The mining industry plays a crucial role in the development of the national economy. However, in the era of big data, traditional methods of mining analysis and management struggle to achieve efficient management and analysis. This paper proposed an intelligent analysis middle platform designed specifically for the mining field, aiming to assist mining enterprises in making accurate and efficient decisions in various aspects of their operations. The proposed middle platform system established an end-to-end AI production line, including feature engineering and model deployment, and integrated a knowledge center and an algorithm center. It enabled the organic fusion of domain expert knowledge and artificial intelligence algorithms, facilitating unified management and application of knowledge and algorithms.