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Training spaCy's Statistical Models · spaCy Usage Documentation

If you only test the model with the data it was trained on, you'll have no idea how well ... see the documentation: * Training: https://spacy.io/usage/training * NER: ... it's useful to set a high dropout rate at first, and decay it down towards a more ...

Install spaCy · spaCy Usage Documentation

The latest spaCy releases are available over pip and conda. ... make the transition from v1.x to v2.0, we've uploaded the old website to legacy.spacy.io. ... you have the latest compatible models installed, and that there are no old shortcut links ...

spaCy (@spacy_io) | Twitter

Switched from NLTK to @spacy_io which means a lot more language models are supported. Check out https://tmtoolkit.readthedocs.io/ and ...

What's New in v2.2 · spaCy Usage Documentation

spaCy v2.2 features improved statistical models, new pretrained models for ... debug-data may help you track down the problems and improve your training data. ... If spaCy (which is also a model dependency) is not installed in the current ...

Examples · spaCy Usage Documentation

So no matter how many phrases we're looking for, our pattern set stays very ... is examples on how to break sentences down into small sub thoughts/chunks. ... https://spacy.io//usage/processing-pipelines#custom-components Compatible with: ...

Annotation Specifications · spaCy API Documentation

spaCy adds a special case for English pronouns: all English pronouns are lemmatized to the special token -PRON- . Unlike verbs and common nouns, there's no ...

Adding Languages · spaCy Usage Documentation

As of spaCy v2.0, Language classes are not imported on initialization and are ... However, you need to define how those symbols map down to the Universal ...

Saving and Loading · spaCy Usage Documentation

However, note that this will not let you recover contextual information from ... The **cfg keyword arguments that the factory receives are passed down all the way ...

Models & Languages · spaCy Usage Documentation

spaCy's models can be installed as Python packages. ... It'll also prevent you from ever trying to load a model that is not installed, as your code will raise an ... immediately, instead of failing somewhere down the line when calling spacy.load() .

Language Processing Pipelines · spaCy Usage Documentation

However, if you only need a Doc object with named entities, there's no need to ... https://spacy.io//usage/processing-pipelines#custom-components Compatible ... The **cfg config parameters are passed all the way down from spacy.load , so ...

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