Metadata-Version: 2.1
Name: huoguoml-dev
Version: 1624100618
Summary: A platform for managing and serving Machine Learning types.
Home-page: https://huoguoml.github.io
Author: Steven Mi
License: Apache 2.0
Description: > **Note:** HuoguoML is stil under development and can have some unknown issues.
        >
        <div align="center">
        <h1>🍲 HuoguoML</h1>
        </div>
        
        When dealing with Machine Learning applications, there is a high management and coordination effort for data scientists,
        as they have to collaborately analyze, evaluate and update many different models with different metadata on a regular
        basis. **HuoguoML** aims to simplify the management process by providing a platform for managing and serving machine
        learning models. It enables:
        
        - **Individual Data Scientists** to track experiments locally on their machine and output models to ML engineers, who
          then deploy them using HuoguoML's deployment tools.
        - **Data Science Teams** to set up a HuoguoML tracking server to log and compare the results of multiple data scientists
          working on the same or a different problem. Then, by setting up a convention for naming their parameters and metrics,
          they can try different algorithms to solve the same problem and then run the same algorithms again on new data to
          compare models in the future. In addition, anyone can download and run a different model.
        - **ML Engineers** to deploy models from different ML libraries in the same way by executing a simple command. Each
          service is centrally maintained and supports OTA updates. On its own, a HuoguoML Service is based on FastAPI and can
          be extended with standard FastAPI tools. It supports all use cases, be it storing predictions with middleware or
          adding new endpoints e.g. for Prometheus.
        
        ## Installation
        
        HuoguoML can be installed via PyPI. Install the stable version of HuoguoML via PyPI:
        
        ```bash
        pip install huoguoml
        ```
        
        or get the development version, which is updated with every commit on the main branch:
        
        ```bash
        pip install huoguoml-dev
        ```
        
        ## Examples
        
        Just starting out? Try out our examples which work out of the box:
        
        | Example                          | Description   | 
        | --------------------------       | -------------| 
        | [Tensorflow MNIST](examples/tensorflow-mnist)    | Building a MNIST classifier with Tensorflow and HuoguoML | 
        
        ## Documentation
        
        Apart from learning from the examples, we highly recommended you go through
        our [documentation](https://steven-mi.gitbook.io/huoguoml/), as it gives you a more detailed guide to HuoguoML
        
        Our docs are built on every push to the main or docs branch.
        
        ## Contributing
        
        We encourage you to contribute to HuoguoML! Please check out the [Contributing guide](CONTRIBUTING.md) for guidelines
        about how to proceed.
        
        ## License
        
        Apache License Version 2.0, see [LICENSE](LICENSE)
        
Keywords: HuoguoML
Platform: UNKNOWN
Classifier: Development Status :: 5 - Production/Stable
Classifier: Intended Audience :: Developers
Classifier: Intended Audience :: Education
Classifier: Intended Audience :: Science/Research
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Unix Shell
Classifier: Environment :: Console
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Operating System :: OS Independent
Classifier: Topic :: Database :: Database Engines/Servers
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Topic :: Software Development
Classifier: Topic :: Software Development :: Libraries
Classifier: Topic :: Software Development :: Libraries :: Python Modules
Requires-Python: >=3.7.*
Description-Content-Type: text/markdown
Provides-Extra: dev
Provides-Extra: fastapi
Provides-Extra: aiofiles
Provides-Extra: uvicorn
Provides-Extra: python-multipart
Provides-Extra: sqlalchemy
Provides-Extra: click
Provides-Extra: pydoc-markdown
Provides-Extra: documentation
Provides-Extra: test
Provides-Extra: pytest
Provides-Extra: all
