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)

Timeseries Algorithms

• Autoregressive Exogenous Model (ARX)
• Autoregressive Integrated Moving Average Model (ARIMA)
• Autoregressive Integrated Moving Average with Exogenous variables Model (ARIMAX)
• Moving Average with Exogenous variables Model (MAX)

Graph Algorithms

• Label Propagation
• Loopy Belief Propagation