For documentation, please read HELP.md
For demo on usage, please check README.ipynb
- Open Source Package with emphasis on data preprocessing so far.
- Self intelligent methods that can be employed at the levels of abstraction or customization.
- The flow of auto-preprocessing is orchestrated compatible to the learning type.
- Parameter tuning allows users to transform the data precisely to their specifications.
- Developed computations for inspecting the data to discover its type, distribution, correlation etc. which are handled in the background.
Ctrl4AI requires:
- Python 3 (tested under Python 3.8)
The easiest way to install the latest release version of Ctrl4AI is via pip
:
pip install ctrl4ai
In case you get ERROR: Could not install packages due to an EnvironmentError
, try using
pip install ctrl4ai --user
Check for the latest available version in Ctrl4AI
Import any module from the package through the following method:
from ctrl4ai import prepdata
from ctrl4ai import automl
Understand what each function does by using help()
:
help(automl.preprocess)
- Added features to transform ordinal values (from string to integers)
- Model specific pre-processing
- Prepare dataset for bagging Algorithms
- Preprocessing for Text,Image,Audio,Video Analytics
- All functions in
ctrl4ai.preprocessing
are depreciated by the end of 2022 based on the prior notice. Please plan to switch to the same functions inctrl4ai.prepdata
if you're still using it.
Proprietary Code of VKreaT
- Project Owner: Shaji James
- Collaborators: Charu, Selva