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@ -7,10 +7,10 @@ Cython. It's built on the very latest research, and was designed from day one to
be used in real products.
spaCy comes with
[pretrained pipelines](https://spacy.io/models) and vectors, and
currently supports tokenization for **60+ languages**. It features
state-of-the-art speed, convolutional **neural network models** for tagging,
parsing, **named entity recognition**, **text classification** and more, multi-task learning with pretrained **transformers** like BERT, as well as a production-ready training system and easy model packaging, deployment and workflow management.
[pretrained pipelines](https://spacy.io/models) and embeddings, and
currently supports tokenization and training for **60+ languages**. It features
state-of-the-art speed and **neural network models** for tagging,
parsing, **named entity recognition**, **text classification** and more, multi-task learning with pretrained **transformers** like BERT, as well as a production-ready [training system](https://spacy.io/usage/training) and easy model packaging, deployment and workflow management.
spaCy is commercial open-source software, released under the MIT license.
💫 **Version 3.0 (nightly) out now!**
@ -21,10 +21,10 @@ spaCy is commercial open-source software, released under the MIT license.
[![pypi Version](https://img.shields.io/pypi/v/spacy.svg?style=flat-square&logo=pypi&logoColor=white)](https://pypi.org/project/spacy/)
[![conda Version](https://img.shields.io/conda/vn/conda-forge/spacy.svg?style=flat-square&logo=conda-forge&logoColor=white)](https://anaconda.org/conda-forge/spacy)
[![Python wheels](https://img.shields.io/badge/wheels-%E2%9C%93-4c1.svg?longCache=true&style=flat-square&logo=python&logoColor=white)](https://github.com/explosion/wheelwright/releases)
[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg?style=flat-square)](https://github.com/ambv/black)
[![PyPi downloads](https://img.shields.io/pypi/dm/spacy?style=flat-square&logo=pypi&logoColor=white)](https://pypi.org/project/spacy/)
[![Conda downloads](https://img.shields.io/conda/dn/conda-forge/spacy?style=flat-square&logo=conda-forge&logoColor=white)](https://anaconda.org/conda-forge/spacy)
[![Model downloads](https://img.shields.io/github/downloads/explosion/spacy-models/total?style=flat-square&label=model+downloads)](https://github.com/explosion/spacy-models/releases)
[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg?style=flat-square)](https://github.com/ambv/black)
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## 📖 Documentation
@ -74,9 +74,9 @@ it.
## Features
- Support for **60+ languages**
- **Trained pipelines**
- **Trained pipelines** for different languages and tasks
- Multi-task learning with pretrained **transformers** like BERT
- Pretrained **word vectors**
- Support for pretrained **word vectors** and embedings
- State-of-the-art speed
- Production-ready **training system**
- Linguistically-motivated **tokenization**