davidycliao/ml_note

The repo stores codes and notes for machine learning pipelines with sklearn.

Machine Learning Pipeline

The repo stores codes and notes for machine learning pipeline in sklearn.

scikit-learn Solution

Reference Codes for CV & Hyper-parameters from scikit-learn Library:

• 3.1.Cross-validation: evaluating estimator performance
• Demonstration of multi-metric evaluation on cross_val_score and GridSearchCV
• Receiver Operating Characteristic (ROC) with cross validation
• Tuning the hyper-parameters of an estimator

Classification:

• Binary
• Multiple Classification
• Hyperparameter Tuning with Grid Search in Classification

Clustering

• Simple Kmean Clustering
• Multiple Kmean Clustering
• Hyperparameter Tuning with Grid Search Clustering

Regression

• Regression with Numeric Data
• Regression with Categorical Data
• Multiple Regression with Categorical Data
• Hyperparameter Tuning with Grid Search Clustering in Regression

Reducing Dimensions

• PCA
• Linear Discrimininat Analysis
• Factor Analysis
• Manifold Learning

Deep Learning models PyTorch

好用中文版教程