金融工程：AI识图关注船舶、电网、钢铁、机器人

• The report discusses the use of convolutional neural networks (CNNs) to model price-volume data and future price trends, transforming these learned features into industry theme indices such as the CSI Smart Shipbuilding Industry Index, CSI Power Grid Equipment Theme Index, CSI Steel Index, and CSI Robotics Index[81][82][87] - The CNN model constructs standardized charts of price-volume data within specific time windows for individual stocks, which are then used to train the model to identify patterns and predict future price movements[81][82] - The CNN model's thematic allocation currently focuses on sectors like shipbuilding, power grids, steel, and robotics, as reflected in the indices mentioned above[81][82][87]