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

Lastest Version: 1.0.24

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 3.8)

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 through the following method:

from ctrl4ai import prepdata

from ctrl4ai import automl

Learn to use

Understand what each function does by using help():

help(automl.preprocess)

ChangeLog

• Added features to transform ordinal values (from string to integers)

ToDo

• Model specific pre-processing
• Prepare dataset for bagging Algorithms
• Preprocessing for Text,Image,Audio,Video Analytics

Depreciation Notice

• 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 in ctrl4ai.prepdata if you're still using it.

About Us

Proprietary Code of VKreaT

• Project Owner: Shaji James
• Collaborators: Charu, Selva

Visit Ctrl4AI.com for more updates