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.preprocessingare depreciated by the end of 2022 based on the prior notice. Please plan to switch to the same functions inctrl4ai.prepdataif you're still using it.
About Us
Proprietary Code of VKreaT
- Project Owner: Shaji James
- Collaborators: Charu, Selva
Visit Ctrl4AI.com for more updates
3 maintainers
Release files for ctrl4ai 1.0.24
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| ctrl4ai-1.0.24.tar.gz | 25.1 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| ctrl4ai-1.0.24-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 47.1 kB
Release files / ctrl4ai-1.0.24.tar.gz
| Download URL | ctrl4ai-1.0.24.tar.gz |
|---|---|
| Size | 25.1 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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Release files / ctrl4ai-1.0.24-py3-none-any.whl
| Download URL | ctrl4ai-1.0.24-py3-none-any.whl |
|---|---|
| Size | 22.0 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.11.0
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