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Data science instructor Vincent
@fishnets88 is back with a new episode
In this video you'll learn how to transition a rule-based prototype towards an NER model. Get faster results & a baseline for your machine learning experiments!
Watch it here: https://www.youtube.com/watch?v=4V0JDdohxAk&list=PLBmcuObd5An559HbDr_alBnwVsGq-7uTF&index=3 …pic.twitter.com/FtSC4i7Mo7
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dframcy by @PatadiaYash: A lightweight utility library for integrating spaCy with@pandas_dev. Convert Doc objects to DataFrames, get DataFrames for Matcher or PhraseMatcher matches and train with CSV/XLS files on the command line. https://github.com/yash1994/dframcy …pic.twitter.com/Bmb07qtOTh
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spacy-server by Neel Kamath: Containerized HTTP API for spaCy that supports NER, POS tagging, tokenization and sentence segmentation.
https://github.com/neelkamath/spacy-server …pic.twitter.com/TYuIVHi39c
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pySBD by by @nipunsadvilkar: A rule-based, "real-world" sentence segmenter which extracts reasonable sentences when the format and domain of the input text are unknown. Ported from the Pragmatic Segmenter Ruby gem & also supports standalone use. https://github.com/nipunsadvilkar/pySBD …pic.twitter.com/LBVckDRZvH
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Proud to receive the META Seal of Recognition at
#MetaForum2019 in Brussels, alongside@mozilla
pic.twitter.com/jRdkmWxA7H
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Out now: the next episode of our new video series featuring data science instructor
@fishnets88
Follow him from the first idea to a prototype all the way to training a model from scratch. In episode 2 he builds a rule-based matcher.
Watch it here: https://www.youtube.com/watch?v=KL4-Mpgbahw&list=PLBmcuObd5An559HbDr_alBnwVsGq-7uTF …pic.twitter.com/PnpP8Glzw0
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WE'RE SENDING OUT STICKERS AGAIN!
@spacy_io, https://prodi.gy & other fun designs
Free & shipping worldwide (while supplies last)
Get yours here: https://forms.gle/QKN5E4hKf9VfXm6m7 …pic.twitter.com/rTqgooUmm7
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Out now: spacy-pytorch-transformers v0.4.0!
Support for @HuggingFace's DistilBERT
Pre-packaged DistilBERT model
More serialization improvements
Repo: https://github.com/explosion/spacy-pytorch-transformers … https://twitter.com/SanhEstPasMoi/status/1166726434343333888 …pic.twitter.com/HJ7Dowblii
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num_fh: Extension by @yanaiela and@yoavgo for their new paper on identifying and resolving numeric fused heads — crucial for understanding 20-40% of numeric expressions in English! https://github.com/yanaiela/num_fh pic.twitter.com/qjHmY2wF6q
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Introducing our new video series featuring data science instructor
@fishnets88
Follow him from the first idea to a prototype all the way to training a model from scratch. In episode 1, he gets started with a @StackOverflow dataset.
Watch it here: https://www.youtube.com/watch?v=WnGPv6HnBok …pic.twitter.com/Wdn9OQYxu7
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negspacy by @jenojp: A pipeline component that evaluates whether named entities are negated, based on the NegEx algorithm. Especially useful in the medical domain and pairs well with the UMLS linker in@allen_ai's scispaCy. https://github.com/jenojp/negspacy pic.twitter.com/YXwWN6iIi2
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At spaCyIRL, the same questions kept coming up. What's the story behind spaCy? What's coming next? How do you guys make money?
@_inesmontani and@honnibal got on stage to answer these questions, and look back on the spaCy story so far.https://www.youtube.com/watch?v=Jk9y17lvltY&list=PLBmcuObd5An4UC6jvK_-eSl6jCvP1gwXc&index=12 …Prikaži ovu nit -
As time passes, old reporting can take on a new significance. Most publications struggle to surface the right information from their archives. As a young publication committed to doing "digital" right from day one,
@qz has set up an innovative solution.https://www.youtube.com/watch?v=azrVX8JksMU&list=PLBmcuObd5An4UC6jvK_-eSl6jCvP1gwXc&index=11 …Prikaži ovu nit -
If you squint a little, active fund management is an information processing task. So NLP should be a clear win, right? McKenzie Marshall discusses why it isn't so easy & explains how
@Barings are using spaCy & Prodigy to improve their investment research.https://www.youtube.com/watch?v=kX14Ycieju8&list=PLBmcuObd5An4UC6jvK_-eSl6jCvP1gwXc&index=10 …Prikaži ovu nit -
What gets done in the world depends on how markets allocate resources. Those decisions depend on data, much of which is produced by
@SPGlobal. Patrick Harrison shows how NLP systems using spaCy fit into processes refined over decades for 100% reliability.https://www.youtube.com/watch?v=rdmaR4WRYEM&list=PLBmcuObd5An4UC6jvK_-eSl6jCvP1gwXc&index=9 …Prikaži ovu nit -
On lots of genres, default models perform poorly.
@MarkNeumannnn shows an end-to-end example of how this can be solved. scispaCy is far faster than other biomedical NLP systems. We particularly liked the trick to make the model less domain-specific.https://www.youtube.com/watch?v=2_HSKDALwuw&list=PLBmcuObd5An4UC6jvK_-eSl6jCvP1gwXc&index=8 …Prikaži ovu nit -
Without lemmatization you can't even build a decent word cloud. And spaCy's lemmatizer is pretty lacking.
@_guadiromero describes a practical hybrid approach: a statistical system will predict rich morphological features enabling precise rule-engineering.https://www.youtube.com/watch?v=88zcQODyuko&list=PLBmcuObd5An4UC6jvK_-eSl6jCvP1gwXc&index=7 …Prikaži ovu nit -
Instead of defining words with other words, Entity Linking gives you grounded knowledge.
@OxyKodit presents her ongoing work to bring this key NLP technology to spaCy. There are few production-ready EL systems, so this will have a big impact.https://www.youtube.com/watch?v=PW3RJM8tDGo&list=PLBmcuObd5An4UC6jvK_-eSl6jCvP1gwXc&index=6 …Prikaži ovu nit -
Deep learning has brought big accuracy improvements on NLP benchmarks, but also introduced a growing gap between research and application.
@yoavgo talks about what's missing, and presents a sketch of what a solution might look like.https://www.youtube.com/watch?v=e12danHhlic&list=PLBmcuObd5An4UC6jvK_-eSl6jCvP1gwXc&index=5 …Prikaži ovu nit -
Chatbots are notoriously hard to build well.
@juste_petr talks about some of the most common problems, and how@Rasa_HQ is giving developers tools to build these challenging NLP systems in-house.https://www.youtube.com/watch?v=1jI0mTcNRUU&list=PLBmcuObd5An4UC6jvK_-eSl6jCvP1gwXc&index=4 …Prikaži ovu nit
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