Algorithms

Classification Algorithms

  • Logistic Regression
  • Naive Bayes
  • Random Forest
  • SVM with SGD
  • Lib SVM

Regression Algorithms

  • Linear Regression
  • Random Forest

Clustering Algorithms

  • K means
  • Power Iteration Clustering

Dimensionality Reduction Algorithms

  • Principal Component Analysis

Topic Modelling Algorithms

  • Latent Dirichlet Allocation (LDA)

Recommendation Algorithms

  • Collaborative Filtering using ALS (Alternating Least Squares)

Graph Algorithms

  • Label Propagation
  • Loopy Belief Propagation