Housing Price Prediction Using Machine Learning.

Overview

HOUSING PRICE PREDICTION USING MACHINE LEARNING

DESCRIPTION

Housing Price Prediction Using Machine Learning is to predict the data of housings. Here I have included many data features. The most important feature according to the builders perspective view would be Bedroom. Sometimes it’s very important for a builder to check which is the highest selling house type which enables the builder to make houses which are more than three bedrooms. In the output section you would be seeing the visualization of three bedroom houses that are most commonly sold followed by four bedrooms. The main aim of this project is to make a model which can give a good prediction on the price of the house based on other variables.

PROGRAMMING LANGUAGE USED

PYTHON

AZURE TECHNOLOGIES USED

AZURE MACHINE LEARNING
AZURE CLOUD SHELL
VISUAL STUDIO CODE

INSTALLATION

STEP 1 : Install Python, Git, Anaconda and Jupyter in your systems.
STEP 2 : After all the installation part rebbot your system.
STEP 3 : Open Command Prompt in your system and check the python version.
STEP 4 :In Command Prompt install
  • PyPI

  • numpy

  • pandas

  • matplotlib

  • seaborn

UPLOADING CODE TO AZURE MACHINE LEARNING STUDIO

STEP 1 : Login to your Azure Portal
STEP 2 : Create a Resource Group
STEP 3 : In resource group click on create
STEP 4 : Go to Categories and under that select AI + Machine Learning.
STEP 5: Select Machine Learning and click on create.
STEP 6 : In Basic Section under project details select your subscription and resource group. After that in Workspace details specify your Workspace name and select your nearest region.
STEP 7 : Click on Review + Create and the Deployment progress will start.
STEP 8 : After a sucessfull deployment launched Azure Machine Learning Studio to build and deploy the machine learning models.
STEP 9 : Create a new notebook in azure machine learning studio and uploaded your code.
STEP 10 : Next step is to upload the code in GitHub. So here, I have used Azure Cloud Shell.
STEP 11 : Log in to GitHub Account and create a repository name.
STEP 12 : Follow the below steps.

ML WITH GITHUB ACTIONS AND AZURE MACHINE LEARNING

1. Prerequisites

The following prerequisites are required to make this repository work:

  • Azure subscription
  • Contributor access to the Azure subscription
  • Access to GitHub Actions

2. Create repository

Create a new repositary in GitHub and save the file.

3. Setting up the required secrets

Go to Resource group and use azure cloud shell.

# Replace {service-principal-name}, {subscription-id} and {resource-group} with your 
# Azure subscription id and resource group name and any name for your service principle
az ad sp create-for-rbac --name {"service-principal-name"} --role contributor --scopes /subscriptions/{subscription-id}/resourceGroups/{resource-group} --sdk-auth

This will generate the following JSON output:

{
  "clientId": "<GUID>",
  "clientSecret": "<GUID>",
  "subscriptionId": "<GUID>",
  "tenantId": "<GUID>",
  (...)
}

Add this JSON output as a secret with the name AZURE_CREDENTIALS in GitHub repository

4. Define your workspace parameters

You have to modify the parameters in the "/.cloud/.azure/workspace.json">/.cloud/.azure/workspace.json". Please use the same value for the resource_group parameter that you have used when generating the azure credentials. If you already have an Azure ML Workspace under that resource group, change the name parameter in the JSON file to the name of your workspace, if you want the Action to create a new workspace in that resource group, pick a name for your new workspace, and assign it to the name parameter. You can also delete the name parameter, if you want the action to use the default value, which is the repository name. Once you save your changes to the file, the predefined GitHub workflow that trains and deploys a model on Azure Machine Learning gets triggered. Check the actions tab to view if your actions have successfully run.

5. Modify the code

Now you can start modifying the code in the code folder, so that your model and not the provided sample model gets trained on Azure. Where required, modify the environment yaml so that the training and deployment environments will have the correct packages installed in the conda environment for your training and deployment. Upon pushing the changes, actions will kick off your training and deployment run. Check the actions tab to view if your actions have successfully run.

6. Viewing your AML resources and runs

The log outputs of your action will provide URLs for you to view the resources that have been created in AML. Alternatively, you can visit the Machine Learning Studio to view the progress of your runs, etc.

PROJECT SUBMITTING TO

FUTURE READY TALENT

NAME

SHREYA SHREE PADHI

UNIVERSITY NAME

SCHOOL OF ENGINEERING AND TECHNOLOGY, JAIN UNIVERSITY

USN

19BTRCY030 (BTECH 3RD YEAR)

LINKEDIN ACCOUNT

https://www.linkedin.com/in/shreya-shree-padhi/

GITHUB ACCOUNT -

https://github.com/ShreyaShree3011

Jika ada pertanyaan lebih lanjut, hubungi kontak dibawah ini. Terimakasih...

