fig1

From: Harnessing machine learning for electrochemical CO₂ reduction: current progress and future perspectives

Harnessing machine learning for electrochemical CO<sub>2</sub> reduction: current progress and future perspectives

Figure 1. An overview of machine-learning applications in Electrocatalytic CO₂RR. ML in four key research directions: catalyst activity prediction (Adapted from Ref.^[16] under a Creative Commons Attribution 4.0 International license)^[16], product selectivity prediction, reaction pathway identification (Adapted with permission from Ref.^[23] Copyright 2022 American Chemical Society)^[23], and electrolyte/environment regulation. CO₂RR: Carbon dioxide reduction.