Ask Your Data—Supporting Data Science Processes by Combining AutoML and Conversational Interfaces

Data Science is increasingly applied for solving real-life problems, in industry and academic research, but mastering requires an interdisciplinary education that still scarce on the market. Thus, there a growing need user-friendly tools allow domain experts to directly apply data analysis methods their datasets, without involving expert. In this scenario, we present DSBot, assistant can analyze user produce answers by several techniques. DSBot understands research question with help of conversation interaction, produces science pipeline automatically executes order generate analysis. The strength lies design rich specific language modeling pipelines, use suitable neural network machine translation questions, availability vast dictionary pipelines matching output, natural technology provided conversational agent. We empirically evaluated capabilities autoML performances system. task, it obtains BLEU score 0.8. prediction tasks, outperforms TPOT, tool, 19 datasets out 30.