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Housing Price Prediction in Python

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This data science project series leads you through the process of creating a real estate price prediction website step by step. First, we will create a model with sklearn and linear regression using the banglore home prices dataset from kaggle.com. The second step would be to create a Python Flask server that serves http requests using the stored model. The third component is a website developed in html, CSS, and javascript that allows users to enter information such as home square footage, bedrooms, and so on, and then calls a Python Flask server to receive the anticipated price. Almost all data science principles will be covered during model creation, including data load and cleaning, outlier identification and removal, feature engineering, dimensionality reduction, gridsearchcv for hyperparameter tuning, and k fold cross validation.

This project includes the following technologies and tools: 1) Python
2) Data cleansing with Numpy and Pandas
Matplotlib is a data visualization tool.
4) Sklearn for model construction
5) As an IDE, use Jupyter notebook, Visual Studio Code, or PyCharm.
6) Python flask for the http server 7) HTML/CSS/Javascript for the user interface

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Click here to Download ML Model Price Prediction- Jupyter Notebook.pdf

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Using an ePortfolio

Introduction
ePortfolios are a place to demonstrate your work. They are made of sections and pages. The list of sections are along the left side of the window (show me). Each section can have multiple pages, shown on the right side of the window (show me).
Portfolio Sections

Sections are listed along the left side of the window (show me). Each section can have multiple pages inside of it. To organize or edit a section, click the .

You can rename any section by clicking "Rename", rearrange sections by clicking "Move To...", or delete sections by clicking "Delete" in the popup menu.
Section Pages

Sections have multiple pages. You can see the list of pages for the current section on the right side of the window (show me). To organize or edit a page, click the .

You can rename any section by clicking "Rename", rearrange sections by clicking "Move To...", or delete sections by clicking "Delete" in the popup menu.
Page Content
The content you see on a page is the same content any visitors will see. To edit this content, click the " Edit This Page" link (show me) and the page will change to editing mode.
Page Content

Now you're editing! Rename the page or change commenting options (show me) if you like. You can save, preview or cancel your changes at any time by clicking the button on the right side (show me).

Content is divided into subsections, which each have a dotted border. You can delete or edit the contents of a subsection by clicking the or icons at the top right corner of the subsection.

To add new subsections, find and click the type of content you want to add in the options list on the right side of the page (show me).
ePortfolio Settings
To change the settings for your ePortfolio, click the "ePortfolio Settings" link (show me). You can rename the portfolio and also change whether it is public or private. Private portfolios are only visible to those to whom you grant access.