Intelligent Information Retrieval

Contents of each project

CA1

• Galago Framework
• Retrieval Functions (BM25, etc)
• Length Normalization

CA2

• Galago Framework
• Smoothing Methods
  • JM
  • Dirichlete Prior
  • Additive Smoothing
  • Two-Stage Smoothing
• Psuedo Relevance Feedback

CA3

• Map/Reduce
  • Pairs
  • Stripes
• PageRank

CA4

• Word Association
  • Syntagmatic
  • Paradigmatic
• Clustering
  • KMeans

CA5

• Text Classification
  • Naiive Bayes
  • Logistic Regression
  • SVM
• Topic Modeling
  • PLSA

Final Project

• MLP
• Feature Exraction
• Multi-Layer Preceptron
• Word Embedding
• Bert Finetuning