Analyst Anthony Di Pizio predicts Nvidia's stock will surge following its fiscal Q4 earnings report on February 25th. The company, a leader in AI GPUs, is expected to unveil a new chip architecture, the Rubin, which promises significant performance improvements. This comes as the AI hardware industry revolves around Nvidia's innovations, driving expectations for strong financial results.