word vectors
2 episodes mention this concept
lexfridmanSep 27, 2016Sequence to Sequence Deep Learning: From Smart Reply to Attention Mechanisms
TechnologySequence to Sequence Learning (Seq2Seq)Recurrent Neural Networks (RNNs)Encoder-Decoder ArchitectureAttention Mechanism- lexfridmanSep 27, 2016
Deep Learning for Natural Language Processing: Foundations, Word Vectors, and Recurrent Neural Networks
TechnologyNatural Language Processing (NLP)Deep LearningArtificial Intelligence (AI)Linguistics
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Related concepts
Concepts that appear alongside word vectors across episodes.
- beam search decoding
- sequence to sequence learning (seq2seq)
- softmax
- hyperbolic tangent
- recurrent neural networks (rnns)
- model selection (underfitting/overfitting)
- greedy decoding
- tokenization and normalization
- scheduled sampling
- hidden states
- bag-of-words representation
- out-of-vocabulary (oov) words
- fixed-length representation
- logistic regression
- encoder-decoder architecture
- attention mechanism
- auto-regressive models
- stochastic gradient descent (sgd)
- auto-differentiation