To be able to answer these questions, our network must have several memory cells, where each can store quasi-dependent bits of information regarding the subject of our enquiry, the French emperor Napoleon Bonaparte. In practice, an LSTM unit can have multiple memory cells, each storing different representations from the input sequence. One may store the gender of the subject, another may store the fact that there are multiple subjects, and so on. For the purpose of having clear illustrations, we have taken the liberty of depicting only one memory cell per diagram in this chapter. We do this because understanding the principle behind the workings of one cell will suffice to extrapolate the functioning of a memory block with multiple memory cells. The part of the LSTM that contains all its memory cells is referred to as a memory block. The adaptive information...
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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.
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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