UNESCO AI Ethics Contributor
As a UNESCO AI Ethics Contributor, I provided expert input on responsible large language model governance and AI fairness frameworks. My focus was on transparency and accountability in AI-driven systems for emerging markets. This work involved evaluating and advising on the development of ethical AI data practices and responsible training of models. • Recommended best practices for AI model training data and annotation ethics. • Assessed the potential biases in LLM training data for fairness and transparency. • Collaborated with international experts on guidelines for AI data labeling and use. • Supported AI system evaluation with a focus on real-world impact and ethical governance.