These are the exercise files used for Advanced Scikit Learn Training course.
The course outline can be found in
https://www.tertiarycourses.com.sg/advanced-scikit-learn-training.html
https://www.tertiarycourses.com.my/advanced-scikit-learn-training-malaysia.html
Module 1 Text Feature Vectorization
- Bag of Words Vectorization
- TF-IDF Vectorization
- Hash Vectorization
Module 2 Model Evaluation
- Confusion Matrix
- ROC & AUC
- K-Fold Cross Validation
Module 3 Pipelines
- Pipelining Estimators
- Chain Multiple Pipelines
- Applications of Pipelines
Module 4 Hyper Parameter Tuning
- Bias Variance Tradeoff
- Exhaustive Grid Search
- Randomized Search
- Search on Pipeline Estimator
Module 5 Ensemble Estimators
- Ensemble Methods
- Bagging Meta Estimators
- RandomForest
- AdaBoost
- Gradient Boosting