Difference between revisions of "Data Preprocessing"
| Line 20: | Line 20: | ||
* [[Feature Exploration/Learning]] | * [[Feature Exploration/Learning]] | ||
* [[Hyperparameter]]s | * [[Hyperparameter]]s | ||
| − | * [[Data Augmentation]] | + | * [[Data Augmentation]], Data Labeling, and Auto-Tagging |
* [[Visualization]] | * [[Visualization]] | ||
* [[Python]] | * [[Python]] | ||
Revision as of 20:21, 20 August 2019
YouTube search... ...Google search
- Data Cleaning
- Sklearn.preprocessing
- The Passenger Screening Kaggle challenge 1st place solution was won in part due to data preparation/generation.
- Data Pre Processing Techniques You Should Know | Maneesha Rajaratne - Towards Data Science
- Machine Learning(ML) — Data Preprocessing | Raji Adam Bifola
- Most Influential Data Preprocessing Algorithms | S. García, J. Luengo, F. Herrera
- How to fix an Unbalanced Dataset | Will Badr - Amazon Web Services
- Datasets
- Data Encoding
- Batch Norm(alization) & Standardization
- Feature Exploration/Learning
- Hyperparameters
- Data Augmentation, Data Labeling, and Auto-Tagging
- Visualization
- Python
- Master Data Management (MDM) / Feature Store / Data Lineage / Data Catalog
- Jon Tupitza Famous Jupyter Notebooks:
Splitting Data - training and testing sets
Time-Series Data
- Time-based Algorithms
- A Comparison of Time Series Databases and Netsil’s Use of Druid | Netsil
- Microsoft announces the general availability of Azure Time Series Insights | Ryan Waite - Microsoft
- Top 10 Time Series Databases | Outlyer
SQL Database Optimization
