Giter Club home page Giter Club logo

fruit_prediction's Introduction

Project name

Fruit Prediction using its size and shape

Installation Required

  1. Scikit-learn
  2. Python3
  3. Jypyter notebook

Description

In this project we are making a prediction of fruits type by its given attributes size and shape (in given dataset) using machine learning algorithm.

Steps

1.Firstly Collect datasets of fruits and apply preprocessing on it an make data in structured format remove noisy and irrelevant data from datasets in form of excel sheets(.csv file) 2.Then using pandas make categorical data in into further insightful information including frequency, mean, median, count etc. After that using seaborn modules visualize data into form of bar graph, boxplot scatter matrix and gain some insightful information for further prediction. 3.Split data into train and test set and make a machine learning model on it by applying four important ml algorithms on it. Check which have better accuracy and result

  1. Logistic Regression.
  2. Decision Tree.
  3. K-Nearest Neighbors.
  4. Gaussian Naive Bayes Make model and choose algorithms and predict the result.

fruit_prediction's People

Contributors

aakash1822 avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar

Forkers

ikramabbas1

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.