Visit the main site to understand the algorithms in more depth.
- Introduction to Machine Learning
- Decision Trees for classification and regression
- KNN algorithm using Python
- Random forest for classification and regression problems
- Support Vector Machine (SVM) to solve classification problems using Python
- Principal component analysis (PCA) using Python
- Boosting Algorithms in Machine Learning
- Ada boost algorithm using python
- Gradient boosting algorithm using Python
- XGBoost Algorithm Using Python – Hyperparameter tuning
- LightGBM using Python – Hyperparameter tuning of LightGBM
- Catboost in Python – Hyperparameter tuning of CatBoost
- How to detect and handle outliers in Machine learning