Course curriculum

    1. About this Course! (2mins)

    2. Navigating the course (1min)

    3. ChatGPT Explained (5mins)

    4. How to use the AI Coach (5min)

      FREE PREVIEW

    5. Survey (1min)

    1. 1: The Current State of AI in Life Sciences (5mins)

    2. 2. Introduction to AI concepts (10mins)

    3. 3. Historical overview of AI (5mins)

      FREE PREVIEW

    4. 4. AI Lifecycle (7mins)

    5. 5. Auditing ML, LLMs, and Human-Centered AI Systems (6mins)

    6. 6. Auditing Automation, Agents, and Agentic AI (4min)

    7. 7. Regulatory Foundations for Auditing AI in GxP Environments (15min)

    8. 8. Chapter 1 Test: Simulations & Foundational Understanding Test

    9. Downloadable Information

    1. 1. AI Regulatory Status Review (4mins)

      FREE PREVIEW

    2. 2. Auditing AI Systems: Applying ISO 42001, ISO 38507, and Regulatory Frameworks (15min)

    3. 3. Deep Dive: ISO/IEC 42001, ISO/IEC 38507 and Their Role in AI Auditing Complementing GAMP 5 in Modern AI Governance (6mins)

    4. 4. Risk Mapping in AI Audits: Bridging ISO, Regulatory, and GxP Frameworks (6mins)

    5. 5. Auditing Retrieval-Augmented Generation (RAG) in GxP Environments (5mins)

    6. 6. Chapter 2 Test

    1. 1. Cross-Validation for Robust and Regulated AI (6mins)

    2. 2. Performance Metrics (5mins)

    3. 3. Statistical Forensics in AI Auditing (7mins)

    4. 4. Scenario Based Training Exercises

    5. 5. Understanding Overfitting, Underfitting and the Bias Variance Tradeoff (3mins)

    6. 6. Benchmarking AI Performance & Auditing Model Drift (10mins)

    7. 7. GCP Auditors: Statistical significance and power analysis with AI clinical trials (5mins)

    8. 8. Chapter 3 Test

    1. 1. Bias, Ethics, and Fairness in GxP AI Systems (5mins)

    2. Quiz: Bias, Ethics and Fairness (2mins)

    3. 2. Audit Trigger Matrix – When to Escalate, Revalidate, or Intervene (5mins)

    4. 3. Agentic AI Risk Profiling for Autonomy in GxP Systems (6mins)

    5. 4. LLM Security & Intregity Risks (4mins)

    6. Quiz: Risk & frameworks (2mins)

    7. AI Data Governance and Security - Checklist

    8. 6. Chapter 4 Test

    1. 1. An Auditor's Guide: GxP Compliant AI, Robotics & Automation (7mins)

    2. 2. Highlevel Overview Audit Steps: AI Model Selection and Validation including ML, LLM and AutoML Systems (7mins)

    3. 3. AI-Assisted Auditing Techniques (4mins)

    4. 3. AI-Assisted Auditing Techniques (4mins)

    5. 4a. Auditing Tips (4mins)

    6. 4b. Practical Examples of Audit Playbooks (5mins)

    7. 5. Audit Close Out Meeting and Follow up Actions (4mins)

    8. 6. Your Feedback (2mins)

    9. 7. Chapter 5 Test

About this course

  • €895,00
  • 52 lessons
  • 0 hours of video content

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