Ctrl4AI
This is a helper package for Machine Learning and Deep Learning solutions.
For documentation, please read HELP.md
For demo on usage, please check README.ipynb
Contact Developers: Shaji, Charu, Selva
Highlights
- 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.
Dependencies
Ctrl4AI requires:
- Python 3 (tested under Python 3.6)
Installation
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
Import any module from the package thru the following method:
from ctrl4ai import prepdata
from ctrl4ai import automl
Learn to use
Understand what each functions does by using help():
help(automl.preprocess)
ChangeLog
- Added features to transform ordinal values (from string to integers)
Depreciation Notice
- All functions in
ctrl4ai.preprocessingwill be depreciated by the end of 2021. Please plan to switch to the same functions inctrl4ai.prepdata
ToDo
- Model specific pre-processing
- Prepare dataset for bagging Algorithms
- Preprocessing for Text,Image,Audio,Video Analytics
3 maintainers
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