The problem PropertEase ( Endeavour) solves

The real estate industry is known for its complexity and lack of transparency and has a lot of undiscovered potential.
Property buyers and sellers often struggle to find accurate and up-to-date information about available properties and their market value.
The process of buying or selling a property can be time-consuming and daunting, with numerous legal and financial hurdles to navigate and users don’t have much options because there are 3 to 4 big companies which hold this field completely.
A term “premium” is kind of unjust as great amount of money is needed just to contact the other person and therefore to tackle these issues, we create a user-friendly and comprehensive property dealing app that streamlines the buying and selling process.
The app should enable users to easily search for properties, view property details and prices, connect with buyers and sellers, and facilitate secure and efficient transactions.

Challenges we ran into

The first and foremost challenge was to predict the complexities and trends that the Real Estate market owns.
As, when we have started our project we decided to follow the revolutionary themes and innovative ideas that could be implemented in the industry in order to get the best outcome of it.
The project followed many stages during its building and handeling process such as; fetching data that is required to combine and train the algorithms for "Future Rate Predictions, "Data Fetching from the trusted sources" & "Storage of data and fetching it using . We responded to the complex things very approachably and got the solution that is more user friendly and which is more optimised than the previous one.
We fetch the data using "web scrapping", Firebase and predict the future Rate/Price of the Property using the LSTM and RNN concepts of Deep Learning .
Long short-term memory is an artificial neural network used in the fields of artificial intelligence and deep learning. Unlike standard feedforward neural networks, LSTM has feedback connections. Such a recurrent neural network can process not only single data points, but also entire sequences of data.
By the end of it we manages to produce all the working features and add on features of the android application that we build which is named as "PROPERTEASE".