Top 15 Python spacy Projects
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SpaCy is one of the most popular NLP libraries, and is very fast and flexible.
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rasa
💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants
Project mention: How to Create the Perfect README for Your Open Source Project | dev.to | 2021-11-02This example is sourced from RasaHQ
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SonarQube
Static code analysis for 29 languages.. Your projects are multi-language. So is SonarQube analysis. Find Bugs, Vulnerabilities, Security Hotspots, and Code Smells so you can release quality code every time. Get started analyzing your projects today for free.
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Project mention: good examples of functional-like python code that one can study? | reddit.com/r/functionalprogramming | 2021-06-29
thinc - defining neural nets in functional way jax, a new deep learning framework puts emphasis on functions rather than tensors, I've tested it for a couple of applications and it's really cool, you can write stuff like you'd write math expressions in papers using numpy. That speeds up development significantly, and makes code much more readable
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Have a look at textacy: https://github.com/chartbeat-labs/textacy
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pytextrank
Python implementation of TextRank for phrase extraction and summarization of text documents
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Project mention: Why your own Assistant when there are sooo many? | reddit.com/r/SapphireFramework | 2021-08-31
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Project mention: word similarity vs. sentence similarity | reddit.com/r/LanguageTechnology | 2021-08-25
Well the medium model is using Glove (common crawl) for word vectors. There are only 685K keys so depending on the corpus you are working with, its possible lots of the words you are interested in don't have a corresponding vector and end up as zero vectors. Spacy Document/Span vectors are simply averages of the word vectors. So the higher performance of phrases may simply be because there is a higher chance of non Out of Vocabulary (OOV) words. So less chance of a zero vector.
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OPS
OPS - Build and Run Open Source Unikernels. Quickly and easily build and deploy open source unikernels in tens of seconds. Deploy in any language to any cloud.
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I like to use this guy’s layers as an arn: https://github.com/keithrozario/Klayers
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Project mention: Using pre-trained BERT embeddings for multi-class text classification | reddit.com/r/LanguageTechnology | 2022-01-10
spaCy has an example project that uses BERT that you could use as a reference. It's multilabel but it should be easy to tweak the config to be just multiclass instead.
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Project mention: The hand-picked selection of the best Python libraries released in 2021 | reddit.com/r/Python | 2021-12-21
skweak.
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subreddit-analyzer
A comprehensive Data and Text Mining workflow for submissions and comments from any given public subreddit.
Project mention: [For Hire] Data Analysis, Bots, Web Scrapers & Automation Software | reddit.com/r/forhire | 2021-03-23Subreddit Analyzer using pandas, matplotlib, Seaborn, spaCy and wordcloud.
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If you want an easier/ more straight-forward approach, you can check out Medacy (https://github.com/NLPatVCU/medaCy)
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summarizer
A Reddit bot that summarizes news articles written in Spanish or English. It uses a custom built algorithm to rank words and sentences.
Project mention: please send me your most verbose school/academic/college texts. | reddit.com/r/godot | 2022-01-03annnnnnd I can't find any comments it has made now. It's a bot on reddit that reads linked articles and generates a summary. It doesn't do what you're doing though, so it won't be useful anyways. Here is a bot I found, if you're feeling adventurous and want to read python source code that has nothing to do with what you're doing haha https://github.com/PhantomInsights/summarizer
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Project mention: Spacy training on Apple M1 vs. AMD Ryzen 5900X: 55% faster, 16x more efficient | news.ycombinator.com | 2021-11-08
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healthsea
Healthsea is a spaCy pipeline for analyzing user reviews of supplementary products for their effects on health.
Project mention: I built an NLP pipeline for analyzing supplement reviews called Healthsea 🐳 | reddit.com/r/Python | 2022-01-06Github: https://github.com/explosion/healthsea
Python spacy related posts
- Using pre-trained BERT embeddings for multi-class text classification
- Spacy for keyword extraction
- word similarity vs. sentence similarity
- Skweak: Weak Supervision for NLP
- Inevitable Manual Work involved in NLP
- How to get Training data for NER?
- [For Hire] Data Analysis, Bots, Web Scrapers & Automation Software
Index
What are some of the best open-source spacy projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | spaCy | 22,251 |
| 2 | rasa | 13,425 |
| 3 | thinc | 2,439 |
| 4 | textacy | 1,866 |
| 5 | pytextrank | 1,701 |
| 6 | Dragonfire | 1,208 |
| 7 | spacy-models | 998 |
| 8 | Klayers | 993 |
| 9 | projects | 731 |
| 10 | skweak | 620 |
| 11 | subreddit-analyzer | 474 |
| 12 | medaCy | 347 |
| 13 | summarizer | 235 |
| 14 | thinc-apple-ops | 57 |
| 15 | healthsea | 49 |
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