Half-Size

Dimensionality reduction

An algorithm to reduce word embeddings to a specified size while maintaining performance

Code for "Effective Dimensionality Reduction for Word Embeddings".

GitHub

129 stars
9 watching
24 forks
Language: Python
last commit: almost 4 years ago
Linked from 1 awesome list

fasttextglovenips-2017pcawordembedding

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
epierson9/zifa An algorithm for dimensionality reduction in single-cell data with applications in genomics and bioinformatics 108
ziyin-dl/word-embedding-dimensionality-selection An implementation of dimensionality selection procedure for word embeddings in various algorithms. 329
mljs/pca Tool for reducing dimensionality of data by identifying and preserving the most informative directions. 98
beringresearch/ivis A dimensionality reduction framework using a Siamese Neural Network to visualize high-dimensional datasets 332
yingfanwang/pacmap PaCMAP is an algorithm that reduces the dimensionality of data while preserving both global and local structure 582
plasticityai/magnitude A fast and efficient utility package for utilizing vector embeddings in machine learning models 1,635
wildart/manifoldlearning.jl A package for performing nonlinear dimensionality reduction and manifold learning techniques. 92
eyaler/word2vec-slim Slims down a large pre-trained word2vec model to reduce size and improve loading time 213
torchdr/torchdr A PyTorch-based framework for dimensionality reduction and manifold learning 70
vzhong/embeddings Provides fast and efficient word embeddings for natural language processing. 223
xingjunm/dimensionality-driven-learning An implementation of dimensionality-driven learning with noisy labels using deep neural networks and various optimization techniques. 58
benedekrozemberczki/asne A software implementation of a method to reduce the dimensionality of attributed graphs 83
fyu/dilation This project provides a deep learning framework implementing dilated convolutions for semantic image segmentation 782
yfzhang114/llava-align Debiasing techniques to minimize hallucinations in large visual language models 75
bigredt/vico Multi-sense word embeddings learned from visual cooccurrences 25