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Loan approval is a very important process for banking organizations. The system approved or reject the loan applications. Recovery of loans is a major contributing parameter in the financial statements of a bank. It is very difficult to predict the possibility of payment of loan by the customer. In recent years many researchers worked on loan approval prediction systems. Machine Learning (ML)techniques are very useful in predicting outcomes for large amount of data.
- Interface to predict loan application approval
- data insights withhin Jupyter Notebook
- Trained Model
- Public api
- Heroku git link
- multiple machine learning algorithms.
install Requests,
# heroku url
heroku_url = 'https://loan5.herokuapp.com/api' # change to your app name
# sample data
data={'Gender':1, 'Married':1, 'Dependents':2, 'Education':0, 'Self_Employed':1,
'Credit_History':1,'Property_Area':1, 'Income':1}
data = json.dumps(data)- check prediction
print(send_request.json())
you will get answer {'results': {'results': 1}}
Now people can access API endpoint with the Heroku URL and use this model to make prediction
- Heroku
- Scikit-learn
- Flask
- Pandas, numpy
Mohit Maithani | Tech enthusiast (Data Science)
- public api deployment
git clone https://github.com/mmaithani/Loan-Approvel-ML-model-with-insights.git Start rocking
For beginner here is a full tutorial :
If you don't have git on your machine, install it.
Fork this repository by clicking on the fork button on the top of this page. This will create a copy of this repository in your account.
Now clone the forked repository to your machine. Go to your GitHub account, open the forked repository, click on the clone button and then click the copy to clipboard icon. Open a terminal and run the following git command:
git clone "url you just copied"
where "url you just copied" (without the quotation marks) is the url to this repository (your fork of this project). See the previous steps to obtain the url.
For example:
git clone https://github.com/this-is-you/first-contributions.git
where this-is-you is your GitHub username. Here you're copying the contents of the first-contributions repository on GitHub to your computer.
Change to the repository directory on your computer (if you are not already there):
cd first-contributions
Now create a branch using the git checkout command:
git checkout -b <add-your-new-branch-name>
For example:
git checkout -b add-alonzo-church
(The name of the branch does not need to have the word add in it, but it's a reasonable thing to include because the purpose of this branch is to add your name to a list.)
Now open Contributors.md file in a text editor, add your name to it. Don't add it at the beginning or end of the file. Put it anywhere in between. Now, save the file.
If you go to the project directory and execute the command git status, you'll see there are changes.
Add those changes to the branch you just created using the git add command:
git add Contributors.md
Now commit those changes using the git commit command:
git commit -m "Add <your-name> to Contributors list"
replacing <your-name> with your name.
Push your changes using the command git push:
git push origin <add-your-branch-name>
replacing <add-your-branch-name> with the name of the branch you created earlier.
If you go to your repository on GitHub, you'll see a Compare & pull request button. Click on that button.
Now submit the pull request.
Soon I'll be merging all your changes into the master branch of this project. You will get a notification email once the changes have been merged.
These contribution guidelines have been learned from this good-Contributing.md-template.
Also special thanks : elizabethets 