dgl
BotLibre
| dgl | BotLibre | |
|---|---|---|
| 4 | 1 | |
| 13,018 | 561 | |
| 0.8% | -0.7% | |
| 9.9 | 6.6 | |
| 8 days ago | about 1 month ago | |
| Python | Java | |
| Apache License 2.0 | Eclipse Public License 1.0 |
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dgl
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[P] We are building a curated list of open source tooling for data-centric AI workflows, looking for contributions.
For graph embeddings, there's quite a few. I'd recommend this one, but there's also this one (disclaimer: I'm the author) or this one, more of a DGL library.
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Detecting Out-of-Distribution Datapoints via Embeddings or Predictions
For trees/graphs, you’ll want a neural net that can take these as inputs for which I’m not sure a standard library exists. One recommendation is to checkout dgl: https://github.com/dmlc/dgl
- Beyond Message Passing: A Physics-Inspired Paradigm for Graph Neural Networks
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[D] Convenient libs to use for new research project at the intersection of GNN and RL.
The best pkg for GCN - https://github.com/dmlc/dgl
BotLibre
What are some alternatives?
pytorch_geometric - Graph Neural Network Library for PyTorch
learn - Neuro-symbolic interpretation learning (mostly just language-learning, for now)
pytorch_geometric_temporal - PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)
refinery - The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.
torchdrug - A powerful and flexible machine learning platform for drug discovery
DKPro Core - Collection of software components for natural language processing (NLP) based on the Apache UIMA framework.
spektral - Graph Neural Networks with Keras and Tensorflow 2.
deodel - A mixed attributes predictive algorithm implemented in Python.
deep_gcns_torch - Pytorch Repo for DeepGCNs (ICCV'2019 Oral, TPAMI'2021), DeeperGCN (arXiv'2020) and GNN1000(ICML'2021): https://www.deepgcns.org
simplenlg - Java API for Natural Language Generation. Originally developed by Ehud Reiter at the University of Aberdeen’s Department of Computing Science and co-founder of Arria NLG. This git repo is the official SimpleNLG version.
SuperGluePretrainedNetwork - SuperGlue: Learning Feature Matching with Graph Neural Networks (CVPR 2020, Oral)
sematle - NLU service that converts plain English to known and structured data.