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DEPARTMENT OF COMPUTER ENGINEERING
S.S.V.P.S.’s B.S. DEORE COLLEGE OF ENGINEERING, DHULE
2017-2018
 Introduction
 Objectives
 Data Mining
 Decision Tree Induction
 Data Mining In Banking
 Methodology
 Expected Results
 Conclusion
 Bibliography
23-Sep-17 2Decision Tree Based Loan Prediction
◦ Competition in Banking
◦ Struggles of Various Banks
◦ Credit Risk
◦ Loan Prediction
◦ Data Mining Techniques
◦ Using in Banking Sector
23-Sep-17 3Decision Tree Based Loan Prediction
 Mainly Two Objectives
 Identification of Relevant Attributes
 Determining the Best Model
 Decision Tree Induction Algorithm
23-Sep-17 4Decision Tree Based Loan Prediction
What is Data Mining?
Different Data Mining Techniques
1. Classification
2. Clustering
3. Association Rule Mining
4. Regression ,etc.
23-Sep-17 5Decision Tree Based Loan Prediction
Fig. Steps of Knowledge Extraction
Knowledge Extraction
23-Sep-17 6Decision Tree Based Loan Prediction
Decision Tree Induction
23-Sep-17 7Decision Tree Based Loan Prediction
 Tremendous Growth In Banking Industry
 Adapting Data Mining Techniques
 Helps to Find Credible Customers
 Preventing Frauds
 Certain Areas That Effectively Use Data Mining
1. Marketing
2. Risk Management
3. Customer Relationship Management
Data Mining In Banking
23-Sep-17 8Decision Tree Based Loan Prediction
CRISP-DM Framework
Methodology
23-Sep-17 9Decision Tree Based Loan Prediction
Proposed Model
23-Sep-17 10Decision Tree Based Loan Prediction
Architecture of Proposed Model
23-Sep-17 11Decision Tree Based Loan Prediction
Relevant Attributes along With Rank
Decision Tree Based Loan Prediction
Ranking
23-Sep-17 12
Finding Eligible Loan Amount
23-Sep-17 13Decision Tree Based Loan Prediction
Comparison Among different Loan Schemes
23-Sep-17 14Decision Tree Based Loan Prediction
A system called loan credibility prediction system that helps the
organization in making right decision to approve or reject the
loan request of the customers.
23-Sep-17 15Decision Tree Based Loan Prediction
[1] Sivasree M. S. ,P. G. Scholar, Rekha Sunny T. “Loan Credibility Prediction
System Based on Decision Tree Algorithm” , IRJET Vol. 4 Issue
09.September 2015.
[2] Dileep B. Desai, Dr. R.V.Kulkarni “A Review: Application of Data Mining
Tools in CRM for Selected Banks”, (IJCSIT) International Journal of
Computer Science and Information Technologies, Vol. 4 (2), 2013, 199 –
201.
[3] Dr. Madan Lal Bhasin, “Data Mining: A Competitive Tool in the Banking
and Retail Industries”, The Chartered Accountant October 2006
23-Sep-17Decision Tree Based Loan Prediction 16
Presented By
Swapnil Jawahar Patil
Bhushan Sanjay Patil
Kalyani Ramkrishna Deore
Mayuri Bhalchandra Talware
Akshay Bandu Jadhav
DEPARTMENT OF COMPUTER ENGINEERING
S.S.V.P.S.’s B.S. DEORE COLLEGE OF ENGINEERING, DHULE
2017-2018
Guided By
Manisha S. Patil
23-Sep-17 18

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Loan prediction

  • 1. DEPARTMENT OF COMPUTER ENGINEERING S.S.V.P.S.’s B.S. DEORE COLLEGE OF ENGINEERING, DHULE 2017-2018
  • 2.  Introduction  Objectives  Data Mining  Decision Tree Induction  Data Mining In Banking  Methodology  Expected Results  Conclusion  Bibliography 23-Sep-17 2Decision Tree Based Loan Prediction
  • 3. ◦ Competition in Banking ◦ Struggles of Various Banks ◦ Credit Risk ◦ Loan Prediction ◦ Data Mining Techniques ◦ Using in Banking Sector 23-Sep-17 3Decision Tree Based Loan Prediction
  • 4.  Mainly Two Objectives  Identification of Relevant Attributes  Determining the Best Model  Decision Tree Induction Algorithm 23-Sep-17 4Decision Tree Based Loan Prediction
  • 5. What is Data Mining? Different Data Mining Techniques 1. Classification 2. Clustering 3. Association Rule Mining 4. Regression ,etc. 23-Sep-17 5Decision Tree Based Loan Prediction
  • 6. Fig. Steps of Knowledge Extraction Knowledge Extraction 23-Sep-17 6Decision Tree Based Loan Prediction
  • 7. Decision Tree Induction 23-Sep-17 7Decision Tree Based Loan Prediction
  • 8.  Tremendous Growth In Banking Industry  Adapting Data Mining Techniques  Helps to Find Credible Customers  Preventing Frauds  Certain Areas That Effectively Use Data Mining 1. Marketing 2. Risk Management 3. Customer Relationship Management Data Mining In Banking 23-Sep-17 8Decision Tree Based Loan Prediction
  • 10. Proposed Model 23-Sep-17 10Decision Tree Based Loan Prediction
  • 11. Architecture of Proposed Model 23-Sep-17 11Decision Tree Based Loan Prediction
  • 12. Relevant Attributes along With Rank Decision Tree Based Loan Prediction Ranking 23-Sep-17 12
  • 13. Finding Eligible Loan Amount 23-Sep-17 13Decision Tree Based Loan Prediction
  • 14. Comparison Among different Loan Schemes 23-Sep-17 14Decision Tree Based Loan Prediction
  • 15. A system called loan credibility prediction system that helps the organization in making right decision to approve or reject the loan request of the customers. 23-Sep-17 15Decision Tree Based Loan Prediction
  • 16. [1] Sivasree M. S. ,P. G. Scholar, Rekha Sunny T. “Loan Credibility Prediction System Based on Decision Tree Algorithm” , IRJET Vol. 4 Issue 09.September 2015. [2] Dileep B. Desai, Dr. R.V.Kulkarni “A Review: Application of Data Mining Tools in CRM for Selected Banks”, (IJCSIT) International Journal of Computer Science and Information Technologies, Vol. 4 (2), 2013, 199 – 201. [3] Dr. Madan Lal Bhasin, “Data Mining: A Competitive Tool in the Banking and Retail Industries”, The Chartered Accountant October 2006 23-Sep-17Decision Tree Based Loan Prediction 16
  • 17. Presented By Swapnil Jawahar Patil Bhushan Sanjay Patil Kalyani Ramkrishna Deore Mayuri Bhalchandra Talware Akshay Bandu Jadhav DEPARTMENT OF COMPUTER ENGINEERING S.S.V.P.S.’s B.S. DEORE COLLEGE OF ENGINEERING, DHULE 2017-2018 Guided By Manisha S. Patil