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0.0.1

Contents

  • 1. Generating Data
  • 2. Visualizing data
  • 3. Regression
  • 4. Logistic Regression
  • 5. Poisson Regression
  • 6. Classification
  • 7. Clustering
  • 8. Nearest Neighbors
  • 9. Dimensionality Reduction
  • 10. Pairwise Metrics
  • 11. Data Preprocessing
  • 12. Imputation
  • 13. Pipelines
  • 14. Validation
  • 15. Hyperparameter Tuning
  • 16. Feature Extraction
  • 17. Feature Selection
  • 18. Customized Estimators

Plotting

  • 1. Line Plot
  • 2. Bar Plot
  • 3. Heat Map
  • 4. Distribution Plot
  • 5. Box Plot
  • 6. Area Plot
  • 7. Pie Chart
  • 8. Scatter Plot
  • 9. Parallel Coordinates
  • 10. Graph Plots
  • 11. Mosiac Plots
  • 12. Animations

Supporting APIs

  • 1. Pandas
  • 2. Dask
  • 3. Widgets
  • 4. Patsy
  • 5. statsmodels
  • 6. SHAP
  • 7. imbalanced-learn
  • 8. NLTK
  • 9. gensim
  • 10. PyOD, Anamoly Detection
  • 11. combo
  • 12. pyGAM
  • 13. rpy2
  • 14. MLflow
  • 15. optuna
  • 16. XGBoost
  • 17. LightGBM

Misc

  • 1. Tips
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© Copyright 2019, One-Off Coder. Last updated on Apr 03, 2024, 4:32:27 PM.