SlideShare ist ein Scribd-Unternehmen logo

I n t his assignment, you will be using neural network to classify w.pdf

•
•
A
allurafashions98

I n t his assignment, you will be using neural network to classify whether a transaction i s f raudulent or not. We provided the r equired dataset and you will have to design a neural network architecture t hat accurately i denties the f rauds. The data contains 28 undened features which dene the type of transaction. 1. Find the distribution of each class and explain why the data is skewed. 2. There are many approaches that were developed for handling the skewed data. For this problem, we will use an approach called 'under sampling' where we randomly delete instances from over-represented class. You have to reduce the dataset such that both classes have equal distribution. 3. Split the reduced data into train, valid and test datasets. Now train a neural network classier (your choice) and calculate precision & recall using confusion matrix. 4. Explain what each metric (precision and recall) represents for this dataset. Which do you think is more important?.

Bildung
1 von 1
Downloaden Sie, um offline zu lesen
I n t his assignment, you will be using neural network to classify whether a transaction i s f raudulent or not. We provided the r equired dataset and you will have to design a neural network architecture t hat accurately i denties the f rauds. The data contains 28 undened features which dene the type of transaction. 1. Find the distribution of each class and explain why the data is skewed. 2. There are many approaches that were developed for handling the skewed data. For this problem, we will use an approach called 'under sampling' where we randomly delete instances from over-represented class. You have to reduce the dataset such that both classes have equal distribution. 3. Split the reduced data into train, valid and test datasets. Now train a neural network classier (your choice) and calculate precision & recall using confusion matrix. 4. Explain what each metric (precision and recall) represents for this dataset. Which do you think is more important?

Empfohlen

IRJET- Study and Evaluation of Classification Algorithms in Data Mining
IRJET- Study and Evaluation of Classification Algorithms in Data MiningIRJET- Study and Evaluation of Classification Algorithms in Data Mining
IRJET- Study and Evaluation of Classification Algorithms in Data MiningIRJET Journal
 
Analysis of Classification Algorithm in Data Mining
Analysis of Classification Algorithm in Data MiningAnalysis of Classification Algorithm in Data Mining
Analysis of Classification Algorithm in Data Miningijdmtaiir
 
Effective data mining for proper
Effective data mining for properEffective data mining for proper
Effective data mining for properIJDKP
 
Artificial Intelligence.docx
Artificial Intelligence.docxArtificial Intelligence.docx
Artificial Intelligence.docxashumar
 
Neural networks, naïve bayes and decision tree machine learning
Neural networks, naïve bayes and decision tree machine learningNeural networks, naïve bayes and decision tree machine learning
Neural networks, naïve bayes and decision tree machine learningFrancisco E. Figueroa-Nigaglioni
 
Ijartes v1-i2-006
Ijartes v1-i2-006Ijartes v1-i2-006
Ijartes v1-i2-006IJARTES
 
Data mining techniques a survey paper
Data mining techniques a survey paperData mining techniques a survey paper
Data mining techniques a survey papereSAT Publishing House
 
Applications in Machine Learning
Applications in Machine LearningApplications in Machine Learning
Applications in Machine LearningJoel Graff
 

Empfohlen

IRJET- Study and Evaluation of Classification Algorithms in Data Mining
IRJET- Study and Evaluation of Classification Algorithms in Data MiningIRJET- Study and Evaluation of Classification Algorithms in Data Mining
IRJET- Study and Evaluation of Classification Algorithms in Data MiningIRJET Journal
 
Analysis of Classification Algorithm in Data Mining
Analysis of Classification Algorithm in Data MiningAnalysis of Classification Algorithm in Data Mining
Analysis of Classification Algorithm in Data Miningijdmtaiir
 
Effective data mining for proper
Effective data mining for properEffective data mining for proper
Effective data mining for properIJDKP
 
Artificial Intelligence.docx
Artificial Intelligence.docxArtificial Intelligence.docx
Artificial Intelligence.docxashumar
 
Neural networks, naïve bayes and decision tree machine learning
Neural networks, naïve bayes and decision tree machine learningNeural networks, naïve bayes and decision tree machine learning
Neural networks, naïve bayes and decision tree machine learningFrancisco E. Figueroa-Nigaglioni
 
