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explosion spaCy Help-best-practices Discussions
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📚 Help: Best practices Discussions
Discuss best practices, tips and tricks
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📚 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 -
You must be logged in to vote 📚 Annotating takes longer time
perf / speedPerformance: speed -
You must be logged in to vote 📚 Combining Two Trained Models
usageGeneral spaCy usage feat / nerFeature: Named Entity Recognizer -
You must be logged in to vote 📚 Keyword extraction with Spacy
feat / nerFeature: Named Entity Recognizer -
You must be logged in to vote 📚 MLOps best practices
projectsspaCy projects and project templates -
You must be logged in to vote 📚 Any suggestions what kind of hyperparams should I check for NER model?
trainingTraining and updating models feat / nerFeature: Named Entity Recognizer -
You must be logged in to vote 📚 how to load a model without installing it?
feat / serializeFeature: Serialization, saving and loading feat / pipelineFeature: Processing pipeline and components -
You must be logged in to vote 📚 Best practices generating and using training data for SpanCategorizer?
feat / spancatFeature: Span Categorizer -
You must be logged in to vote 📚 Is spacy.cli.download.download public API?
feat / cliFeature: Command-line interface