Udacity Data Science Nanodegree Supervised Learning

Data Science / Machine Learning / Supervised Learning

projects from the udacity data science nano degree program

• Project_Charity_ML - Capstone Project

1. Linear Regression from Sklearn
2. Multi-variable Linear Regression
3. Polynomial Regression
4. Regularization with Lasso
5. Feature Scaling & Lasso
6. Decision Trees
7. Titanic survival with Decision Trees
8. Spam filter with Naive Bayes
9. Tuning the Support Vector Machine (SVM)
10. Bagging, Random Forest, AdaBoost - Spam filter
11. Train / Test split
12. Classification scoring metrics - accuracy_score, precision_score, recall_score, f1_score
13. Regression scoring metrics - r2_score, mean_squared_error, mean_absolute_error
14. Model selection using Learning Curves
15. Model tuning / CV with Grid Search
16. Diabetes case study - Exploring, Tuning, RandomSearchCV, FeatureImportance