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Question: What happens when we teach computers how to learn? Answer: Jermey Howard says that the better computers get at intellectual activities, the more they can build better computers to be better at intellectual activities. We will see a kind of change the world has never experienced before.

#jeremyhoward   #learn   #listen   #understand   #artificialintelligence   #examples   #breakthroughs   #deeplearning   #employment #drchristophbrandt
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I’ve been busy updating my software suite, profiling, optimizing, etc, as well as working out the algorithms required for neurogenesis in my AGI. For this vid there are approx 19k neuron groups/ voxels and 142k axon group/ connections, the simulation is running on a single thread just to slow it down so we can see what’s happening.

Up to this point I’ve been generating the initial neuron columns/ voxel positions based on the Fibonacci sequence. This gives a nice even distribution over the models volume, and provides the initial skeletal framework/ layout required for generating the long range tracts/ axons required for passing the GTP facets between cortex areas.

The algorithms for neurogenesis are designed to move/ generate new neurons in to areas that require a higher resolution due to pattern complexity. A new neuron will migrate to its desired position, wait and listen to its neighbours, attach its dendrites/ synapse to the correct locations and then join in with/ enhance the local activity. This has greatly enhanced the learning abilities of the foetal model.

The vid shows how the foetal model, once trained on a specific type/ frequency of stimulus can now learn/ forget completely new/ novel variations with just one exposure.

At the end of the vid you clearly see the higher density of neurons on the stimulated right hemisphere.
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Weekend fun: the designer of the neural network will understand a delicate allusion ;-)

#fun #ArtificialIntelligence #MachineLearning #neuralnetworks
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