Deep Unsupervised Learning

Earlier videos: https://www.youtube.com/playlist?list=PLWKotBjTDoLj3rXBL-nEIPRN9V3a9Cx07 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/Principal_component_analysis t-Distributed Stochastic Neighbor Embedding (t-SNE) https://lvdmaaten.github.io/tsne/ Vector Representations of Words https://www.tensorflow.org/versions/r1.1/tutorials/word2vec Distributed Representations of Words and Phrases and their Compositionality http://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf #deeplearning #machinelearning