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Credit card Fraud
detection using Machine
Learning With Python.
Guide : Dr Selvi Ravindran,
Assistant Professor, DIST
Members : A. Hazina Begam – 2021178023
P. Jeyadarshini - 2021178025
PROBLEM STATEMENT
 Now a day’s online transactions have become an important and necessary part
of our lives.
 It is vital that credit card companies are able to identify fraudulent credit
card transactions so that customers are not charged for items that they did
not purchase.
 As frequency of transactions is increasing, number of fraudulent transactions
are also increasing rapidly.
 This project intends to illustrate the modelling of a data set using machine
learning with Credit Card Fraud Detection.
 This model is then used to recognize whether a new transaction is fraudulent
or not.
LITERATURE SURVEY
AUTHOR MECHANISM TECHNIQUES ACCURACY
S.P. Maniraj They Describe about
the algorithm
applicable on Find
Fraud Detection
Two types of Random
Forest Algorithm 91.96 % and
96.77%
respectively
Suman Arora Many supervised
Algorithms apply on
70%on training and
30% on dataset
Random forest 94.59%
95.27%
93.24%
90.87%
90.54%
94.25%
Stacking classifier
XGB classifier
SVM
Decision tree
KNN algorithms
OBJECTIVES
 The Objective of the project is to predict the fraud and fraud less
transaction with respect to the time and amount of the transaction
using classification machine learning algorithms and statistics and
calculus.
 To implement efficient fraud detection algorithms using machine-
learning techniques.
 To detect 100% of the fraudulent transactions while minimizing the
incorrect fraud classifications.

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RM_PPT.pptx

  • 1. Credit card Fraud detection using Machine Learning With Python. Guide : Dr Selvi Ravindran, Assistant Professor, DIST Members : A. Hazina Begam – 2021178023 P. Jeyadarshini - 2021178025
  • 2. PROBLEM STATEMENT  Now a day’s online transactions have become an important and necessary part of our lives.  It is vital that credit card companies are able to identify fraudulent credit card transactions so that customers are not charged for items that they did not purchase.  As frequency of transactions is increasing, number of fraudulent transactions are also increasing rapidly.  This project intends to illustrate the modelling of a data set using machine learning with Credit Card Fraud Detection.  This model is then used to recognize whether a new transaction is fraudulent or not.
  • 3. LITERATURE SURVEY AUTHOR MECHANISM TECHNIQUES ACCURACY S.P. Maniraj They Describe about the algorithm applicable on Find Fraud Detection Two types of Random Forest Algorithm 91.96 % and 96.77% respectively Suman Arora Many supervised Algorithms apply on 70%on training and 30% on dataset Random forest 94.59% 95.27% 93.24% 90.87% 90.54% 94.25% Stacking classifier XGB classifier SVM Decision tree KNN algorithms
  • 4. OBJECTIVES  The Objective of the project is to predict the fraud and fraud less transaction with respect to the time and amount of the transaction using classification machine learning algorithms and statistics and calculus.  To implement efficient fraud detection algorithms using machine- learning techniques.  To detect 100% of the fraudulent transactions while minimizing the incorrect fraud classifications.