A free, self-paced online module in two parts that helps UN personnel recognize and reduce gender bias in generative AI, using examples from UN operations and the Women, Peace and Security agenda. Part 1 explains in plain language what AI and generative AI are and how they can produce biased content; Part 2 shows how these tools can introduce bias into otherwise neutral content and offers practical steps to catch and reduce it in everyday work.

This learning path begins with an introduction to UN 2.0, followed by an exploration of the five cross-cutting competence areas—known as the Quintet of Change. You'll start by building a solid foundation with LinkedIn courses that showcase how these competencies are applied in today’s business world. Next, dive deeper into each area with advanced sub-learning paths. These include high-level LinkedIn courses from which you can understand how you can build that cross-cutting competence into your work area. This is accompanied by key UN materials, essential policies, strategies, and tools. Finally, the journey concludes with a curated collection of UNICEF’s most valuable learning resources.

By taking this course, you'll learn to: - Deeply understand generative AI, describing the key steps in a typical LLM-based generative AI lifecycle, from data gathering and model selection, to performance evaluation and deployment - Describe in detail the transformer architecture that powers LLMs, how they’re trained, and how fine-tuning enables LLMs to be adapted to a variety of specific use cases - Use empirical scaling laws to optimize the model's objective function across dataset size, compute budget, and inference requirements - Apply state-of-the art training, tuning, inference, tools, and deployment methods to maximize the performance of models within the specific constraints of your project - Discuss the challenges and opportunities that generative AI creates for businesses after hearing stories from industry researchers and practitioners

What is innovation management? How do firms bring in new business models and get new products and services to the market? Go on a nine-week journey through innovation management concepts, theories of idea generation, selection, strategy formulation and implementation in this MOOC in Innovation Management. In it, you will also learn the tools for implementing innovation projects yourself. Guided by world-class academics, you will develop an innovative mindset and expertise in how firms successfully create new ideas for marketing new products. The syllabus also includes sessions about innovation strategy, idea management and social networks.