Assignment4-Submission

Using dataset_model.csv on Loan Application, build a Classification model to predict Loan Status(Target Variable) :

-> Use innovative methods for Outlier handling & Missing Values Imputation.

------Use Label Encoder as encoding technique on features , predict using below algorithms------

1.Using Logistic Regression - Perform the parameter tuning and list your best performance metrics on -

Precision ,Recall & F1 Score ,AUROC

2.Using RandomForest Classifier - Perform the parameter tuning and list your best performance metrics on

Precision ,Recall & F1 Score ,AUROC

----- Use One hot Encoder as encoding technique on feature , predict using the below algorithms ----

3.Using Logistic Regression - Perform the parameter tuning and list your best performance metrics on -

Precision ,Recall & F1 Score ,AUROC

4.Using RandomForest Classifier - Perform the parameter tuning and list your best performance metrics on -

Precision ,Recall & F1 Score ,AUROC

Which approach between Label Encoding & One Hot Encoding gave better results in case of both the algorithms used ?

Name		Name	Last commit message	Last commit date
Latest commit History 29 Commits
ASSIGNMENT#4 (HARSH_RAJ).ipynb		ASSIGNMENT#4 (HARSH_RAJ).ipynb
ASSIGNMENT4_NRIPESH.ipynb		ASSIGNMENT4_NRIPESH.ipynb
ASSIGNMENT_4_Deepak.ipynb		ASSIGNMENT_4_Deepak.ipynb
ASSIGNMENT_4_HARSHSAXENA.ipynb		ASSIGNMENT_4_HARSHSAXENA.ipynb
ASSIGNMENT_4_Neha_Garg.ipynb		ASSIGNMENT_4_Neha_Garg.ipynb
Assignment4_AnshajGoyal.ipynb		Assignment4_AnshajGoyal.ipynb
Assignment4_Anurag.ipynb		Assignment4_Anurag.ipynb
Assignment4_Ayushi_Tripathi.ipynb		Assignment4_Ayushi_Tripathi.ipynb
Assignment4_Iqra_Saifi.ipynb		Assignment4_Iqra_Saifi.ipynb
Assignment4_ShreyaSharma.ipynb		Assignment4_ShreyaSharma.ipynb
Assignment_4_Awadhesh_kumar.ipynb		Assignment_4_Awadhesh_kumar.ipynb
Assignment_4_Ayush.ipynb		Assignment_4_Ayush.ipynb
Assignment_4_Kush_Kumar.ipynb		Assignment_4_Kush_Kumar.ipynb
Assignment_4_Nishant_singh.ipynb		Assignment_4_Nishant_singh.ipynb
Assignment_4_Shiva_Baghel.ipynb		Assignment_4_Shiva_Baghel.ipynb
Assignment_4_Sonalpriya.ipynb		Assignment_4_Sonalpriya.ipynb
Assignment_4_SugandhaTanwar.ipynb		Assignment_4_SugandhaTanwar.ipynb
Assignment_4_Yash_satwani.ipynb		Assignment_4_Yash_satwani.ipynb
Assingmet_4_Kush_Kumar.ipynb		Assingmet_4_Kush_Kumar.ipynb
README.md		README.md
Satyam Sharma(assgn.4).ipynb		Satyam Sharma(assgn.4).ipynb
dataset_model.csv		dataset_model.csv

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