tlienart/TuringLearnDraft.jl

TuringLearnDraft

Roadmap

All

• Data Processing

  • Connection with Julia DB
  • (?) Connection with DataFrame
  • Feature Processing
    • Scalers
  • Missing value processing (via Dataframe or julia db?)

• Predictive model

  • Continuous Regression models
    • Standard Lin Reg
      • analytical solver
      • [] krylov solver
    • Ridge Lin Reg
      • analytical solver
    • Lasso Lin Reg
      • [] fista solver
    • Logistic reg
      • [] bfgs solver
    • Other reg
      • LOESS reg
      • Huber reg
      • Quantile reg
  • Continuous Classification models
    • Logreg
      • with L2
        • [] lbfgs solver
        • [] sag solver
      • with L1
    • SVM
    • kNN
  • Tree-based models
    • Tree regression
    • Tree classification