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A (failed) experiment with neural networks and a new neural network design to perform object recognition in image data

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morpheby/kitti-car-recognition-experiment

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Morphe-µ project

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This project was intended to test a hypothetical neural network architecture, and it failed. You can read through the whole experimenting process in mm-neural-class1-study.ipynb.

I post this project with the hopes that maybe someone will find this useful.

Short note on the proposed NN structure

The core idea was to implement an MLP that would output weights for another MLP, and those provide better (and presumably, faster converging) fitting. Unfortunately, all attempts at modeling this architecture turned out to be either of almost same performance as usual MLP, or worse, and they require much more memory and processing power to be trained.

For more information, read mm-neural-class1-study.ipynb.

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A (failed) experiment with neural networks and a new neural network design to perform object recognition in image data

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