Inspiration 💡: I am always curious about real estate market in nashik ,many of my friend and relatives are looking for buying house in Nashik .They are always asking me, if you could find any nearby apartement within our budget then let us know , finding your dream house is real struggle. Then I thought with my python and data science skills , I can help them and make their job little easy.
problem statement: Predict the Price of Apartment in Nashik.
- Housing.com(used for data collection)
- Python_Selenium_WebScraping_Housing.com
- Stop Using Mean to Fill Missing Data
- All about Categorical Variable Encoding
- Creating Multipage applications using Streamlit
About Nashik :
Nashik is 4th largest city in Maharastra ,Located at an approximate distance of 200 kms from Mumbai and Pune,Nashik gained traction as a vacation hotspot and a location for investing in one’s retirement home.As real estate prices in Pune and Mumbai soared, wine capital of India started being considered as a viable option for living. Social infrastructure gradually improved, with the economic growth of the city and with people choosing the region for their permanent homes.
https://share.streamlit.io/rushikeshdane/nashik-apartment-price-prediction/main/app.py
Install reqluired package with pip
pip install requirements.txt
during this project I had Learned how to scrap data from web, how to create multipage web application with streamlit The whole code of this project is written in oops format, I had understood whole data science life cycle during this project
I am data science enthusiastic , who believes that words and data are the two most powerful tools to change the world. my skills include data analysis, visualization, and machine learning .
python, pandas , plotly, Streamlit, HTML,web scrapping(selenium)