spaCy/website/usage/resources.jade

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2017-10-03 12:26:20 +00:00
//- 💫 DOCS > USAGE > RESOURCES
include ../_includes/_mixins
+aside("Contribute to this page")
| Have you built something cool with spaCy or come across a paper, book or
| course that should be featured here?
| #[a(href="mailto:#{EMAIL}") Let us know!]
+section("libraries")
+h(2, "libraries") Third-party libraries
+grid
+card("neuralcoref", "https://github.com/huggingface/neuralcoref", "Hugging Face", "github")
| State-of-the-art coreference resolution based on neural nets
| and spaCy
+card("rasa_nlu", "https://github.com/golastmile/rasa_nlu", "LastMile", "github")
| High level APIs for building your own language parser using
| existing NLP and ML libraries.
+card("textacy", "https://github.com/chartbeat-labs/textacy", "Burton DeWilde", "github")
| Higher-level NLP built on spaCy.
+card("spacyr", "https://github.com/kbenoit/spacyr", "Kenneth Benoit", "github")
| An R wrapper for spaCy.
+card("spacy_api", "https://github.com/kootenpv/spacy_api", "Pascal van Kooten", "github")
| Server/client to load models in a separate, dedicated process.
+card("spacy-api-docker", "https://github.com/jgontrum/spacy-api-docker", "Johannes Gontrum", "github")
| spaCy accessed by a REST API, wrapped in a Docker container.
+card("spacy-nlp-zeromq", "https://github.com/pasupulaphani/spacy-nlp-docker", "Phaninder Pasupula", "github")
| Docker image exposing spaCy with ZeroMQ bindings.
+card("spacy-nlp", "https://github.com/kengz/spacy-nlp", "Wah Loon Keng", "github")
| Expose spaCy NLP text parsing to Node.js (and other languages)
| via Socket.IO.
.u-text-right
+button("https://github.com/search?o=desc&q=spacy&s=stars&type=Repositories&utf8=%E2%9C%93", false, "primary", "small") See more projects on GitHub
+section("extensions")
+h(2, "extensions") Extensions & Pipeline Components
p
| This section lists spaCy extensions and components you can plug into
| your processing pipeline. For more details, see the docs on
| #[+a("/usage/processing-pipelines#custom-components") custom components]
| and #[+a("/usage/processing-pipelines#extensions") extensions].
+grid
+card("spacymoji", "https://github.com/ines/spacymoji", "Ines Montani", "github")
| Pipeline component for emoji handling and adding emoji meta data
| to #[code Doc], #[code Token] and #[code Span] attributes.
.u-text-right
+button("https://github.com/search?o=desc&q=spacy-extensions&s=stars&type=Repositories&utf8=%E2%9C%93", false, "primary", "small") See more extensions on GitHub
2017-10-03 12:26:20 +00:00
+section("demos")
+h(2, "demos") Demos & Visualizations
+grid
+card("Neural coref", "https://huggingface.co/coref/", "Hugging Face")
+image("/assets/img/resources/neuralcoref.jpg").o-block-small
| State-of-the-art coreference resolution based on neural nets
| and spaCy.
+card("sense2vec", "https://demos.explosion.ai/sense2vec", "Matthew Honnibal and Ines Montani")
+image("/assets/img/resources/sense2vec.jpg").o-block-small
| Semantic analysis of the Reddit hivemind using sense2vec and spaCy.
+card("displaCy", "https://demos.explosion.ai/displacy", "Ines Montani")
+image("/assets/img/resources/displacy.jpg").o-block-small
| An open-source NLP visualiser for the modern web.
+card("displaCy ENT", "https://demos.explosion.ai/displacy-ent", "Ines Montani")
+image("/assets/img/resources/displacy-ent.jpg").o-block-small
| An open-source named entity visualiser for the modern web.
+section("books")
+h(2, "books") Books & Courses
+grid
+card("Natural Language Processing Fundamentals in Python", "https://www.datacamp.com/courses/natural-language-processing-fundamentals-in-python", "Katharine Jarmul (Datacamp, 2017)", "course")
| An interactive online course on everything you need to know about
| Natural Language Processing in Python, featuring spaCy and NLTK.
