Uganda national AI landscape assessment
Acknowledgements
Foreword
Foreword
Foreword
Table of contents
Executive summary
Abbreviations
1 Introduction
     1.1 Objective and purpose
     1.2 Stakeholders in the AI ecosystem in Uganda
2 Methodology
     2.1 Desk review
     2.2 Baseline survey
     2.3 Stakeholder consultation
     2.4 Benchmarking
     2.5 Ethical consideration
     2.6 Limitations
3 Baseline survey
     3.1 AI policies, legal and regulatory frameworks
     3.2 AI Standards, policies and regulations
     3.3 Hardware and infrastructure for AI
     3.4 AI applications
     3.5 Data management and governance
     3.6 AI skills, human capacity and resources
     3.7 Entities impacted by AI
4 Stakeholder consultation
     4.1 Lack of AI awareness and understanding
     4.2 Lack of skilled workforce and capacity building programmes
     4.3 Data availability, accessibility, and quality issues
     4.4 Limited computational resources and infrastructure
     4.5 Inadequate research and development investment
     4.6 Policy, regulatory and governance gaps
     4.7 High costs of AI solutions
     4.8 Cultural inertia
5 Benchmarking study
     5.1 Selection of countries for the study
     5.2 Strides in creating an enabling environment for AI
     5.3 Existing initiatives, policies, laws, and regulations supporting AI development and deployment
     5.4 Benchmarking study of the United States on AI enabling environment
     5.5 Benchmarking study of Rwanda’s AI enabling environment
     5.6 Benchmarking study of Kenya’s AI enabling environment
     5.7 Benchmarking study of Uganda on AI enabling environment
     5.8 Limitations in carrying out the benchmarking study
6 Proposed AI risk management framework
     6.1 AI risk matrix
     6.2 Legal approach to AI risk management
     6.3 Standard-based approach to AI risk management
     6.4 Framework for AI risk management
     6.5 Features of an effective AI risk management framework
     6.6 Six main components AI risk management framework
7 Recommendations
Appendix 1
Appendix 2
Appendix 3
Appendix 4
References