https://github.com/tpvasconcelos/maurice

Ship better machine learning projects, faster!
https://github.com/tpvasconcelos/maurice

cache caching helper import-hooks machine-learning monkey-patching pandas python sklearn tensorflow utils

Last synced: 24 days ago
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Ship better machine learning projects, faster!

• Host: GitHub
• URL: https://github.com/tpvasconcelos/maurice
• Owner: tpvasconcelos
• Created: 2021-01-06T21:19:36.000Z (almost 4 years ago)
• Default Branch: master
• Last Pushed: 2024-04-19T16:25:17.000Z (7 months ago)
• Last Synced: 2024-09-29T09:21:16.336Z (about 1 month ago)
• Topics: cache, caching, helper, import-hooks, machine-learning, monkey-patching, pandas, python, sklearn, tensorflow, utils
• Language: Python
• Homepage:
• Size: 44.9 KB
• Stars: 1
• Watchers: 3
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Maurice

## Installing

Install and update using `pip`:

```shell

pip install -U maurice

```

## Simple Examples

### Automatic caching

Add any of the following patches at the top of your scripts

Cache SQL queries executed from the pandas library

```python

from maurice.patchers import caching_patch_pandas_db

caching_patch_pandas_db()

import pandas as pd

df = pd.read_sql_query(con=your_connection, sql="select * from your_table")

```

Cache `.fit()` calls from any `sklearn` Estimator (...)

```python

from maurice.patchers import caching_patch_sklearn_estimators

caching_patch_sklearn_estimators()

...

```