#AbstractVectors

[iconadda]

Abstrike Empty State Illustrations — Free & High-Quality Designs by IconAdda

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[ef-fetto-notte]

Google’s Word2vec Patent

Word2vec is a method of computing vector representations of words introduced by a team of researchers at Google led by Tomas Mikolov. Google hosts an open-source version of Word2vec released under an Apache 2.0 license. In 2014, Mikolov left Google for Facebook, and in May 2015, Google was granted a patent for the method, which does not abrogate the Apache license under which it has been released.

Foreign Languages

While words in all languages may be converted into vectors with Word2vec, and those vectors learned with Deeplearning4j, NLP preprocessing can be very language specific, and requires tools beyond our libraries. The Stanford Natural Language Processing Group has a number of Java-based tools for tokenization, part-of-speech tagging and named-entity recognition for languages such as Mandarin Chinese, Arabic, French, German and Spanish. For Japanese, NLP tools like Kuromoji are useful. Other foreign-language resources, including text corpora, are available here.

Sequence Vectors

Deeplearning4j has a class called SequenceVectors, which is one level of abstraction above word vectors, and which allows you to extract features from any sequence, including social media profiles, transactions, proteins, etc. If data can be described as sequence, it can be learned via skip-gram and hierarchic softmax with the AbstractVectors class. This is compatible with the DeepWalk algorithm, also implemented in Deeplearning4j.

Doc2vec & Other NLP Resources

DL4J Example of Text Classification With Word2vec & RNNs

DL4J Example of Text Classification With Paragraph Vectors

Doc2vec, or Paragraph Vectors, With Deeplearning4j

Thought Vectors, Natural Language Processing & the Future of AI

Quora: How Does Word2vec Work?

Quora: What Are Some Interesting Word2Vec Results?

Word2Vec: an introduction; Folgert Karsdorp

Mikolov’s Original Word2vec Code @Google

word2vec Explained: Deriving Mikolov et al.’s Negative-Sampling Word-Embedding Method; Yoav Goldberg and Omer Levy

Bag of Words & Term Frequency-Inverse Document Frequency (TF-IDF)

Other Deeplearning4j Tutorials

Introduction to Neural Networks

Restricted Boltzmann Machines

Eigenvectors, Covariance, PCA and Entropy

LSTMs and Recurrent Networks

Neural Networks and Regression

Convolutional Networks

[artbysoniar]

Harmony in Blues and Gold: Abstract Mandala Vector

🌀💙✨Made with Adobe Illustrator. #MandalaArt #AbstractVector #HarmonyInDesign

[geolwilliams]

mpt.022 digital abstract . . . . . #AbstractIllustration #AbstractArt #DigitalArt #DigitalBrush #Abstract #AbstractTexture #VectorArt #Art #NashvilleFilter #AbstractVector #DigitalAbstract (at Oxfordshire) https://www.instagram.com/p/B9XhieGhH0o/?igshid=xbmpqqqtfhsh

[henriklangsdorf]

Untitled, 2016, detail [a0181]. ©Henrik Langsdorf #abstract #art #now #abstractart #today #contemporaryart #henriklangsdorf #abstractvector #artabstract #abstraktekunst #arte #artecontemporanea #contemporaryartist #drawing #black #abstraktkonst #abstrakt #new #work #emergingartists #newwork #pink #recentwork #germanartist

[kjunichi]

GR - Plots [はてなブックマーク]

GR - Plots

Functions, adding data, and animations Plot multiple functions. You can also put the function first, or use the form plot(f, xmin, xmax) where f is a Function or AbstractVector{Function}. Get series data: x, y = plt[i]. Set series data: plt[i] = (x,y). Add to the series with push!/append!. Easily...

from kjw_junichiのはてなブックマーク http://bit.ly/2WjkYMO

[iconadda]

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[geolwilliams]

mpt.012, print version 🖼️ now available at my etsy store (link to my shop via my profile for more details). . www.etsy.com/uk/listing/769957014 . . . . #AbstractIllustration #AbstractArt #PrintDesign #PosterDesign #AbstractVector #TrueGritextureSupply #AbstractArtwork #DigitalArt #EtsySellersOfInstagram #DigitalArtwork #Illustration #Vector #Abstract #Art #Print #Poster (at Oxfordshire) https://www.instagram.com/p/B9SS7mbhzez/?igshid=1609pr4b7h7hb

[geolwilliams]

mpt.019 digital abstract artwork . . . . . #AbstractIllustration #AbstractVector #ArtComposition #DigitalAbstract #DigitalArtwork #DigitalGraffiti #AbstractArtwork #Abstract #Art #DigitalArt https://www.instagram.com/p/B7dxX9ghDMw/?igshid=1xxf9wuk2k9ra

[geolwilliams]

Original version of mpt.020 🎨 in print form on textured watercolour paper. Available in larger format over at my Etsy store via the link on my bio. . . . . . #AbstractIllustration #AbstractArt #AbstractVector ##AbstractPrint #TexturedPrint #DigitalArtwork #Art #DigitalArt #Abstract (at Oxfordshire) https://www.instagram.com/p/B7v2WCjBe40/?igshid=eolaf0uhqf8h

[geolwilliams]

mpt.020 digital abstract artwork . . . . . #AbstractIllustration #AbstractArt #AbstractVector #DigitalAbstract #DigitalArtwork #AbstractArtwork #Abstract #Art #DigitalArt #NashvilleFilter https://www.instagram.com/p/B7owulOBPay/?igshid=qe432o0nhw0x

[geolwilliams]

mpt.018 digital abstract artwork . . . . . #AbstractIllustration #AbstractVector #VectorArtwork #DigitalAbstractArt #DigitalAbstract #TexturedArt #Abstract #Art #DigitalArt (at Oxfordshire) https://www.instagram.com/p/B7OURUVBRr2/?igshid=1d1levfzf99cm

[henriklangsdorf]

Untitled, 2016, detail. [a0172] ©Henrik Langsdorf #abstract #art #now #abstractart #today #contemporaryart #henriklangsdorf #instaart #abstractvector #artabstract #abstraktekunst #arte #artecontemporanea #contemporaryartist #drawing #black #abstraktkonst #abstrakt #new #work #newwork #black #recentwork #newabstraction #monochrome #emergingartist #grau #artist #germanartist #gray

[henriklangsdorf]

Untitled, 2012; detail [a0052] by Henrik Langsdorf #abstract #art #abstractart #contemporaryart #henriklangsdorf #abstractvector #arte #artabstract #21stcenturyart #artecontemporanea ©Henrik Langsdorf #contemporaryart #artabstract #abstraktekunst #arte #artecontemporanea #contemporaryartist #abstraktkonst #abstrakt #gray #newabstraction #blackandgray #germanartist #sparks

[henriklangsdorf]

Untitled, 2017, detail [a0208]. ©Henrik Langsdorf #abstract #art #now #abstractart #today #contemporaryart #henriklangsdorf #abstractvector #artabstract #abstraktekunst #arte #artecontemporanea #contemporaryartist #drawing #black #abstraktkonst #abstrakt #new #work #newwork #green #recentwork #germanartist #black #blackandpink #mixedmedia #collage

[henriklangsdorf]

Untitled, 2017, detail [a0207]. ©Henrik Langsdorf #abstract #art #now #abstractart #today #contemporaryart #henriklangsdorf #abstractvector #artabstract #abstraktekunst #arte #artecontemporanea #contemporaryartist #drawing #black #abstraktkonst #abstrakt #new #work #newwork #green #recentwork #germanartist #black #blackandgreen #schwarz #preto