Phase 017: Data Preparation
Phase 017 of the AI Encyclopedia — Data Preparation. Topics 0321–0340.
This phase covers Data Preparation. Below are the 20 concepts grouped under this phase — each is a future article in the Insightful AI World encyclopedia.
0321 Data Collection
0322 Data Cleaning
0323 Missing Data
0324 Duplicate Data
0325 Outliers
0326 Noise
0327 Data Validation
0328 Data Transformation
0329 Normalization
0330 Standardization
0331 Encoding Categorical Data
0332 One-hot Encoding
0333 Label Encoding
0334 Feature Scaling
0335 Feature Construction
0336 Feature Selection
0337 Data Splitting
0338 Train / Validation / Test Split
0339 Data Leakage
0340 Dataset Documentation