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Davis Liang's Projects

rectilinearcurvaturequantifier icon rectilinearcurvaturequantifier

This is some unfinished code that can create rectilinear and curved filter banks of varying sizes, orientations, and angles. The idea was to develop a network that used these handcrafted features to selectively extract information and classify images based on the extracted curvature and rectilinear features. This network is superseded by my PSD classifier, which is detailed in another repository.

reduction icon reduction

Reduction is a python script which automatically summarizes a text by extracting the sentences which are deemed to be most important.

returnn icon returnn

The RWTH extensible training framework for universal recurrent neural networks

rnn_generalized icon rnn_generalized

My first RNN implementation. It features arbitrary numbers of hidden units and arbitrary number of time steps. Arbitrary input and targets can be processed with a few minor changes (delete two lines, check consistency). The RNN learns with the Backpropagation Through Time algorithm. Python version coming soon.

semantic icon semantic

[For Fun - Complete] CNN that regresses on semantic representations instead of one-hot softmax. Zero Shot Learner.

tensorflow icon tensorflow

Open source software library for numerical computation using data flow graphs.

themodel icon themodel

A standard implementation for "The Model" (TM, Dailey and Cottrell (1999)), containing a sample dataset for preprocessing (Gabor Filtering and PCA), and a two-layer neural network for training on face recognition.

themodel_old icon themodel_old

My implementation of Garrison Cottrell's The Model, a neural network model of the Fusiform Face Area. The code includes modular code with preprocessing, PCA, filtering, SGD capabilities. This version is for facial affect and identity recognition (specifically for composite faces). ReadMe will be available soon...

wer_are_we icon wer_are_we

Attempt at tracking states of the arts and recent results (bibliography) on speech recognition.

youtokentome icon youtokentome

Unsupervised text tokenizer focused on computational efficiency

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