Difference between revisions of "Data Preprocessing"
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* [[Master Data Management (MDM) / Feature Store / Data Lineage / Data Catalog]] | * [[Master Data Management (MDM) / Feature Store / Data Lineage / Data Catalog]] | ||
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| + | http://www.researchgate.net/profile/Martin_Beibel/publication/49849827/figure/fig1/AS:601681616183296@1520463484026/Overview-of-the-data-preprocessing-pipeline-The-data-preprocessing-consists-of-1_W640.jpg | ||
| + | [http://www.researchgate.net/publication/49849827_Comparison_of_Multivariate_Data_Analysis_Strategies_for_High-Content_Screening/figures?lo=1 Article] | ||
<youtube>0xVqLJe9_CY</youtube> | <youtube>0xVqLJe9_CY</youtube> | ||
Revision as of 18:49, 24 April 2019
YouTube search... ...Google search
- Data Cleaning Challenge: .json, .txt and .xls | Rachael Tatman
- 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
- Datasets
- Batch Norm(alization) & Standardization
- Feature Exploration/Learning
- Hyperparameters
- Data Augmentation
- Visualization
- Python
- Master Data Management (MDM) / Feature Store / Data Lineage / Data Catalog
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
