Giter VIP home page Giter VIP logo

shrutigupta03 / diamond-price-prediction Goto Github PK

View Code? Open in Web Editor NEW
0.0 1.0 0.0 12.12 MB

Diamond Price Predictor using kaggle dataset and decision tree model with 99% accuracy.

Home Page: https://diamond-price-prediction-4ici.onrender.com/

Python 4.90% Jupyter Notebook 90.96% HTML 4.15%
aws-elastic-beanstalk data datascience exploratory-data-analysis machine-learning price-prediction

diamond-price-prediction's Introduction

Diamond Price Prediction Model

Introduction About the Data :

The dataset The goal is to predict price of given diamond (Regression Analysis).

There are 10 independent variables (including id):

  • id : unique identifier of each diamond
  • carat : Carat (ct.) refers to the unique unit of weight measurement used exclusively to weigh gemstones and diamonds.
  • cut : Quality of Diamond Cut
  • color : Color of Diamond
  • clarity : Diamond clarity is a measure of the purity and rarity of the stone, graded by the visibility of these characteristics under 10-power magnification.
  • depth : The depth of diamond is its height (in millimeters) measured from the culet (bottom tip) to the table (flat, top surface)
  • table : A diamond's table is the facet which can be seen when the stone is viewed face up.
  • x : Diamond X dimension
  • y : Diamond Y dimension
  • x : Diamond Z dimension

Target variable:

  • price: Price of the given Diamond.

Dataset Source Link : https://www.kaggle.com/competitions/playground-series-s3e8/data?select=train.csv

Bar Graphs Showing Relation between Categorical Features and Price:

Price Vs Cut

image

Price Vs Clarity

image

Price Vs Color

image

diamond-price-prediction's People

Contributors

shrutigupta03 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.