Parminder Bhatia's starred repositories

pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

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mxnet

Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more

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CNTK

Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit

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nmt

TensorFlow Neural Machine Translation Tutorial

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eli5

A library for debugging/inspecting machine learning classifiers and explaining their predictions

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DeepLearningForNLPInPytorch

An IPython Notebook tutorial on deep learning for natural language processing, including structure prediction.

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attention-transfer

Improving Convolutional Networks via Attention Transfer (ICLR 2017)

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deepnlp

Deep Learning NLP Pipeline implemented on Tensorflow

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sockeye

Sequence-to-sequence framework with a focus on Neural Machine Translation based on PyTorch

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Repo-2017

My first Python repo with codes in Machine Learning, NLP and Deep Learning with Keras and Theano

tsnejs

Implementation of t-SNE visualization algorithm in Javascript.

mldb

MLDB is the Machine Learning Database

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kaggle_ndsb2017

Kaggle datascience bowl 2017

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LSTM_tsc

An LSTM for time-series classification

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RecurrentHighwayNetworks

Recurrent Highway Networks - Implementations for Tensorflow, Torch7, Theano and Brainstorm

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adaptive-softmax

Implements an efficient softmax approximation as described in the paper "Efficient softmax approximation for GPUs" (http://arxiv.org/abs/1609.04309)

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tf_chatbot_seq2seq_antilm

Seq2seq chatbot with attention and anti-language model to suppress generic response, option for further improve by deep reinforcement learning.

NSC

Neural Sentiment Classification

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emoji2vec

emoji2vec: Learning Emoji Representations from their Description

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autoencoding_vi_for_topic_models

Tensorflow implementation for prodLDA and NVLDA.

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struct-attn

Code for Structured Attention Networks https://arxiv.org/abs/1702.00887

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Neural_Conversation_Models

Tensorflow based Neural Conversation Models

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tf-layer-norm

TensorFlow implementation of normalizations such as Layer Normalization, HyperNetworks.

lang-reps

Code accompanying our EMNLP paper Learning Language Representations for Typology Prediction

neural-semantic-encoders

Reimplementation of Munkhdalai et al's Neural Semantic Encoders (https://arxiv.org/pdf/1607.04315v2.pdf)

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deepteach

DeepTeach - the Interactive Deep Image Classifier Builder

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neural_topic_models

neural_topic_models

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enron-network-using-mapreduce-and-R

Network analysis of Enron Email Dataset using mapreduce and R

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enefail

Enron Email Analysis

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