Top 17 Python knowledge-graph Projects
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Project mention: Observe differences in the behavior of recommendation models using RecBole | dev.to | 2022-01-05
RecBole seems to be a joint project started by the laboratories of Renmin University of China and Peking University, and it appeared on arxiv in November 2020. In August 2021, the module that we provide reached v1.0, and it seems to be used by various people in earnest.
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Project mention: Are there any good modules for Text to speech generation and Text summarization? | reddit.com/r/Python | 2022-04-04
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Scout APM
Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.
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rubrix
✨ Rubrix, open-source framework for data-centric NLP. Data annotation and monitoring for enterprise NLP
Project mention: No training data, no problem! Few-shot NER with a practical example | reddit.com/r/learnmachinelearning | 2022-05-10Rubrix, the open-source tool for data-centric NLP: https://github.com/recognai/rubrix
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contextualise
Contextualise is an effective tool particularly suited for organising information-heavy projects and activities consisting of unstructured and widely diverse data and information resources
Project mention: Personal Knowledge Management (PKM) open source application: Contextualise | news.ycombinator.com | 2021-11-23 -
dgl-ke
High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.
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Project mention: [D] what percent of top conference papers fudge results? | reddit.com/r/MachineLearning | 2022-02-25
QA-GNN (https://github.com/michiyasunaga/qagnn from a Stanford lab) had some issues with their evaluation, but more importantly this work 'GNN is counting?...' (https://openreview.net/forum?id=hzmQ4wOnSb) showed that they can achieve better results with an extremely simplistic 1-dim GNN model - so the performance of QA-GNN was mainly due to data. AFAIK there were discussions around this, but now if you go to QA-GNN repo they have disabled issues tab.
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SonarLint
Deliver Cleaner and Safer Code - Right in Your IDE of Choice!. SonarLint is a free and open source IDE extension that identifies and catches bugs and vulnerabilities as you code, directly in the IDE. Install from your favorite IDE marketplace today.
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Contextualise is a simple but effective tool particularly suited for organising information-heavy projects and activities consisting of unstructured and widely diverse data and information resources: https://github.com/brettkromkamp/contextualise. Contextualise's main dependency is TopicDB, an open source topic maps-based graph store implemented in Python. The Contextualise web application is implemented with the Flask framework.
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Project mention: [P] Knowledge Graph Completion With CoDEx | reddit.com/r/MachineLearning | 2021-09-21
Code for https://arxiv.org/abs/1911.03903 found: https://github.com/svjan5/kg-reeval
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codex
CoDEx: A set of knowledge graph Completion Datasets Extracted from Wikidata and Wikipedia (by tsafavi)
Project mention: [P] Knowledge Graph Completion With CoDEx | reddit.com/r/MachineLearning | 2021-09-21 -
Project mention: [R] Zero-Shot Learning with Common Sense Knowledge Graphs | reddit.com/r/MachineLearning | 2021-09-03
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PheKnowLator
PheKnowLator: Heterogeneous Biomedical Knowledge Graphs and Benchmarks Constructed Under Alternative Semantic Models
Workflow was built for the PheKnowLator Project
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Project mention: Label your text data automatically with zeroshot_labels | news.ycombinator.com | 2021-11-22
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Project mention: How Roche Discovered Novel Potential Gene Targets with TypeDB | dev.to | 2021-06-10
For this purpose, David built out a set of rules and schema in TypeQL. Below is just a very small excerpt of how such data can be modelled — taken from BioGrakn-Covid, a Vaticle community-led project by Konrad Mysliwiec (Data Science Software Engineer, Roche). Note that this is a selected schema; the full schema can be found within the BioGrakn-Covid schema file.
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PFoodReq
Code & data accompanying the WSDM 2021 paper "Personalized Food Recommendation as Constrained Question Answering over a Large-scale Food Knowledge Graph"
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Python knowledge-graph related posts
- [D] what percent of top conference papers fudge results?
- Observe differences in the behavior of recommendation models using RecBole
- Personal Knowledge Management (PKM) open source application: Contextualise
- [P] Knowledge Graph Completion With CoDEx
- [R] Zero-Shot Learning with Common Sense Knowledge Graphs
- Stanford’s AI Researchers Introduce QA-GNN Model That Jointly Reasons With Language Models And Knowledge Graphs
- [R] Stanford’s AI Researchers Introduce QA-GNN Model That Jointly Reasons With Language Models And Knowledge Graphs
Index
What are some of the best open-source knowledge-graph projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | RecBole | 1,843 |
| 2 | pytextrank | 1,791 |
| 3 | rubrix | 1,058 |
| 4 | contextualise | 944 |
| 5 | dgl-ke | 882 |
| 6 | kglib | 502 |
| 7 | qagnn | 339 |
| 8 | topic-db | 203 |
| 9 | pyRDF2Vec | 150 |
| 10 | kg-reeval | 108 |
| 11 | codex | 87 |
| 12 | zsl-kg | 82 |
| 13 | PheKnowLator | 75 |
| 14 | zeroshot_topics | 48 |
| 15 | typedb-bio | 42 |
| 16 | PFoodReq | 30 |
| 17 | ckb | 17 |
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