Deep Unsupervised Learning

Описание: Earlier videos:
   • Deep Learning Crash Course  

Highlights:

Unsupervised Learning
Dimensionality Reduction
Curse of Dimensionality
Autoencoders
Denoising autoencoders
Representation learning
Distributed representation
Word embeddings
Word2Vec
Analogical reasoning

References and further reading:

Deep Learning by Ian Goodfellow:
http://www.deeplearningbook.org/

Principal Component Analysis
https://en.wikipedia.org/wiki/Princip...

t-Distributed Stochastic Neighbor Embedding (t-SNE)
https://lvdmaaten.github.io/tsne/

Vector Representations of Words
https://www.tensorflow.org/versions/r...

Distributed Representations of Words and Phrases and their Compositionality
http://papers.nips.cc/paper/5021-dist...

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