Skip to content

Latest commit

 

History

History
71 lines (51 loc) · 3.32 KB

File metadata and controls

71 lines (51 loc) · 3.32 KB

Coursera:Deeplearning.ai Convolutional Neural Network (Course 4) Papers

Links to all the papers for the course of Convolutional Neural Network by Ruby Childs Convolutional Neural Network Course 3 of deeplearning.ai specilization

Coursera:Deeplearning.ai Sequence Model Papers

Below are all the papers mentioned in the Sequence Model Course as part of Coursera Deeplearning.ai specilization

Week 1

GRU

On the Properties of Neural Machine Translation: Encoder-Decoder Approaches Kyunghyun Cho, Bart van Merrienboer, Dzmitry Bahdanau, Yoshua Bengio

Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung, Caglar Gulcehre, KyungHyun Cho, Yoshua Bengio

LSTM

LSTM Sepp Hochreiter et al

Week 2

Skip-Grams, Hierarchical Softmax

Efficient Estimation of Word Representations in Vector Space

Negative Sampling

Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeffrey Dean

Glove

GloVe: Global Vectors for Word Representation Jeffrey Pennington, Richard Socher, Christopher D. Manning

Debaising Word Embeddings

Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings

Week 3

Sequence to Sequence Model

Sequence to Sequence Learning with Neural Networks Ilya Sutskever, Oriol Vinyals, Quoc V. Le

Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho, Bart van Merrienboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, Yoshua Bengio

Image Captioning

Deep Captioning with Multimodal Recurrent Neural Networks (m-RNN) Junhua Mao, Wei Xu, Yi Yang, Jiang Wang, Zhiheng Huang, Alan Yuille

Show and Tell: A Neural Image Caption Generator Oriol Vinyals, Alexander Toshev, Samy Bengio, Dumitru Erhan

Deep Visual-Semantic Alignments for Generating Image Descriptions Andrej Karpathy, Li Fei-Fei

Bleu Score

BLEU: a Method for Automatic Evaluation of Machine Translation Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu

Attention based intuation

Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau, Kyunghyun Cho, Yoshua Bengio

Show, Attend and Tell: Neural Image Caption Generation with Visual Attention Kelvin Xu, Jimmy Ba, Ryan Kiros, Kyunghyun Cho, Aaron Courville, Ruslan Salakhutdinov, Richard Zemel, Yoshua Bengio

Speech Recognition

[Connectionist Temporal Classification: Labelling Unsegmented Sequence Data with Recurrent Neural Networks] ftp://ftp.idsia.ch/pub/juergen/icml2006.pdf

Thanks Samrat Saha