Do you dream to create good visualizations for your dataset simply like a Google search? If yes, our visionary system DeepEye is committed to fulfill this task. Given a dataset and a keyword query, DeepEye understands the query intent, generates and ranks good visualizations. The user can pick the one he likes and do a further faceted search to easily navigate the visualizations. We detail the architecture of DeepEye, key components, as well as research challenges and opportunities.