Techniques that I reused for my machine learning problems without deep learning
- Short introduction for Python
- numpy library for linear system library
- matplotlib library for drawing and graph library
- pandas library for dataframe library
- Standardization data
- Normalization data
- Principal Component explanation
- Correlation study
- Bag Of Word
- TF-IDF
- Hashing algorithm
- Speech Tagging
- Baiyes Classification
- Linear System Classification
- xgboosting
- sklearn pipeline
- lightbgm
- Augmentation
- Featuring
- hog-featuring
- stacking model
- featuring
- stacking model
- featuring
- stacking XGB with LGB