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
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file ctrl4ai-1.0.19.tar.gz.
File metadata
- Download URL: ctrl4ai-1.0.19.tar.gz
- Upload date:
- Size: 30.0 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/3.4.1 importlib_metadata/4.5.0 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.50.2 CPython/3.8.5
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
91ebefdec5e142f3c4a3eeacef7c39b7fa90442080e3e5d1d7568c281a79f261
|
|
| MD5 |
7313566d5e789c05939d64368786a4fc
|
|
| BLAKE2b-256 |
cd478173f313b26c95edd87ef5bae9bdf2365b91c1e5d9e22e47223f842b450d
|
File details
Details for the file ctrl4ai-1.0.19-py3-none-any.whl.
File metadata
- Download URL: ctrl4ai-1.0.19-py3-none-any.whl
- Upload date:
- Size: 30.1 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/3.4.1 importlib_metadata/4.5.0 pkginfo/1.6.1 requests/2.24.0 requests-toolbelt/0.9.1 tqdm/4.50.2 CPython/3.8.5
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
9c9a4544ad213630f4dd002e3a0ef344958632541bdd2eb320b7b39ae29a9ebb
|
|
| MD5 |
250712540d86210872177657c8c367d2
|
|
| BLAKE2b-256 |
400c6c419af1b3b42a9b1597701bb80a092709fe2c62196941ac88b899e89cf9
|
