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Different Neural Network Algorithm #6
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I've noticed the same results. I'm largely convinced that the backing network architecture needs to be changed. I've been working on cleaning up the code to make that an easier process. |
I'm thinking that switching to a Long Short-Term Memory network will improve the training speed. The convolution network seems to plateau really quickly. I've let this run overnight, and all day long, for multiple days, and I've never gotten 2048. |
It's likely that a convolution network isn't sufficient for this type of problem. I'm beginning to think that a better solution would be a Long Short-Term Network. This means using a different neural network platform than ConvNetJS. Synaptic is a quality system that's architecture free, and just so happens to have examples of how to setup a LST Net on their README.md
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