Understanding AI

Concepts, Capabilities, and Core Components

Applications of LLMs

1.05

Understanding the engines behind GenAI

Instructor

Marleen Oberheide

Key Concepts

Training vs. fine-tuning; tokens; scale; limitations

Learning Time

10 minutes

Applications of Agents

1.21

Distinguishing agents from automations and LLMs

Instructor

Marleen Oberheide

Key Concepts

Automation vs. agent; agent vs. trained LLM; agentic AI

Learning Time

10 minutes

Global Laws & Regulations

The EU's Landmark AI Regulation

1.01

What is ISO 42001?

Effect of conformity assessments, applicable requirements and practical steps to comply

Key Concepts

James Miller

Learning Time

10 minutes

2.02

AI Act: Essential Concepts

What and who is covered by the EU AI Act

Key Concepts

AI system, high-risk AI systems, general-purpose AI models, providers, deployers

Etienne Drouard

Learning Time

10 minutes

2.06

AI Act: General-Purpose AI models

GPAI concept and applicable requirements

Key Concepts

GPAI model, GPAI model with systemic risk, Code of practice

Dan Whitehead

Learning Time

10 minutes

2.08

AI Act: Obligations of Deployers of High-Risk AI systems

Applicable requirements and practical steps to comply

Key Concepts

Human oversight, data protection impact assessment, fundamental rights impact assessment

Joke Bodewits

Learning Time

10 minutes

2.09

AI Act: Conformity Assessments

Effect of conformity assessments, applicable requirements and practical steps to comply

Key Concepts

Conformity assessments, notifying authorities, conformity assessment body, standards, certificates, registration

Joke Bodewits

Learning Time

10 minutes

2.1

AI Act: Regulatory Governance, Monitoring and Enforcement

Governance bodies, market surveillance and enforcement powers and penalties

Key Concepts

AI Office, European Artificial Intelligence Board, national competent authorities, market surveillance

Etienne Drouard

Learning Time

10 minutes

2.1

AI GTM Use-Cases

Key Concepts

Karina Arteaga

Learning Time

10 minutes

2.11

AI Act: Global Alignment and Comparisons

Position of the AI Act in relation to international frameworks

Key Concepts

Global responsible AI principles, AI regulatory sandboxes

Etienne Drouard

Learning Time

10 minutes

2.4

Israel’s Privacy Overhaul & AI: What Amendment 13 + PPA AI Guidance Mean in Practice

A13 changes, PPA AI guidance, practical readiness

Key Concepts

Dan Or-Hof

Learning Time

10 minutes

2.5

Intro to DORA

Key Concepts

Gita Shivarattan

Learning Time

10 minutes

2.51

Defining Roles and Responsibilities in AI Contracts

Key Concepts

Olivier Proust

Learning Time

4.04

AI policy in Asia Pacific

Setting the context for digital policy-making, and objectives of regulating AI

Key Concepts

Regulation, governance, policy, Asia, global context

Charmian Aw

Learning Time

10 minutes

4.05

Unpacking AI regulation in North Asia – Part 1

An overview of the key markets in North Asia to watch for AI regulation

Key Concepts

Regulation, Asia, China, Japan, Korea, Taiwan

Charmian Aw

Learning Time

10 minutes

4.06

Unpacking AI regulation in North Asia – Part 2

A focused look at AI regulation in China

Key Concepts

Regulation, Asia, China, Asia

Charmian Aw

Learning Time

10 minutes

4.07

Unpacking AI regulation in South Asia – Part 1

A scan of AI regulatory frameworks in Southeast Asia (ASEAN)

Key Concepts

Regulation, Asia, South, Southeast, ASEAN

Charmian Aw

Learning Time

10 minutes

4.08

Unpacking AI regulation in South Asia – Part 2

A focused look at AI governance in India

Key Concepts

Regulation, Asia, South, India

Charmian Aw

Learning Time

10 minutes

AI Governance In Practice

Implementing Principles, Policies, and Oversight

Operationalising Responsible AI: Tools, Templates, and Traceability

Why model opacity matters and what can be explained

Key Concepts

Carolina Braga

Learning Time

3.01

Bias, Fairness & Discrimination

Understanding how AI encodes and amplifies bias

Key Concepts

Bias, fairness, discrimination, training data, algorithmic bias, disparate impact

Learning Time

3.01

Ethical Principles in AI Governance

Key Concepts

Seto Adenuga

Learning Time

3.02

Transparency & Explainability

Why model opacity matters and what can be explained

Key Concepts

Transparency, explainability, interpretability, LLMs, deep learning

Learning Time

3.02

Inside the AI-Driven GTM Function

Key Concepts

Karina Arteaga

Learning Time

10 minutes

3.03

Accountability & Responsibility

Who is accountable when AI harms?

Key Concepts

Accountability, responsibility, liability, governance frameworks

Learning Time

3.2

Structuring AI Oversight: Committee Design

Key Concepts

Linda Thielová

Learning Time

10 minutes

3.25

AI by Design: Embedding Ethics in Development

Key Concepts

Julia Magrani

Learning Time

3.52

AI by Design in Third-Party AI Models

Key Concepts

Julia Magrani

Learning Time

Risk, Testing & Oversight

Emerging Ideas & Diverse Approaches to Regulation.

