Deep Learning Studies

• Candidate-Sampling
  • https://www.tensorflow.org/versions/r0.12/api_docs/python/nn/candidate_sampling
  • https://www.tensorflow.org/extras/candidate_sampling.pdf
  • https://arxiv.org/abs/1410.8251
  • http://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf
• Fast-Text
  • https://arxiv.org/abs/1607.01759
• Variational Auto Encoder
  • https://github.com/jaywalnut310/Maths-for-ML/blob/master/VAE.pdf
  • https://jaan.io/what-is-variational-autoencoder-vae-tutorial
  • https://github.com/blei-lab/edward/blob/master/examples/vae.py
• Normalizing Flow (Inverse Autoregressive Flow)
  • https://arxiv.org/abs/1505.05770
  • https://arxiv.org/abs/1606.04934
  • https://arxiv.org/abs/1312.6114