Giter Club home page Giter Club logo

cobegreene / data-science-lab Goto Github PK

View Code? Open in Web Editor NEW
1.0 0.0 0.0 3.5 MB

The problem that this project is addressing is that there are many different types of algorithms out there and more is to come. The of this project is to make a plugin-based desktop application that allows users to create experiments: which consist of preparing data, using an algorithm, visualizing components of the algorithm, and testing their choice of algorithm. This project will have three types of users, contributors, experimenters, and administrator. The desktop application will provide a high-quality professional user interface, so the users can install, create, and use the plugins in their experiment. The second component of this project is a website that allows contributors to learn how to make and publish plugins, so the experimenters can use them. The admin will have the power to manage all users and plugins on the website.

License: MIT License

JavaScript 0.17% TypeScript 84.54% HTML 8.09% CSS 7.21%

data-science-lab's Introduction

data-science-lab

Create an Experiment

Any great hypothesis needs an experiment, so lets create one.

create-experiment

Fetch a Dataset

Grab your datasets using the CSV Reader plugin, or choose one from the many fetch plugins.

fetch-dataset

Transform a Dataset

Transform the features in your dataset by using the Min-Max Normalization plugin, or choose one from the many transform plugins.

transform-dataset

Visualize a Dataset

Visualize the features of your dataset by using the Histogram plugin, or choose one from the many visualization plugins.

visualize-dataset

Train an Algorithm

Train an algorithm by using the Binary Logistic Regression plugin, or choose one from the many algorithm plugins. After training, create a test report to determine its accuracy.

train-algorithm

data-science-lab's People

Contributors

cobegreene avatar

Stargazers

Chris Lonardo 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.