Applying Machine Learning on DevOps Real Industry Based Project.
This Particular Project Idea that will help to solve the Real Industry Use Case for Real Estates world.
NOTE: The Project is not Completed Yet. It requires more knowledge of machine learning and DevOps than I currently have. So, it's under construction.
Gist About the Project:
In this project, we will be making an automated system to predict the price of houses only by providing images of the house by integrating machine Learning with DevOps
Detailed Idea Explanation:
In this at first different images of the house from the inside, outside will be provided like rooms, balconies, etc. by doing so we will be triggering an Image Classifier model which will classify the images based on their features like rooms, doors, balconies, floors, etc. and then these images with the data will be transferred to a Regression Model which will later on by itself generate features like LSTAT, MEDV, TAX, AGE, etc and now based on these features the regression model will calculate the price of that particular house.
Summing Up!
Basically we created a system that'll predict the price of the houses by only giving the images of a particular house.
Transfer Learning Model for Image Classification
Full Code: https://github.com/Pulkit-debug/MLOps_MainProject/blob/master/houses.py
Regression Model for Predicting the Price
Full code: https://github.com/Pulkitdebug/MLOps_MainProject/blob/master/RealEstates.py
Here I'm using a housing dataset from UCI MACHINE LEARNING REPOSITORY. And with this dataset, I'm getting around 90-95% accuracy.
Committing our images to GitHub so that it can trigger Job1.
Job 1: It will copy all the files to the maps directory inside the redhat.
Job 2: This job will help to train the classifier model.
Job 3: This Job will help to train the Regression model that'll predict the prices.
Job 4: This job will store the prediction done by Regression model into a file name prediction.txt
NOTE: Again this is only the basic setup, the project is not complete yet.
Github Link: https://github.com/Pulkit-debug/MLOps_MainProject