Giter Club home page Giter Club logo

laptop-price-predictor's Introduction

Laptop-Price-Predictor

  • Designed a web app that predicts the price of the laptop given the configurations.
  • Developed Linear, Lasso, and Random Forest Regressors KNN, Decision Tree Regressor and Gradient Boost Regressor to get the best model.
  • Deployed the Machine Learning model using streamlit library in Heroku

Features

  • Company (Laptop Company)
  • TypeName (for ex.Notebook)
  • Inches (size in inches)
  • ScreenResolution (for ex. 1366x768)
  • Cpu (for ex. Intel Core i5 7200U 2.5GHz)
  • Ram(Random Access Memory in MegaBytes)
  • Memory (Internal Storage HDD or SDD in Gigabytes)
  • Gpu (for ex. Intel HD Graphics 520)
  • OpSys (Operating System)
  • Weight (Weight of the laptop)
  • Price (price of laptop)

Traditional Method

Used scikit-learn library for the Machine Learning tasks. Applied label encoding and converted the categorical variables into numerical ones.Then I splited the data into training and test sets with a test size of 20%. I tried three different models ( Linear Regression, Random Forest Regression, XGBoost) and evaluated them using Mean Absolute Error.

Model Deployment

Deployed the model using Streamlit library on Heroku which is a Platform As A Service(PAAS)

laptop-price-predictor's People

Contributors

harshjainsk avatar depreeth 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.