Climate finance is critical for addressing the multifaceted challenges of climate change, encompassing mitigation, adaptation, and environmental sustainability. This study aims to analyze the determinants of climate finance allocation across these dimensions by getting an accurate estimate climate finance flows using an advanced machine learning approach.