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...Gradient error values can then be calculated by subtracting out the differences in digest patterns. A Fractal Neuro Oscillator also can be trained to oscillate in a repeating manner via. a random training algorithm. The paper "Applications of Neuro Oscillators" which describes the network and how to use it is available in the files section. GUI based Python software that demonstrates the oscillator is also available.

...It supports Latin and non-Latin writing systems and produces matching labels alongside the generated images. Users can supply their own corpora, fonts, character sets, backgrounds, and YAML configuration files. Available effects include perspective distortion, random cropping, curved text, borders, variable spacing, lines, embossing, color changes, inversion, and blur. A strict mode retries samples until the selected font supports every required character, which is useful for Chinese and other large character sets. Font-checking and debug tools help identify unsupported glyphs and visualize bounding or rotated boxes. ...

Mullpy is a machine-learning library that mainly aim to solve multi-label problems. It is classifier independent, has many ensemble capabilities (diversity methods like bagging, random subspaces, etc.) and automated results presentation (Excel, images as ROC or class-separated info, etc.). It is fully configurable. At the moment supports Neural Networks and classifiers defined in files. It is working on python3.3.