THEMA: Systems¶
The thema.multiverse.systems
module comprises the first segment of the Thema pipeline, focusing on data cleaning/processing and data projection.
Inner System
The Inner System encompasses functionality for cleaning, processing, encoding, scaling, and imputing data. It facilitates the transition from tabular data to internally-managed Python-friendly files, enhancing ease of use.
Outer System
The Outer System includes functionality for comprehending the projection space of your data. It enables grid searching of a hyperparameter space for multiple unsupervised projection and dimensionality reduction methods.
Architecture¶
thema.multiverse.systems
├── inner
│ ├── inner_utils.py
│ ├── moon.py
│ └── planet.py
└── outer
├── comet.py
├── oort.py
└── projectiles
├── pcaProj.py
├── tsneProj.py
└── umapProj.py