AI Auditing Essentials
Learn AI audit skill for risk managers, auditors, and compliance professionals covering trustworthiness, fairness, accountability, and data model evaluation.
Skill level
BeginnerTime to complete
Approx. 3 hoursCertificate of completion
YesPrerequisites
None
About this skill path
This journey provides a solid foundation in the principles, practices, and evolving landscape of AI auditing. Designed for risk managers, auditors, data scientists, compliance professionals, and anyone involved in AI oversight, it explores how to evaluate and ensure the trustworthiness, fairness, and accountability of AI systems. Participants will gain practical insights into auditing data and models, especially in high-risk domains such as banking.
Syllabus
AI Auditing
In this track, you will understand the importance of AI auditing in ensuring responsible AI development and deployment, and its impact on governance, transparency, and trust, as well as explore how data quality, lineage, and usage affect audit outcomes, and learn the critical checkpoints for auditing data used in AI systems.
Examine key principles, international standards, and auditing frameworks that support the structured assessment of AI systems, look ahead at emerging trends and tools for auditing AI models, focusing on explainability, bias detection, and lifecycle accountability.
Gain domain-specific insights into evaluating AI models in banking, emphasizing regulatory expectations and risk mitigation strategies in high-stakes environments, and learn how to audit data inputs and features to effectively assess risks associated with AI systems, ensuring robust and reliable model outcomes.
course The Role of AI Auditingcourse The Role of Data in AI Auditingcourse Principles and Frameworks for AI Auditingcourse AI Model Auditing and the Futurecourse AI Model Evaluation in High-Risk Bankingcourse AI Auditing: Data Fundamentals for Risk Assessment
How it works
Expert-led videos
In this skill path, you'll watch videos created by industry-leading experts for some of the biggest tech companies in the world. They'll cover key concepts, go through sample applications, prepare you for industry certifications, and more. Watch on any device — whenever and wherever you want — to learn at your own pace.
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