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

Crypto trading bot that detects surges in the bitcoin price and executes trades.

The bot will be trading Bitcoin automatically if the price has increased by more than 3% in the last 10 minutes. We will have a stop loss of 5% and t

164 Oct 20, 2022
Python Client for Instagram API

This project is not actively maintained. Proceed at your own risk! python-instagram A Python 2/3 client for the Instagram REST and Search APIs Install

Facebook Archive 2.9k Jan 01, 2023
Tiktok-bot - A tiktok bot with python

Install the requirements pip install selenium pip install pyfiglet==0.7.5 How ca

Ukis 5 Aug 23, 2022
gnosis safe tx builder

Ape Safe: Gnosis Safe tx builder Ape Safe allows you to iteratively build complex multi-step Gnosis Safe transactions and safely preview their side ef

228 Dec 22, 2022
Busty - A bot for the Busty Discord server

Busty Discord bot used for the Busty server. Install You'll need at least Python

Andrew Morgan 7 Dec 05, 2022
Home Assistant for Opendata CWB. Get the weather forecast of the city in Taiwan.

Home assistant support for Opendata CWB. The readme in Traditional Chinese. This integration is based on OpenWeatherMap (@csparpa, pyowm) to develop.

11 Sep 30, 2022
a simple python script that monitors the binance hotwallet and refunds the withdrawal fee to encourage people to withdraw their Nano and help decentralisation

Nano_Binance_Refund_Bot a simple python script that monitors the binance hotwallet and refunds the withdrawal fee to encourage people to withdraw thei

James Coxon 5 Apr 07, 2022
The Simple Google Colab Notebook to Download Files from Direct Link to Google Drive with custom name and bulk link support.

Direct Link to Google Drive (Advanced! 🔥 ) The Most Advanced yet Simple Google Colab Notebook to Download Files from Direct Link to Google Drive. 🆕

Dr.Caduceus 14 Jul 26, 2022
Ever wanted a dashboard for making your antispam? This is it.

Ever wanted a dashboard for making your antispam? This is it.

Skelmis 1 Oct 27, 2021
A FORKED AND Modded version of TL:GD for 🅱️3R0K🧲support

for support join here working example group Leech Here For Any Issues/Imrovements or Discussions go here or here Please Leave A star And Fork this Rep

KangersHub 202 Dec 26, 2022
ThetaGang is an IBKR bot for collecting money

💬 Join the Matrix chat, we can get money together. Θ ThetaGang Θ Beat the capitalists at their own game with ThetaGang 📈 ThetaGang is an IBKR tradin

Brenden Matthews 1.5k Jan 08, 2023
How to make a QR Code of your own in python

QR CODE Bilgilendirme! " pip install qrcode pillow " kurmalısınız.

Aktali 1 Dec 24, 2021
Discord Token Checker and Info

Discord Token Checker A simple way to check Discord user tokens and their info in bulk. By Roover#7098. https://discord.gg/W8hnMWY6XP Proxy support co

Roover 3 Dec 09, 2021
Notion API Database Python Implementation

Python Notion Database Notion API Database Python Implementation created only by database from the official Notion API. Installing / Getting started p

minwook 78 Dec 19, 2022
High-Resolution Differential Z-Belt Mod for V0 (with optional Kirigami support)

V0-DBM This is a high-resolution differential pulley system belt mod for the Z-axis on Voron 0 with optional Kirigami Bed support. NOTE: Alpha version

Simon Küppers 11 Jan 07, 2023
Lazy airdrop based on private temporary ids

LobsterDAO This uses a modified MerkleDistributor, which allows to issue a lazy airdrop using temporary IDs. In this example it uses Telegram chat_id

41 Sep 10, 2022
Userbot Telegram + Music Voice Chats. Dibuat Untuk Bersenang - Senang , Dan Mempermudah Kegiatan. Created By Rio.

RIO - USERBOT Disclaimer Saya tidak bertanggung jawab atas penyalahgunaan bot ini. Bot ini dimaksudkan untuk bersenang-senang sekaligus membantu Anda

RioProjectX 1 Nov 10, 2021
A Wide AOI tool for discord.

drkdiscord - drk#1337 A Wide AOI tool for discord. Installation To Install you have to have python 3.x and pip installed on your system. If you have t

Darkest Surface 6 Dec 17, 2022
Telegram bot that search for the classrooms status of the chosen day and then return all the free classrooms using your preferred time slot

Aule Libere Polimi Since the PoliMi site no longer allows people to search for free classrooms this bot was necessary! It simply search for the classr

Daniele Ferrazzo 16 Nov 09, 2022
Whatsapp-bot - Whatsapp chatbot build with python and twilio

Whatsapp-bot This is a Whatsapp Chatbot that responds with quotes, reply owners

arinzejustinng 1 Jan 14, 2022