/-AI-

This repo contains the code snippets for 中技AI competition 2022. Product name: EMO-AI,對話不難──即時線上對話情緒分析工具

Primary LanguageJupyter Notebook

-AI-

About

This repo contains the code snippets for 中技AI competition 2022. Product name: EMO-AI,對話不難──即時線上對話情緒分析 工具

twitter_sentiment_kaggle.zip

Due to it's large size (> 50 MB, over the recommended size of git) if there's an problem,

a. fetch the local storage b. just visit the source (see notion)

plurk dataset

It now works!

To fetch newest data, just run

# inside Plurk folder
from plurk.all import *
content = fetch_emoji(emoji='your emoji')
for ele in content: print(ele)
"For more info, see Plurk folder"

Or, for how to fetch many posts at once, see here

Emoji to VA model

Below is the link to how we convert Emoji to VA: https://docs.google.com/spreadsheets/d/1HWSkkt0H6ZIaYyW5Bxj5GuXrdSHE-4qywptP44hW5og/edit?usp=sharing

Web App

for details of web-app, see EmoAppVer1 folder

Model implementation

VA-Regression model

Open In Colab

For original implementation, see here

simplified examples

see here

Model training Result

Loss of EMO-AI 語意模型

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EMO-AI 語意模型預測點投射至VA平面的結果

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EMO-AI 情緒遞迴模型訓練結果

image

image