https://github.com/khanh1998/vietnamese-name-api

An NLP project specializes in Vietnamese name
https://github.com/khanh1998/vietnamese-name-api

bert flask lstm pytorch

Last synced: 2 months ago
JSON representation

An NLP project specializes in Vietnamese name

• Host: GitHub
• URL: https://github.com/khanh1998/vietnamese-name-api
• Owner: khanh1998
• Created: 2020-11-30T12:13:03.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2020-11-30T12:54:04.000Z (over 5 years ago)
• Last Synced: 2025-07-25T21:44:24.474Z (11 months ago)
• Topics: bert, flask, lstm, pytorch
• Language: Python
• Homepage:
• Size: 8.66 MB
• Stars: 2
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: readme.md

Awesome Lists containing this project

README

          
# Predict the gender of a Vietnamese name

LSTM version: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/16dUaD15aL86htijqE6hlBvf6KiJ26RMU)  

BERT version: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1-XxeLfPBermYxKJxeQNHMsTCdllGFmQg)  

The version of the deployed model is a two-layer bidirectional LSTM.  

Send a POST request to https://gender-regconition.herokuapp.com/gender with only one parameter named `names` which contains names separated by a comma. The response is the probability of the name being male or female.  

Example: https://gender-regconition.herokuapp.com/gender?names=quốc khánh,nguyễn thanh nhàn,hương,lan hương  

Response:  

```json

{

    "result": [

        [

            "quốc khánh",

            "nam",

            99.99995422363281

        ],

        [

            "nguyễn thanh nhàn",

            "nữ",

            99.87543487548828

        ],

        [

            "hương",

            "nam",

            61.728614807128906

        ],

        [

            "lan hương",

            "nữ",

            97.12590789794922

        ]

    ]

}

```

# Generate names

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/10TScnpluI6Cgfw3wqb0moDWxHXxRFvD3)  

Character level base, four layers LSTM.  

Here a some generated names by the model with seed `b`:

bùi chí công  

bùi kiên giang  

bùi lọ khuê  

bùi sơn lâm  

bùi bảo lễ  

bùi ngọc khanh  

bùi thanh hoa  

bùi văn nhật  

bùi thành nhung  

bùi hoài giang  

The model has not deployed yet.