Stars
Source code for transferable dialogue state generator (TRADE, Wu et al., 2019). https://arxiv.org/abs/1905.08743
Codes for our paper "SentiLARE: Sentiment-Aware Language Representation Learning with Linguistic Knowledge" (EMNLP 2020)
Code for SentiBERT: A Transferable Transformer-Based Architecture for Compositional Sentiment Semantics (ACL'2020).
Demonstration of Wasserstein GAN. Using Earth Mover's distance to measure similarity between two distributions
Annotated, understandable, and visually interpretable PyTorch implementations of: VAE, BIRVAE, NSGAN, MMGAN, WGAN, WGANGP, LSGAN, DRAGAN, BEGAN, RaGAN, InfoGAN, fGAN, FisherGAN
A set of notes, in the form of a simple Github Pages site, which will serve as a complete crash course on the various areas of mathematics essential to understanding machine learning.
Code to build VAE models that are jointly conditioned.
🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP
Keras Implementation of adverserial autoencoder (AAE)
A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.
Google Research
PyTorch implementations of NVDM, GSM, NTM, NTMR
Code to compute topic coherence for several topic cardinalities and aggregate scores across them
Aggregation Cross-Entropy for Sequence Recognition. CVPR 2019.
Interpolation in D-dimensional spaces using inverse distance weighted, k-nearest neighbours
Estimators for the entropy and other information theoretic quantities of continuous distributions
CorEx or "Correlation Explanation" discovers a hierarchy of informative latent factors. This reference implementation has been superseded by other versions below.
LSTM Autoencoder that works with variable timesteps
A directory listing of all my pandas canonicals on Stack Overflow to date.
Code repository for Deep Learning with Keras published by Packt
Extract Keywords from sentence or Replace keywords in sentences.
ocr, cnn+lstm+ctc, crnn, recognition model, tensorflow