⚡ Lynx Userbot ⚡ Userbot Used for Fun on Telegram, and for Maintianing Your Group. This is a Repo Lynx-Userbot. This is Repo was Created by Axel From

29 Aug 30, 2021
Jalali version of python calendar :date:

jcalendar jcalendar is Jalali implementation of Python's calendar module Status Install pip install jcalendar Documents This module almost follows Py

Iman Kermani 7 Aug 09, 2022
Super Fast Telegram UserBot Made With Python.

Description Super Fast Telegram UserBot Made With Python. LOGO Made With Support of All Userbots Dev's Dark-Venom is a Light-Weight Userbot. It's unde

2 Sep 14, 2021
Minecraft name sniper written in python.

⚠️ IMPORTANT ⚠️ DO NOT USE MCSNIPERPY -- READ BELOW This sniper does not support Microsoft accounts or prename / gc sniping and is MUCH harder to use

MCsniperPY 201 Dec 30, 2022
Instagram-Reports is a tool made to ban any scam or bad person

ABOUT TOOL : Instagram-Reports is a tool made to ban any scam or bad person. Installation : sudo apt-get update -y sudo apt-get upgrade -y apt insta

Evan Al Mahmud Irfan ථ 1 Dec 20, 2021
Discord Webhook Spammer (fastest)

Discord Webhook Spammer A simple fast asynchronous webhook spammer. Spammer Features Fast message spamming. Controllable speed. Noob friendly. Usage N

Varient 2 Apr 22, 2022
This discord bot preview user 42intra login picture.

42intra_Pic BOT This discord bot preview user 42intra login picture. created by: @YOPI#8626 Using: Python 3.9 (64-bit) (You don't need 3.9 but some fu

Zakaria Yacoubi 7 Mar 22, 2022
Wonderful Phoenix-Bot

Phoenix Bot Discord Phoenix Bot is inspired by Natewong1313's Bird Bot project yet due to lack of activity by their team. We have decided to revive th

Senior Developer 0 Aug 12, 2021
A small package to markdownify Notion blocks.

markdownify-notion A small package to markdownify notion blocks. Installation Install this library using pip: $ pip install markdownify-notion Usage

Sergio Sánchez Zavala 2 Oct 29, 2022
An API or getting Optifine VersionsList/Version/Download-URL.

Optifine-API An API for getting Optifine VersionsList/Versions/Download-URL. Table of contents Get Versions List Get Specify Versions Download Optifin

2 Dec 04, 2022
Elemeno.ai standard development kit in Python

Overview A set of glue code and utilities to make using elemeno AI platform a smooth experience Free software: Apache Software License 2.0 Installatio

Elemeno AI 3 Dec 14, 2022
A mass creator for Discord's new channel threads.

discord-thread-flooder A mass creator for Discord's new channel threads. (obv created by https://github.com/imvast) Warning: this may lag ur pc if u h

Vast 6 Nov 04, 2022
This is a Python package to create a snowflake identifier similar to Discord's or Twitter's.

snowflake2 Based on falcondai and fenhl's Python snowflake tool, but with documentation and simliarities to Discord. Installation instructions Install

Learnloot 2 Mar 19, 2022
An integrated information collection tool

infoscaner 环境配置 目前infoscaner仅支持在linux上运行,建议运行在最新版本的kali中 infoscaner是基于python3版本实现的,运行之前首先安装python库 如果同时存在python2和python3,请输入以下命令 pip3 install -r requi

CMACCKK 74 Sep 13, 2021
Console XMPP client in python

poezio Homepage: https://poez.io Forge Page: https://lab.louiz.org/poezio/poezio Poezio is a console Jabber/XMPP client. The initial goal was to provi

48 Dec 19, 2022
For Help/Questions Join in discord

Simple-Nitro-Generator-Source Must have installed python! Discord: $MartoBossX#7777 Server: https://discord.gg/ErynDxTV5Y DONATE: (Crypto) BTC: bc1qg8

1 Jan 08, 2022
Get-Phone-Number-Details-using-Python - To get the details of any number, we can use an amazing Python module known as phonenumbers.

Get-Phone-Number-Details-using-Python To get the details of any number, we can use an amazing Python module known as phonenumbers. We can use the amaz

Coding Taggers 1 Jan 01, 2022
Save data from Instagram takeout to a SQLite database

instagram-to-sqlite Save data from a Instagram takeout to a SQLite database. Mise En Place git clone https://github.com/gavindsouza/instagram-to-sqlit

gavin 8 Dec 13, 2022
Experimental bridges between Telegram calls and other platforms.

Bridges by Calls Music Experimental bridges between Telegram calls and other platforms. Current bridges Bridge 1 (YouTube, Twitch, Facebook, etc...) B

Calls Music 14 Oct 08, 2022
Discord Token Checker

Discord-Token-Checker Optimizations Asynchronous Fast & Efficient Multi Tasked Proxy support (socks4/socks5/http) Usage Put tasks depending on your PC

scripted 6 May 05, 2022