explosion spaCy Help-best-practices Discussions
Help: Best practices Discussions
Discuss best practices, tips and tricks
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FAQ: spaCy and Reproducibility
perf / accuracyPerformance: accuracy faqFrequently asked questions and solutions. reproducibilityConsistency, reproducibility, determinism, and randomness -
You must be logged in to vote Best way to organize multiple similar projects
projectsspaCy projects and project templates -
You must be logged in to vote Multiple textcat_multilabel models - only run on demand
feat / textcatFeature: Text Classifier feat / pipelineFeature: Processing pipeline and components -
You must be logged in to vote Managing large number of models
feat / configFeature: Training config projectsspaCy projects and project templates -
You must be logged in to vote -
You must be logged in to vote Training an NER model to detect aliases
usageGeneral spaCy usage -
You must be logged in to vote Documentation versioning and fuller config docs
docsDocumentation and website feat / configFeature: Training config v2spaCy v2.x -
Connecting Matcher Patterns to Matches
feat / matcherFeature: Token, phrase and dependency matcher faqFrequently asked questions and solutions. -
How to Load Any HuggingFace Model in spaCy
third-partyThird-party packages and services feat / configFeature: Training config feat / transformerFeature: Transformer faqFrequently asked questions and solutions. -
You must be logged in to vote Entity Recognition performs very bad on invoice data
usageGeneral spaCy usage -
You must be logged in to vote How to best handle synonyms, acronyms, abbreviations when doing NER with spacy?
feat / nerFeature: Named Entity Recognizer -
You must be logged in to vote Minimal amount of training samples for new NER model
feat / nerFeature: Named Entity Recognizer -
You must be logged in to vote spaCy custom transformer-base NER model training and Google Vertex AI
third-partyThird-party packages and services -
You must be logged in to vote How i can print the probably of NER results
feat / nerFeature: Named Entity Recognizer feat / scorerFeature: Scorer -
You must be logged in to vote Training KB descriptions
feat / nelFeature: Named Entity linking -
You must be logged in to vote spaCy preprocessing for topic modelling
third-partyThird-party packages and services -
You must be logged in to vote Components in a pipeline sometimes reach optimal validation score at very different times
trainingTraining and updating models feat / configFeature: Training config -
You must be logged in to vote spaCy project.yml script argument quoting
projectsspaCy projects and project templates -
You must be logged in to vote How to keep a PhraseMatcher in sync between different replicas of a service when there are changes to the rules?
scalingScaling, serving and parallelizing spaCy -
You must be logged in to vote What are best practices of deploying transformers on GPUs w/re batching?
gpuUsing spaCy on GPU -
FAQ: What to do when spaCy is too slow?
perf / speedPerformance: speed faqFrequently asked questions and solutions. -
You must be logged in to vote Text Classification Model over hundreds of labels
feat / textcatFeature: Text Classifier scalingScaling, serving and parallelizing spaCy -
How should I preprocess text for spaCy?
usageGeneral spaCy usage faqFrequently asked questions and solutions. -
You must be logged in to vote Textcat on large documents - best practice for performance
feat / textcatFeature: Text Classifier perf / speedPerformance: speed feat / spancatFeature: Span Categorizer -
You must be logged in to vote Training, dev and test data
trainingTraining and updating models
