awesome-deeplearning-resources

2014

A survey of multiple classifier systems as hybrid systems. science :star:
A survey on feature selection methods. science :star:
[DeepFaceVariant] Deep Learning Face Representation from Predicting 10,000 Classes. [pdf] [code] :star:
Dropout: A Simple Way to Prevent Neural Networks from Overfitting. [pdf]
Generative Moment Matching Networks. [arxiv] [code]
[Inception V1] Going Deeper with Convolutions. [url] :star:
Learning Longer Memory in Recurrent Neural Networks. [url]
Learning to Execute. [url]
Multi-scale Orderless Pooling of Deep Convolutional Activation Features. arxiv :star:
Network In Network. arxiv] :star:
[OverFeat] OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks. arxiv] code :star:
Recurrent Neural Network Regularization. arxiv tensorflow :star:
Show and Tell: A Neural Image Caption Generator.[url] :star:
[SPPNet] Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition. arxiv keras :star:
Striving for Simplicity: The All Convolutional Net. [arxiv] :star:
Towards end-to-end speech recognition with recurrent neural networks.[pdf] :star:
[VGGNet] Very Deep Convolutional Networks for Large-Scale Image Recognition. arxiv code :star:
What Regularized Auto-Encoders Learn from the Data. arxiv

[GAN] Generative Adversarial Nets. arxiv code :star:
[CGNA] Conditional Generative Adversarial Nets. arxiv code :star:
Deep Visual-Semantic Alignments for Generating Image Descriptions. arxiv :star:
Explaining and Harnessing Adversarial Examples. arxiv
On distinguishability criteria for estimating generative models. arxiv
[VAE] Semi-Supervised Learning with Deep Generative Models. arxiv code tensorflow :star:

End-to-end Continuous Speech Recognition using Attention-based Recurrent NN: First Results. [arxiv]
Memory Networks. [arxiv] :star:
Multiple Object Recognition with Visual Attention. [url]
[Attention In NLP First] Neural Machine Translation by Jointly Learning to Align and Translate. [arxiv] [code] :star:
[First Memory Paper] Neural Turing Machines. [arxiv] :star:
[RAM] Recurrent Models of Visual Attention. [arxiv] [tensorflow] :star:
[Seq2Seq] Sequence to Sequence Learning with Neural Networks. [arxiv] [code] :star:

Deep Learning for Real-Time Atari Game Play Using Offline Monte-Carlo Tree Search Planning.[url]

Adaptation regularization: a general framework for transfer learning. [pdf] :star:
Heterogeneous Domain Adaptation for Multiple Classes. [pdf]
How transferable are features in deep neural networks? arxiv
Hybrid heterogeneous transfer learning through deep learning. [pdf]
Learning with Augmented Features for Supervised and Semi-supervised Heterogeneous Domain Adaptation. [pdf]
Machine learning for targeted display advertising: transfer learning in action. [url]
Source Free Transfer Learning for Text Classification. [pdf]

A Convolutional Neural Network for Modelling Sentences. arxiv code :star:
Automatic Construction and Natural-Language Description of Nonparametric Regression Models. [url]
Convolutional Neural Networks for Sentence Classification. arxiv tensorflow :star:
Distributed Representations of Sentences and Documents Generating Distribution. [url] :star:
Effective Use of Word Order for Text Categorization with Convolutional Neural Networks. [url]
Grammar as a Foreign Language. [url]
[GRU] Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation. arxiv :star:
On the Properties of Neural Machine Translation- Encoder-Decoder Approaches. [url]
On Using Very Large Target Vocabulary for Neural Machine Translation. [url]
Reading Text in the Wild with Convolutional Neural Networks. [url]
[Seq2Seq] Sequence to Sequence Learning with Neural Networks. arxiv code :star:

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