I am a 4th year (Part III) mathematics student at the University of Cambridge, broadly interested in developing a scientific understanding of neural networks. I am also interested in mathematical formalisms of intelligent behaviour, such as those based on variational inference (see this post), and neuro-inspired methods of representation learning (such as predictive coding) & reward-based learning, towards systems capable of efficient learning and reasoning.
Posts
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Variational framework for perception and action
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Architectures by symmetry
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Free-energy
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Understanding HTM
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Brief notes on spiking neuron models
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Credit assignment
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