Coder Social home page Coder Social logo

restfuldatascience's Introduction

RestfulDataScience

A Flask project to do data science through REST API

Getting Started

Clone this project on your machine to have the code necessary to run this project locally.

Prerequisites

You will need Python, pip, and virtualenv to get this project started. Install Python and pip here: Python pip

Then use pip to install virtualenv

$ pip install virtualenv

Installing

To install the necessary packages, you can simply run

$ pip install -r requirements.txt

However, it is recommended to created an environment so that those imports are specific to this project Create your environment

$ virtualenv <YOUR_ENV_NAME>

Activate your environment

$ source <YOUR_ENV_NAME>/bin/activate

Install packages

$ (YOUR_ENV_NAME) pip install -r requirements.txt

To deactivate your environment

$ (YOUR_ENV_NAME) deactivate

To launch the Flask app, run

FLASK_APP=application.py flask run

Then head over to (http://localhost:5000/predict) to test different classifiers over the wine data provided by scikit-learn

License

This project is licensed under the MIT License - see the LICENSE.md file for details

restfuldatascience's People

Contributors

pierrekarpov avatar

Watchers

James Cloos avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.