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.preprocessing will be depreciated by the end of 2021. Please plan to switch to the same functions in ctrl4ai.prepdata

ToDo

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