flashML - AutoML tool
flashML is a AutoML Python library that finds most accurate machine learning models automatically and efficiently. It frees users from selecting models and hyper-parameters for each model.
Installation
pip install flashML
Quickstart
from flashML import autoML
aml = autoML()
aml.fit(X_train, X_test, y_train, y_test, "classification", "f1_score")
Task can be either classification or regression and metric can be selected accordingly.
hyper-parameter optimization is done using optuna.
After training, use this function to get the best model:
aml.get_best_model()
You can use predict() function for custom predicitions.
aml.predict(X_val)
Change Log
0.1.3 (16/11/2021)
- First Release
1 maintainer
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
flashML-0.1.3.tar.gz
(4.8 kB
view details)
File details
Details for the file flashML-0.1.3.tar.gz.
File metadata
- Download URL: flashML-0.1.3.tar.gz
- Upload date:
- Size: 4.8 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/3.6.0 importlib_metadata/4.8.2 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.3 CPython/3.10.1
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
e9e3553a3f48ebc298a1c5374423c7a5f071f97ba6cc776019d2bfb15a36cffb
|
|
| MD5 |
d3b2a8e53676670f0d82965238056e53
|
|
| BLAKE2b-256 |
5818545d34f7b509ff58586683b70c0553f49d90fac582fc380ac3684cf56dde
|
