We argue for the need for a new generation of data science solutions that can democratize recent advances in data engineering and artificial intelligence for non-technical users from various disciplines, enabling them to unlock the full potential of these solutions. To do so, we adopt an approach whereby computational creativity and conversational computing are combined to guide non-specialists intuitively to explore and extract knowledge from data collections. The paper introduces MATILDA, a creativity-based data science design platform, showing how it can support the design process of data science pipelines guided by human and computational creativity.

翻译：我们认为需要新一代数据科学解决方案，能够将数据工程和人工智能领域的最新进展普及给来自不同学科的非技术用户，使其能够充分释放这些解决方案的潜力。为此，我们采用了一种将计算创造力与对话式计算相结合的方法，直观地引导非专业人士探索并从数据集合中提取知识。本文介绍了基于创造力的数据科学设计平台MATILDA，展示了它如何在人类与计算创造力的引导下支持数据科学流水线的设计过程。