Awesome Word2vec

   

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📖 Contents

• CBOW
• Skip-gram
• My Other Awesome Lists
• Contributing
• Contributors

Continuous bag-of-words (CBOW)

CBOW Flowchart

flowchart LR
 subgraph Input["INPUT"]
        A1["w(t-2)"]
        A2["w(t-1)"]
        A3["w(t+1)"]
        A4["w(t+2)"]
  end
 subgraph Projection["PROJECTION"]
        SUM["SUM"]
  end
 subgraph Output["OUTPUT"]
        OUT["w(t)"]
  end
    A1 --> SUM
    A2 --> SUM
    A3 --> SUM
    A4 --> SUM
    SUM --> OUT

    style Input color:#000000,fill:#FFF9C4
    style Projection color:#000000,fill:#BBDEFB
    style Output color:#000000,fill:#FFCDD2

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Skip-gram

Skip-gram Flowchart

flowchart LR
 subgraph INPUT["INPUT"]
        x_wt["w(t)"]
  end
 subgraph PROJECTION["PROJECTION"]
        x_proj["Projection"]
  end
 subgraph OUTPUT["OUTPUT"]
        x_wtm2["w(t-2)"]
        x_wtm1["w(t-1)"]
        x_wtp1["w(t+1)"]
        x_wtp2["w(t+2)"]
  end
    x_wt --> x_proj
    x_proj --> x_wtm2 & x_wtm1 & x_wtp1 & x_wtp2
    classDef label fill:none,stroke:none,color:#666
    style PROJECTION fill:#BBDEFB,color:#000000
    style INPUT color:#000000,fill:#FFF9C4
    style OUTPUT fill:#FFCDD2,color:#000000

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My Other Awesome Lists

You can access the my other awesome lists here

Contributing

Contributions of any kind welcome, just follow the guidelines!

Contributors

Thanks goes to these contributors!

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