Saying Yes - Building the Enabling Privacy Function

Key Concepts

Dr. Sachiko Scheuing

Learning Time

4.02

DSARs & Automated Decisions in HR AI

How to triage DSARs involving AI (candidates/employees), identify automated decision-making, and scope what to disclose. Plain-language explanations of logic, key factors, and safeguards, without exposing IP or creating new risks. Escalation and redaction rules, plus documentation patterns that satisfy regulators and internal audit.

Key Concepts

Temitayo Ogunmokun

Learning Time

10 minutes

4.02

AI Governance in Financial Services

Balancing innovation, assurance, and regulatory control.

Key Concepts

Gita Shivarattan

Learning Time

4.02

From Privacy to AI Governance

Key Concepts

Gita Shivarattan

Learning Time

4.12

Building Leadership Confidence in Responsible AI

Key Concepts

Carolina Braga

Learning Time

10 minutes

4.17

Shared Language in AI Governance

Defining the essential AI knowledge required for informed oversight and effective governance.

Key Concepts

AI literacy, technical knowledge, conceptual understanding, ethical implications.

Linda Thielová

Learning Time

10 minutes

4.21

Using AI to Support Internal Mobility (HR)

Key Concepts

Petruta Pirvan

Learning Time

10 minutes

4.22

Governing AI at Speed

Key Concepts

Julia Magrani

Learning Time

10 minutes

4.22

AI in Digital Marketing

Key Concepts

Dr. Sachiko Scheuing

Learning Time

10 minutes

4.25

AI in the Workplace

Key Concepts

Petruta Pirvan

Learning Time

10 minutes

4.36

Extending Privacy Artefacts to Cover AI Systems (part 2)

Key Concepts

João Lamim

Learning Time

10 minutes

Third-Party Risk & Procurement

Anticipating Risks and Building Robust AI Systems

5.02

Privacy & Security - Cornerstones of AI Governance

Key Concepts

Ulrika Dellrud

Learning Time

10 minutes

Ethics & Responsible AI

Anticipating Risks and Building Robust AI Systems

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Post-Deployment AI Governance: Continuous Oversight

Monitor & adjust post-deployment AI governance

Learn how to manage AI governance frameworks post-deployment and make ongoing adjustments.

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From Principles to Practice: Designing AI Governance

Translate principles into operational rules

Learn how to take key AI governance principles and translate them into actionable operational rules.

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Fairness in AI Vendor Contracts

Embedding fairness in AI vendor contracts

The critical aspects of drafting and reviewing contracts with third-party AI vendors to ensure adherence to ethical standards, particularly regarding fairness and non-discrimination.

6.04

The Next Critical Governance Risk: AI Agents

Key Concepts

Jose Belo

Learning Time

10 minutes

6.12

Monitoring in AI Governance

Monitor and adjust governance frameworks after deployment

Key Concepts

Post-deployment AI governance: continuous monitoring and adjustment.

Linda Thielová

Learning Time

10 minutes

6.13

Reporting & Escalation in AI Governance

Establish effective escalation for AI issues

Key Concepts

AI issue reporting, escalation, incident management.

Linda Thielová

Learning Time

10 minutes

Learn AI. Get Ahead.

1

Understanding AI

2

AI Laws & Frameworks

3

Accountability, Ethics & Transparency

4

Building AI Governance Programs

5

Third-Party Risk & Procurement

6

Risk, Robustness & Oversight

Understanding AI

Applications of LLMs

Applications of Agents

Global Laws & Regulations

What is ISO 42001?

AI Act: Essential Concepts

AI Act: General-Purpose AI models

AI Act: Obligations of Deployers of High-Risk AI systems

AI Act: Conformity Assessments

AI Act: Regulatory Governance, Monitoring and Enforcement

AI GTM Use-Cases

AI Act: Global Alignment and Comparisons

Israel’s Privacy Overhaul & AI: What Amendment 13 + PPA AI Guidance Mean in Practice

Intro to DORA

Defining Roles and Responsibilities in AI Contracts

AI policy in Asia Pacific

Unpacking AI regulation in North Asia – Part 1

Unpacking AI regulation in North Asia – Part 2

Unpacking AI regulation in South Asia – Part 1

Unpacking AI regulation in South Asia – Part 2

AI Governance In Practice

Operationalising Responsible AI: Tools, Templates, and Traceability

Bias, Fairness & Discrimination

Ethical Principles in AI Governance

Transparency & Explainability

Inside the AI-Driven GTM Function

Accountability & Responsibility

Structuring AI Oversight: Committee Design

AI by Design: Embedding Ethics in Development

AI by Design in Third-Party AI Models

Risk, Testing & Oversight

Saying Yes - Building the Enabling Privacy Function

DSARs & Automated Decisions in HR AI

AI Governance in Financial Services

From Privacy to AI Governance

Building Leadership Confidence in Responsible AI

Shared Language in AI Governance

Using AI to Support Internal Mobility (HR)

Governing AI at Speed

AI in Digital Marketing

AI in the Workplace

Extending Privacy Artefacts to Cover AI Systems (part 2)

Third-Party Risk & Procurement

Privacy & Security - Cornerstones of AI Governance

Ethics & Responsible AI

Post-Deployment AI Governance: Continuous Oversight

From Principles to Practice: Designing AI Governance

Fairness in AI Vendor Contracts

The Next Critical Governance Risk: AI Agents

Monitoring in AI Governance

Reporting & Escalation in AI Governance

Early Access closes 31 January