Competition has always driven people to achieve results that are better than they might have achieved working alone. Knowledge 4 All Foundation runs its highly successful Challenges programme, enabling its members to create their own Machine Learning challenges for each other and to disseminate their results in K4A-sponsored workshops. The Challenges also enabled diverse real-world applications from other fields to be introduced to the machine learning community. More than twenty challenges were held during the lifetime of PASCAL2 and PASCAL, some now so established that they have steered research agendas across the world; their regular workshops are almost conferences in their own right. From sign language to mind-reading, and heart sounds to distorted galaxies, here are some of the challenges.
Cracking the language barrier for education in UNESCO Member States, with special focus on developing countries that have "fragmentary" or "weak/no" machine translation support for educational texts