loan_amount_model_package 0.0.7

A model package to estimate loan amount suitable for a customer

LOAN AMOUNT PREDICTION

A machine learning program that estimates the amount of loan to be issued as seen in the dataset given. This program uses a simple hist gradient boosting regressor algorithm to estimate the likely loan user should be eligible for.

Data set and its description

Data	Description
Loan_ID	Unique loan request identifier
Gender	sex of the user
Married	Marital status
Dependents	Number of dependents
Education	if the candidate is graduate or not
Self_Employed	if the user is working for himself
ApplicantIncome	total income of the candidate
CoapplicantIncome	total income of the borrower's partner
LoanAmount	Amount requested
Loan_Amount_Term	in months
Credit_History	1(okay or eligible), 0(Not eligible)
Property_Area	nature of where the borrower live
Loan_Status	if loan was granted or not

Dependencies and packages

1. python = "^3.9"
2. numpy = "^1.26.4"
3. pandas = "^2.2.2"
4. pydantic = "^2.7.3"
5. scikit-learn = "^1.5.0"
6. strictyaml = "^1.7.3"
7. feature-engine = "^1.8.0"
8. joblib = "^1.4.2"
9. mlflow = "^2.13.2"
10. ipykernel = "^6.29.4"
11. hyperopt = "^0.2.7"
12. scipy = "^1.13.1"
13. loguru = "^0.7.2"

Source code link

Source code link: Github link

Snapshots