Text_Minig_and_Sentiment_Analytics_KDAI_projects

This repository stores any Class Tutorial , project and assignment from Course : Text Mining and Sentiment Analytics (15 weeks , in KDAI Curriculum) This course including :

• Introduction to Text Mining and Sentiment Analytics

• Text Mining and Sentiment Analytics in recently world

• English Text Processing and Tools

• Basic Regular Expression

• Word Embedding Model

  • (Tutorial from Lecturer :
    • https://blog.pjjop.org/word2vec-model/?fbclid=IwAR15GhwhrIRIgyj8_GeZ1BRTtqkvaWf-0iYgTY8lurX0u6XQ3x982UZNDI4 ,
    • https://blog.pjjop.org/word2vec-using-gensim/?fbclid=IwAR1jaXddxOGkD74AvmPUglvgpyuWxa1tWfEz9Q4qIfk-nhRwpxcxDPc-fn8 )

• Thai Text Processing Tools

• Data Getting by Web Scraping and API

• Text Classification using CNN Model

• Performance Measurement and Model Evaluation

• Sentiment Analytics and Text Classifcation Using Bi-LSTM / BERT (including Wangchan-BERT) and Other Techniques

  • Tutorial from Lecturer :
    • RNN Model : https://blog.pjjop.org/sentiment-analysis-101/?fbclid=IwAR2QNNY6qMctLgh69But1ttUn-1y4mDqkZkA4wB6jyqWOipZ5eAeeSn1aek
    • CNN Model : https://blog.pjjop.org/sentiment-analysis-using-cnn/?fbclid=IwAR1Fg36ZIjVJt323EiVTEQE-Vy_82_PbTbODYRN6IGr05oBwZuL7b2ACCMA

• Other Text Processng Using Transformer

• Text Summarization

  • (Tutorial from Lecturer :
    • https://blog.pjjop.org/thai-text-summarization-with-bert-and-pagerank/?fbclid=IwAR2jGixlCqx-0wG3_05mMYyvkLKnJKGK2jqrwJzTnZvBoMCGAT_D7nisqHc)
  • Data source : Data obtained from blog : สำรวจ 10 เกร็ดประวัติศาสตร์ญี่ปุ่นจาก One piece ภาควาโนะคุนิ (Published on The Matter Website in Thai Language)
    • https://thematter.co/entertainment/one-piece-wano-kuni/213473?fbclid=IwAR26K2-fzVXj2OKb3SWNv9Qk7qKjs4ClSKqZK_xhiODJtkw0IOC_3p-Z-s0

• Topic Modeling and Clustering

• Basic Model Deployment (using Postman)

• ChatGPT model Concept