Week 11: Final Project (Programming Part)

Announcements

Tuesday

Final Project

  • Programming Part

  • Textbooks

  • Courses slides

  • Example papers

  • Example code

  • Recitation

  • Single algorithms, LDA, SVM, KNN, and their variations etc.

  • Ensemble methods, Random Forest, Boosting, Voting, and their variations etc.

  • Deep learning, CNN, RNN, Transformer, and their variations etc.

Research Questions

  • Classification (Supervised learning)

  • Regression (Supervised Learning)

  • Clustering (Unsupervised learning)

  • Textbooks

  • Courses slides

  • Example Paper

  • Example Code

Thursday

Deep Learning Summary

  • Convolutional Neural Network (RNN)

  • Recurrent Neural Network (RNN)

  • Textbooks

  • Courses slides

  • Example papers

  • Example code

Attention and Transformer

  • Attention is all you need, that paper

  • Textbooks

  • Courses slides

  • Example Paper

  • Example Code