Machine Learning Lib.
Project description
mlgorithms
Machine learning libraries implemented entirely in python. Updating...
Getting Started
These instructions will get you a copy of the project up and running on your local machine for development and testing purposes.
Prerequisites
Installing
Method 1
The project was deployed to PyPI, and it is recommended to use pip for installation:
pip install mlgorithms # normal install
pip install --upgrade mlgorithms # or update if needed
Method 2
Alternatively, you could clone and run setup.py file:
git clone https://github.com/doycode/mlgorithms.git
cd mlgorithms
pip install .
Running the tests
If you install successfully, below is the test code for ID3.
from mlgorithms.ID3 import ID3
X = [[1,1],[1,1],[1,0],[0,1],[0,1]]
y = ['yes', 'yes', 'no', 'no', 'no']
features_name = ['f1', 'f2']
model = ID3(features_name=features_name)
built_tree = model.fit(X, y)
print(model.predict(built_tree, [[1,0]]))
Then you can save and load the built tree through the following code:
model.save_built_tree('built_tree.m', built_tree)
load_tree = model.load_built_tree('built_tree.m')
Contributing
Please read CONTRIBUTING.md for details on our code of conduct, and the process for submitting pull requests to us.
Versioning
We use SemVer for versioning. For the versions available, see the tags on this repository.
Authors
- Yuncheng Dong
- Email: dongyuncheng1991@gmail.com
License
This project is licensed under the Apache 2.0 License - see the LICENSE.md file for details.
Acknowledgments
- Peter Harrington
Project details
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
File details
Details for the file mlgorithms-0.0.6.tar.gz
.
File metadata
- Download URL: mlgorithms-0.0.6.tar.gz
- Upload date:
- Size: 17.5 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/2.0.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/49.6.0.post20200814 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.7.7
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 673a7444c9500f3d575c59479857aea50c57e3a2d69dd5eb5578a202b8f2ae08 |
|
MD5 | 154e0f285a1037c26833089426358492 |
|
BLAKE2b-256 | ce54b00f76cf44c13a6be26ad7ee76a93a9a65f61015bf17da82b25b8e13c11c |
File details
Details for the file mlgorithms-0.0.6-py3-none-any.whl
.
File metadata
- Download URL: mlgorithms-0.0.6-py3-none-any.whl
- Upload date:
- Size: 24.5 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/2.0.0 pkginfo/1.5.0.1 requests/2.24.0 setuptools/49.6.0.post20200814 requests-toolbelt/0.9.1 tqdm/4.48.2 CPython/3.7.7
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1a3f10ad942e8ff0fa8adc5398343c6c58867a64a4f156bdd0fba423fd7369e5 |
|
MD5 | 29882933d5212b76ff21eba1be580f64 |
|
BLAKE2b-256 | 5f97fb8ac18805e7848a08096c167f3b2569126dfc36abd96f2409539622d8d9 |