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Climate change poses a pressing global challenge, demanding effective prediction and mitigation strategies. By understanding how carbon credits incentivize carbon reduction, we can gain insights into potential climate outcomes and help analyze the efficiency of carbon reduction strategies. We explore the integration of AI techniques into financial modeling to predict climate change patterns based on carbon credit analysis.This paper explores the potential of Artificial Intelligence driven financial modeling to leverage carbon credits analysis, including aspects like generation, market value, and other financial factors, in predicting climate change.