Skip to content
/ Home-Credit-Default-Risk- Public

Credit risk is the probability that companies or individuals will be unable to make the required payments on their debt obligations. Performed prediction on more than 3,00,000 individuals. Model achieved AUC metric of 0.786 and predicted correctly almost 81% of people who will have difficulty paying loan.

1 star 1 fork Branches Tags Activity
Star
Notifications You must be signed in to change notification settings

Utsav37/Home-Credit-Default-Risk-

BranchesTags

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

7 Commits
ALL 7 table combination code + LightGBM on that.ipynb
ALL 7 table combination code + LightGBM on that.ipynb
 
 
BEST XGBOOST on combined 7 table csv file.ipynb
BEST XGBOOST on combined 7 table csv file.ipynb
 
 
EDA - Pandas Profiling.ipynb
EDA - Pandas Profiling.ipynb
 
 
FR_HOME_CREDIT_missing value 999 with agg.ipynb
FR_HOME_CREDIT_missing value 999 with agg.ipynb
 
 
FR_HOME_CREDIT_missing value 999 without agg.ipynb
FR_HOME_CREDIT_missing value 999 without agg.ipynb
 
 
FR_HOME_CREDIT_missing value 999 without agg_baseline_model.ipynb
FR_HOME_CREDIT_missing value 999 without agg_baseline_model.ipynb
 
 
FR_HOME_CREDIT_missing value meanmode Imputer with agg.ipynb
FR_HOME_CREDIT_missing value meanmode Imputer with agg.ipynb
 
 
FR_HOME_CREDIT_missing value meanmode Imputer without agg.ipynb
FR_HOME_CREDIT_missing value meanmode Imputer without agg.ipynb
 
 
FR_HOME_CREDIT_missing value strategic Imputer without agg.ipynb
FR_HOME_CREDIT_missing value strategic Imputer without agg.ipynb
 
 
First Place EDA done.ipynb
First Place EDA done.ipynb
 
 
HOME_CREDIT_DEFAULT_RISK.pdf
HOME_CREDIT_DEFAULT_RISK.pdf
 
 
HOME_CREDIT_imb_dectree.ipynb
HOME_CREDIT_imb_dectree.ipynb
 
 
HOME_CREDIT_imb_knn.ipynb
HOME_CREDIT_imb_knn.ipynb
 
 
HOME_CREDIT_imb_logistic.ipynb
HOME_CREDIT_imb_logistic.ipynb
 
 
HOME_CREDIT_imb_rand_forest.ipynb
HOME_CREDIT_imb_rand_forest.ipynb
 
 
HOME_CREDIT_misMean01-normalised_standardscalar.ipynb
HOME_CREDIT_misMean01-normalised_standardscalar.ipynb
 
 
Home Credit Default Risk.pptx
Home Credit Default Risk.pptx
 
 
Home_Credit_Utsav.pdf
Home_Credit_Utsav.pdf
 
 
Imputation of Tables code.ipynb
Imputation of Tables code.ipynb
 
 
Latex_report.tex
Latex_report.tex
 
 
LightGBM before Smote and after Smote on imputed csv.ipynb
LightGBM before Smote and after Smote on imputed csv.ipynb
 
 
README.md
README.md
 
 
XGBoost on application_train.csv + manual feature Engineering.ipynb
XGBoost on application_train.csv + manual feature Engineering.ipynb
 
 
XGBoost on application_train_Imputed CSV - Before and after SMOTE.ipynb
XGBoost on application_train_Imputed CSV - Before and after SMOTE.ipynb
 
 
data links.txt
data links.txt
 
 

Repository files navigation

Home-Credit-Default-Risk-

Credit risk is the probability that companies or individuals will be unable to make the required payments on their debt obligations. Performed prediction on more than 3,00,000 individuals. Model achieved AUC metric of 0.786 and predicted correctly almost 81% of people who will have difficulty paying loan.

About

Credit risk is the probability that companies or individuals will be unable to make the required payments on their debt obligations. Performed prediction on more than 3,00,000 individuals. Model achieved AUC metric of 0.786 and predicted correctly almost 81% of people who will have difficulty paying loan.

Resources

Readme
Activity

Stars

1 star

Watchers

1 watching

Forks

1 fork
Report repository

Releases

No releases published

Packages

No packages published

Languages