srt
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8.1 KB
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77. Working with AI Specialists and Using the Work of Others.mp4
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28.9 MB
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77. Working with AI Specialists and Using the Work of Others_en-US.srt
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8.4 KB
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78. Audit Committee and Board Reporting on AI.mp4
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17 MB
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78. Audit Committee and Board Reporting on AI_en-US.srt
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7.7 KB
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79. Remediation Tracking and Continuous AI Auditing.mp4
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17.6 MB
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79. Remediation Tracking and Continuous AI Auditing_en-US.srt
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8 KB
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Assignment 5 AI Audit Plan for MediTrust.html
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13.1 KB
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Assignment 6 Complete AI Audit Report — ClinIQ Diagnostic.html
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13.4 KB
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59. AI Incident Classification and Response Frameworks.mp4
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14 MB
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59. AI Incident Classification and Response Frameworks_en-US.srt
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5.5 KB
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60. AI Incident Investigation - Root Cause Analysis and Forensics.mp4
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25.6 MB
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60. AI Incident Investigation - Root Cause Analysis and Forensics_en-US.srt
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5.5 KB
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61. Post-Incident Review and Lessons Learned.mp4
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13.9 MB
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61. Post-Incident Review and Lessons Learned_en-US.srt
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5.6 KB
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62. AI Incident Severity, Blast Radius, and Notification.mp4
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17.4 MB
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62. AI Incident Severity, Blast Radius, and Notification_en-US.srt
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7.8 KB
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Role Play 3 Incident Response — StaffOptima Wrongful Termination.html
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10.9 KB
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52. Testing AI - Unit, Integration, and Adversarial Testing.mp4
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14 MB
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52. Testing AI - Unit, Integration, and Adversarial Testing_en-US.srt
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5.6 KB
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53. Bias and Fairness Testing - Statistical Parity and Disparate Impact.mp4
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15 MB
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53. Bias and Fairness Testing - Statistical Parity and Disparate Impact_en-US.srt
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5.7 KB
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54. AI Security Threats - Data Poisoning, Model Extraction, Evasion.mp4
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14.4 MB
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54. AI Security Threats - Data Poisoning, Model Extraction, Evasion_en-US.srt
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5.7 KB
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55. Prompt Injection, Hallucinations, and GenAI Vulnerabilities.mp4
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14.4 MB
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55. Prompt Injection, Hallucinations, and GenAI Vulnerabilities_en-US.srt
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5.8 KB
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56. Red Teaming and Adversarial Testing Programmes.mp4
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29.1 MB
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56. Red Teaming and Adversarial Testing Programmes_en-US.srt
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SRT
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57. Evaluating LLM Outputs - Hallucination and Groundedness.mp4
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MP4
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17.6 MB
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57. Evaluating LLM Outputs - Hallucination and Groundedness_en-US.srt
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7.6 KB
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58. AI Supply Chain Security and Model Provenance.mp4
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MP4
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17.5 MB
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58. AI Supply Chain Security and Model Provenance_en-US.srt
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SRT
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8 KB
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Assignment 4 Bias Audit Report for ClinIQ Diagnostic.html
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HTML
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2. Understanding the AAIA Exam - Domains, Weights, and Strategy.mp4
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11.7 MB
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2. Understanding the AAIA Exam - Domains, Weights, and Strategy_en-US.srt
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3. Meet MediTrust AI - Our Healthcare AI Company.mp4
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MP4
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16 MB
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3. Meet MediTrust AI - Our Healthcare AI Company_en-US.srt
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7 KB
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