AI Ethics & Governance
Learn to identify algorithmic bias, audit complex models, and implement governance structures compliant with emerging African data protection laws (like POPIA a...
Learn to identify algorithmic bias, audit complex models, and implement governance structures compliant with emerging African data protection laws (like POPIA a...
AI scale demands responsible deployment. This bootcamp provides technology leaders, risk officers, and policy developers with the actionable frameworks needed to implement transparent, fair, and legally compliant AI systems. You will learn to identify algorithmic bias, design and execute rigorous risk audits, construct system safeguard overrides, and establish accountability pipelines. This program prepares you to confidently navigate emerging international frameworks, including the EU AI Act and African regional guidelines.
Core mathematical definitions of fairness (demographic parity, equalized odds). How historical biases pollute training data.
Using the Fairlearn library to measure and visualize disparate impact in a recruitment algorithm.
Weekly Assignment: Write a bias mitigation brief based on an audit of a real-world predictive policing system.
Week 1 Quiz - Bias Detection & Algorithmic Fairness
00:30:00Comparative analysis of data laws: South Africa's POPIA, Nigeria's NDPR, the EU AI Act, and the AU Continental AI Strategy
Mapping an AI pipeline architecture against legal compliance requirements; building a data lifecycle catalog.
Weekly Assignment: Draft a formal Data Privacy Impact Assessment (DPIA) for a medical diagnosis application.
Week 2: Regulatory Landscapes Quiz
00:30:00Adversarial attacks on LLMs (jailbreaks, prompt injection, data poisoning). Explainable AI (XAI) concepts.
Executing basic red-teaming exercises on an open-source chatbot to find safety loopholes.
Weekly Assignment: Generate a "Model Card" detailing risk considerations, target audience, and training limits for an AI model.
Week 3: Model Auditing, Vulnerability, & Red-Teaming Quiz
00:30:00Designing cross-functional AI safety committees. Writing corporate AI codes of conduct.
Mock governance board session—auditing, defending, and voting on whether to deploy a controversial scoring system.
Capstone Milestone: Create a comprehensive Corporate AI Governance Framework tailored to a mid-sized African enterprise.
Week 4: Ethical AI Policy Drafting & Corporate Governance Quiz
00:30:00Familiarity with general software product concepts or business policy operations.
Access to a web browser and document processing software.
Build and implement a comprehensive AI Governance Framework for enterprise projects.
Conduct formal bias and transparency audits using standard assessment matrices.
Translate legal regulations (like the EU AI Act) into actionable development requirements.
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language
English
Duration
02h 00mLevel
intermediate
Expiry period
1 Months
Certificate
Yes
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English
Certificate Course
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02h 00m
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