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is an industrial-strength natural language processing library for Python, providing pretrained pipelines for tokenization, tagging, named entity recognition, parsing, and text classification across 70+ languages, designed for real products.","\u003Ch2 id=\"project-overview\">Project Overview\u003C\u002Fh2>\u003Cp>spaCy is an industrial-strength NLP library designed for real products from day one, built on current research and implemented in Python and Cython for speed. It ships pretrained pipelines with tokenization and training support for 70+ languages, neural network models for tagging, parsing, named entity recognition, and text classification, transformer integration for multi-task learning with models like BERT, plus a production-ready training system with easy model packaging, deployment, and workflow management.\u003C\u002Fp>\n\u003Cblockquote>\n\u003Cp>Turn cutting-edge NLP research into high-performance pipelines ready for production.\u003C\u002Fp>\n\u003C\u002Fblockquote>\n\u003Ctable>\n\u003Cthead>\n\u003Ctr>\n\u003Cth>Item\u003C\u002Fth>\n\u003Cth>Value\u003C\u002Fth>\n\u003C\u002Ftr>\n\u003C\u002Fthead>\n\u003Ctbody>\u003Ctr>\n\u003Ctd>Platform\u003C\u002Ftd>\n\u003Ctd>Linux, macOS, Windows\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>Language\u003C\u002Ftd>\n\u003Ctd>Python, Cython\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>License\u003C\u002Ftd>\n\u003Ctd>MIT\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>Language support\u003C\u002Ftd>\n\u003Ctd>70+ languages for tokenization and training\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftbody>\u003C\u002Ftable>\n\u003Ch2 id=\"key-features\">Key Features\u003C\u002Fh2>\u003Cul>\n\u003Cli>\u003Cstrong>Tokenization\u003C\u002Fstrong>: non-destructive tokenizers customized per language\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Tagging and dependency parsing\u003C\u002Fstrong>: neural network driven syntactic analysis\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Named entity recognition\u003C\u002Fstrong>: detects people, places, and organizations, with custom entity training\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Text classification\u003C\u002Fstrong>: single-label and multi-label classification pipelines\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Transformer support\u003C\u002Fstrong>: plugs in pretrained models such as BERT for higher accuracy\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Training system\u003C\u002Fstrong>: config-driven training workflows with experiment management\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Model packaging\u003C\u002Fstrong>: models package as Python libraries for versioned distribution\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Entity linking\u003C\u002Fstrong>: disambiguates entities to knowledge base entries\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch2 id=\"target-audience\">Target Audience\u003C\u002Fh2>\u003Cul>\n\u003Cli>Backend engineers building text processing services\u003C\u002Fli>\n\u003Cli>Data scientists training NER and classification models\u003C\u002Fli>\n\u003Cli>NLP teams needing high throughput in production\u003C\u002Fli>\n\u003Cli>International products handling multiple languages\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch2 id=\"quick-start\">Quick Start\u003C\u002Fh2>\u003Col>\n\u003Cli>Install:\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Cdiv class=\"code-block\">\u003Cpre>\u003Ccode class=\"hljs language-bash\">pip install spacy\u003C\u002Fcode>\u003C\u002Fpre>\u003C\u002Fdiv>\u003Col start=\"2\">\n\u003Cli>Download the English pretrained model:\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Cdiv class=\"code-block\">\u003Cpre>\u003Ccode class=\"hljs language-bash\">python -m spacy download en_core_web_sm\u003C\u002Fcode>\u003C\u002Fpre>\u003C\u002Fdiv>\u003Col start=\"3\">\n\u003Cli>Process text:\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Cdiv class=\"code-block\">\u003Cpre>\u003Ccode class=\"hljs language-python\">import spacy\n\nnlp = spacy.load('en_core_web_sm')\ndoc = nlp('Apple is looking at buying U.K. startup for $1 billion')\nprint([(ent.text, ent.label_) for ent in doc.ents])\u003C\u002Fcode>\u003C\u002Fpre>\u003C\u002Fdiv>\u003Ch2 id=\"core-advantages\">Core Advantages\u003C\u002Fh2>\u003Cul>\n\u003Cli>\u003Cstrong>Production ready\u003C\u002Fstrong>: a complete path from training to deployment with performance designed for real products\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Fast\u003C\u002Fstrong>: Cython under the hood with throughput well above teaching-oriented libraries\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Complete ecosystem\u003C\u002Fstrong>: model store, project templates, and detailed official docs\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch2 id=\"system-requirements\">System Requirements\u003C\u002Fh2>\u003Ctable>\n\u003Cthead>\n\u003Ctr>\n\u003Cth>Item\u003C\u002Fth>\n\u003Cth>Requirement\u003C\u002Fth>\n\u003C\u002Ftr>\n\u003C\u002Fthead>\n\u003Ctbody>\u003Ctr>\n\u003Ctd>OS\u003C\u002Ftd>\n\u003Ctd>Linux, macOS, Windows\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>Runtime\u003C\u002Ftd>\n\u003Ctd>Python\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003Ctr>\n\u003Ctd>Hardware\u003C\u002Ftd>\n\u003Ctd>Runs on CPU; optional GPU acceleration\u003C\u002Ftd>\n\u003C\u002Ftr>\n\u003C\u002Ftbody>\u003C\u002Ftable>\n\u003Ch2 id=\"notes\">Notes\u003C\u002Fh2>\u003Cul>\n\u003Cli>\u003Cstrong>Models install separately\u003C\u002Fstrong>: the library ships without models; pull them per language and size with \u003Ccode>spacy download\u003C\u002Fcode>\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Small model tradeoff\u003C\u002Fstrong>: \u003Ccode>_sm\u003C\u002Fcode> models are fast but less accurate; prefer \u003Ccode>_lg\u003C\u002Fcode> or transformer models in production\u003C\u002Fli>\n\u003C\u002Ful>\n",1793229020508]