Git Product home page Git Product logo

charityml's Introduction

Supervised Learning

Project: Finding Donors for CharityML

Project Overview

In this project helps with supervised learning techniques and an analytical mind on data collected for the U.S. census to help CharityML (a fictitious charity organization) identify people most likely to donate to their cause. It first explores the data to learn how the census data is recorded. Next, it applies apply a series of transformations and preprocessing techniques to manipulate the data into a workable format.

Project also evaluates several supervised learners on the data, and consider which is best suited for the solution. Afterwards, it also optimizes the model that was selected and present the solution to CharityML.

Finally, it explores the chosen model and its predictions under the hood, to see how well it's performing when considering the data it's given.

Install

This project requires Python 3.x and the following Python libraries installed:

software required to be installed to run and execute an iPython Notebook

Recommended to install Anaconda, a pre-packaged Python distribution that contains all of the necessary libraries and software for this project.

charityml's People

Contributors

msivarajan20 avatar

Watchers

 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.