You can also play around by passing the filter_indices parameter different indices corresponding to different output classes from the ImageNet dataset. You could also pass it a list of two integers, corresponding to two different output classes. This basically lets your neural network imagine visual combinations of two separate output classes by simultaneously visualizing the activations pertaining to both output classes. These can at times turn out to be very interesting, so let both your imaginations run wild! It is noteworthy that Google's DeepDream leverages similar concepts, showing how overexcited activation maps can be superimposed over input images to generate artistic patterns and images. The intricacy of these patterns is at times remarkable and awe-inspiring:
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You're reading from Hands-On Neural Networks with Keras
Niloy Purkait is a technology and strategy consultant by profession. He currently resides in the Netherlands, where he offers his consulting services to local and international companies alike. He specializes in integrated solutions involving artificial intelligence, and takes pride in navigating his clients through dynamic and disruptive business environments. He has a masters in Strategic Management from Tilburg University, and a full specialization in data science from Michigan University. He has advanced industry grade certifications from IBM, in subjects like signal processing, cloud computing, machine and deep learning. He is also perusing advanced academic degrees in several related fields, and is a self-proclaimed lifelong learner.
Read more about Niloy Purkait
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Niloy Purkait is a technology and strategy consultant by profession. He currently resides in the Netherlands, where he offers his consulting services to local and international companies alike. He specializes in integrated solutions involving artificial intelligence, and takes pride in navigating his clients through dynamic and disruptive business environments. He has a masters in Strategic Management from Tilburg University, and a full specialization in data science from Michigan University. He has advanced industry grade certifications from IBM, in subjects like signal processing, cloud computing, machine and deep learning. He is also perusing advanced academic degrees in several related fields, and is a self-proclaimed lifelong learner.
Read more about Niloy Purkait