With its extremely strong capability of data analysis, machine learning has shown versatile potential in the revolution materials research paradigm. Here, taking dielectric capacitors and lithium-ion batteries as two representative examples, we review substantial advances development energy storage materials. First, a thorough discussion framework science is presented. Then, summarize applicati...