/DM2021-Lab2-HW2

Primary LanguageJupyter Notebook

DM2021-Lab2-HW2

Part 1 is at DM2021-Lab2-Homework.ipynb

Table of Contents

  1. Data preparation
    • Exercise 1 (Take home)
  2. Feature engineering
    • Exercise 2 (Take home)
  3. Model
  4. Results evaluation
    • Exercise 3 (Take home)
    • Exercise 4 (Take home)
    • Exercise 5 (Take home)
  5. Other things you could try
  6. Deep Learning
    • Exercise 6 (Take home)
  7. Word to Vector
    • Exercise 7 (Take home)
  8. Clustering
  9. High-dimension Visualization
    • Exercise 8 (Take home)

Part 2, Part 3 are at Kaggle_Competition.ipynb

https://www.kaggle.com/c/dm2021-lab2-hw2/

Table of Contents

  1. Read Data
  2. Data Exploration: Hashtag>>Emotion
  3. Data Exploration: Emoji>>Emotion
  4. Bert Model
    • Data preprocessing
    • Using pre-trained words embedding (glove)
    • Bert Model
    • Create submition csv
  5. Association Rule by Result with Hashtag, Emoji and Bert Model