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dds's Projects

ctr icon ctr

Collaborative modeling for recommendation. Implements variational inference for a collaborative topic models. These models recommend items to users based on item content and other users' ratings.

cvxpy icon cvxpy

A Python-embedded modeling language for convex optimization problems.

deepnet icon deepnet

Implementation of some deep learning algorithms.

gru4rec icon gru4rec

GRU4Rec is the cleaned & simplified implementation of the algorithm of the "Session-based Recommendations with Recurrent Neural Networks" paper, published at ICLR 2016. The code is stripped of features that we had found to be unhelpful in increasing accuracy.

implicit-mf icon implicit-mf

Implicit matrix factorization as outlined in http://labs.yahoo.com/files/HuKorenVolinsky-ICDM08.pdf.

keras icon keras

Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on Theano or TensorFlow.

lda icon lda

Topic modeling with latent Dirichlet allocation

lda-c icon lda-c

This is a C implementation of variational EM for latent Dirichlet allocation (LDA), a topic model for text or other discrete data.

lightfm icon lightfm

A Python implementation of LightFM, a hybrid recommendation algorithm.

lstmvis icon lstmvis

Visualization Toolbox for Long Short Term Memory networks (LSTMs)

neuraltalk icon neuraltalk

NeuralTalk is a Python+numpy project for learning Multimodal Recurrent Neural Networks that describe images with sentences.

prml icon prml

Some IPython notebooks based on Bishop's "Pattern Recognition and Machine Learning" book

prmlt icon prmlt

Pattern Recognition and Machine Learning Toolbox

theano-hf icon theano-hf

General purpose Hessian-free optimization in Theano

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