Scikit, No Tears
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
Scikit, No Tears
Index
Index