thinc
textacy
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| thinc | textacy | |
|---|---|---|
| 4 | 1 | |
| 2,790 | 2,172 | |
| 0.6% | 0.6% | |
| 6.9 | 6.1 | |
| 8 days ago | 7 months ago | |
| Python | Python | |
| MIT License | GNU General Public License v3.0 or later |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
thinc
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JAX – NumPy on the CPU, GPU, and TPU, with great automatic differentiation
Agree, though I wouldn’t call PyTorch a drop-in for NumPy either. CuPy is the drop-in. Excepting some corner cases, you can use the same code for both. Thinc’s ops work with both NumPy and CuPy:
https://github.com/explosion/thinc/blob/master/thinc/backend...
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Tinygrad: A simple and powerful neural network framework
I love those tiny DNN frameworks, some examples that I studied in the past (I still use PyTorch for work related projects) :
thinc.by the creators of spaCy https://github.com/explosion/thinc
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good examples of functional-like python code that one can study?
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
textacy
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Tracking mentions began in Dec 2020.
What are some alternatives?
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
NLTK - NLTK Source
Jieba - 结巴中文分词
TextBlob - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
Pattern - Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
SnowNLP - Python library for processing Chinese text
TextGrocery - A simple short-text classification tool based on LibLinear
IEPY - Information Extraction in Python
Lineflow - :zap:A Lightweight NLP Data Loader for All Deep Learning Frameworks in Python
langid.py - Stand-alone language identification system
simplemma - Simple multilingual lemmatizer for Python, especially useful for speed and efficiency
pntl - Practical Natural Language Processing Tools for Humans is build on the top of Senna Natural Language Processing (NLP) predictions: part-of-speech (POS) tags, chunking (CHK), name entity recognition (NER), semantic role labeling (SRL) and syntactic parsing (PSG) with skip-gram all in Python and still more features will be added. The website give is for downlarding Senna tool