Hi, vectorized data can be used with CNN directly. But, it is necessary to know whether the vectorization is correct or not. It should be adapted to the input dimensions required by CNN and further processing for the required output dimension as well. The case that you mention is close to the example shown in the following link (CNN applied to vectroized inputs for time series data):