cnn lstm python code
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sure, i'll provide you with a tutorial on implementing a convolutional neural network (cnn) with long short-term memory (lstm) layers in python using a code example. this type of architecture is commonly used for tasks such as video analysis, where both spatial and temporal features are important.
let's assume we are working on a task like action recognition in videos. we'll use a combination of cnn for spatial feature extraction and lstm for capturing temporal dependencies.
make sure you have the necessary libraries installed. you can install them using:
assuming you have a dataset of video frames, load and preprocess the data. ensure that the data is divided into sequences for the lstm.
make sure to adjust the input shape, number of filters, and other parameters based on your specific task and dataset.
this example demonstrates a basic implementation of a cnn-lstm model in tensorflow/keras. adjust the architecture and parameters according to your specific use case and dataset. additionally, consider adding regularization techniques, dropout layers, or other improvements based on your needs.
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