+card("Introduction to Machine Learning with Python: A Guide for Data Scientists", "https://books.google.com/books?id=vbQlDQAAQBAJ", "Andreas C. Müller and Sarah Guido (O'Reilly, 2016)", "book")
| Andreas is a lead developer of Scikit-Learn, and Sarah is a lead
| data scientist at Mashable. We're proud to get a mention.
+card("Text Analytics with Python", "https://www.amazon.com/Text-Analytics-Python-Real-World-Actionable/dp/148422387X", "Dipanjan Sarkar (Apress / Springer, 2016)", "book")
| A Practical Real-World Approach to Gaining Actionable Insights
| from your Data
+section("notebooks")
+h(2, "notebooks") Jupyter notebooks
+grid
+card("Modern NLP in Python", gh("spacy-notebooks", "notebooks/conference_notebooks/modern_nlp_in_python.ipynb"), "Patrick Harrison", "jupyter")
| Introduction to NLP in Python using spaCy and Gensim. Presented
| at PyData DC 2016.
+card("Advanced Text Analysis", gh("spacy-notebooks", "notebooks/conference_notebooks/advanced_text_analysis.ipynb"), "Jonathan Reeve", "jupyter")
| Advanced Text Analysis with spaCy and Scikit-Learn. Presented at
| NYU during NYCDH Week 2017.
.u-text-right
+button(gh("spacy-notebooks"), false, "primary", "small") See more notebooks on GitHub
+section("research")
+h(2, "research") Research systems
p Researchers are using spaCy to build ambitious, next-generation text processing technologies. spaCy is particularly popular amongst the biomedical NLP community, who are working on extracting knowledge from the huge volume of literature in their field.
+grid
+card(false, "https://www.semanticscholar.org/paper/Choosing-an-NLP-Library-for-Analyzing-Software-Doc-Omran-Treude/72f280e47e91b30af24205fa24d53247605aa591", "Fouad Nasser A. Al Omran et al. (2017)", "book", "third")
| Choosing an NLP Library for Analyzing Software Documentation: A
| Systematic Literature Review and a Series of Experiments
+card(false, "https://www.semanticscholar.org/paper/Mixing-Dirichlet-Topic-Models-and-Word-Embeddings-Moody/bf8116e06f7b498c6abfbf97aeb67d0838c08609", "Christopher E. Moody (2016)", "book", "third")
| Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vec
+card(false, "https://www.semanticscholar.org/paper/Refactoring-the-Genia-Event-Extraction-Shared-Task-Kim-Wang/06d94b64a7bd2d3433f57caddad5084435d6a91f", "Jin-Dong Kim et al. (2016)", "book", "third")
| Refactoring the Genia Event Extraction Shared Task Toward a
| General Framework for IE-Driven KB Development
+card(false, "https://www.semanticscholar.org/paper/Predicting-Pre-click-Quality-for-Native-Zhou-Redi/564985430ff2fbc3a9daa9c2af8997b7f5046da8", "Ke Zhou et al. (2016)", "book", "third")
| Predicting Pre-click Quality for Native Advertisements
+card(false, "https://www.semanticscholar.org/paper/Threat-detection-in-online-discussions-Wester-%C3%98vrelid/f4150e2fb4d8646ebc2ea84f1a86afa1b593239b", "Aksel Wester et al. (2016)", "book", "third")
| Threat detection in online discussions
+card(false, "https://www.semanticscholar.org/paper/Distributional-semantics-for-understanding-spoken-Korpusik-Huang/5f55c5535e80d3e5ed7f1f0b89531e32725faff5", "Mandy Korpusik et al. (2016)", "book", "third")
| Distributional semantics for understanding spoken meal
| descriptions
.u-text-right
+button("https://scholar.google.com/scholar?scisbd=2&q=spacy&hl=en&as_sdt=1,5&as_vis=1", false, "primary", "small")
| See 200+ papers on Google Scholar