Ijartes v1-i2-006
Ijartes v1-i2-006Ijartes v1-i2-006
Ijartes v1-i2-006IJARTES
 
Data mining techniques a survey paper
Data mining techniques a survey paperData mining techniques a survey paper
Data mining techniques a survey papereSAT Publishing House
 
Applications in Machine Learning
Applications in Machine LearningApplications in Machine Learning
Applications in Machine LearningJoel Graff
 
machinelearningengineeringslideshare-160909192132 (1).pdf
machinelearningengineeringslideshare-160909192132 (1).pdfmachinelearningengineeringslideshare-160909192132 (1).pdf
machinelearningengineeringslideshare-160909192132 (1).pdfShivareddyGangam
 
Analysis of Bayes, Neural Network and Tree Classifier of Classification Techn...
Analysis of Bayes, Neural Network and Tree Classifier of Classification Techn...Analysis of Bayes, Neural Network and Tree Classifier of Classification Techn...
Analysis of Bayes, Neural Network and Tree Classifier of Classification Techn...cscpconf
 
Cancer data partitioning with data structure and difficulty independent clust...
Cancer data partitioning with data structure and difficulty independent clust...Cancer data partitioning with data structure and difficulty independent clust...
Cancer data partitioning with data structure and difficulty independent clust...IRJET Journal
 
Improving Classifier Accuracy using Unlabeled Data..doc
Improving Classifier Accuracy using Unlabeled Data..docImproving Classifier Accuracy using Unlabeled Data..doc
Improving Classifier Accuracy using Unlabeled Data..docbutest
 
Data mining Algorithm’s Variant Analysis
Data mining Algorithm’s Variant AnalysisData mining Algorithm’s Variant Analysis
Data mining Algorithm’s Variant AnalysisIOSR Journals
 
E017153342
E017153342E017153342
E017153342IOSR Journals
 
Data mining Algorithm’s Variant Analysis
Data mining Algorithm’s Variant AnalysisData mining Algorithm’s Variant Analysis
Data mining Algorithm’s Variant AnalysisIOSR Journals
 
Data mining techniques
Data mining techniquesData mining techniques
Data mining techniqueseSAT Journals
 
Hx3115011506
Hx3115011506Hx3115011506
Hx3115011506IJERA Editor
 
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASET
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASETSURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASET
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASETEditor IJMTER
 
Hypothesis on Different Data Mining Algorithms
Hypothesis on Different Data Mining AlgorithmsHypothesis on Different Data Mining Algorithms
Hypothesis on Different Data Mining AlgorithmsIJERA Editor
 
copy for Gary Chin.
copy for Gary Chin.copy for Gary Chin.
copy for Gary Chin.Teng Xiaolu
 
B42010712
B42010712B42010712
B42010712IJERA Editor
 
IMAGE CLASSIFICATION USING DIFFERENT CLASSICAL APPROACHES
IMAGE CLASSIFICATION USING DIFFERENT CLASSICAL APPROACHESIMAGE CLASSIFICATION USING DIFFERENT CLASSICAL APPROACHES
IMAGE CLASSIFICATION USING DIFFERENT CLASSICAL APPROACHESVikash Kumar
 
How to Build a Neural Network and Make Predictions
How to Build a Neural Network and Make PredictionsHow to Build a Neural Network and Make Predictions
How to Build a Neural Network and Make PredictionsDeveloper Helps
 
Machine learning module 2
Machine learning module 2Machine learning module 2
Machine learning module 2Gokulks007
 
An Approach to Mixed Dataset Clustering and Validation with ART-2 Artificial ...
An Approach to Mixed Dataset Clustering and Validation with ART-2 Artificial ...An Approach to Mixed Dataset Clustering and Validation with ART-2 Artificial ...
An Approach to Mixed Dataset Clustering and Validation with ART-2 Artificial ...Happiest Minds Technologies
 
X-TREPAN: A MULTI CLASS REGRESSION AND ADAPTED EXTRACTION OF COMPREHENSIBLE D...
X-TREPAN: A MULTI CLASS REGRESSION AND ADAPTED EXTRACTION OF COMPREHENSIBLE D...X-TREPAN: A MULTI CLASS REGRESSION AND ADAPTED EXTRACTION OF COMPREHENSIBLE D...
X-TREPAN: A MULTI CLASS REGRESSION AND ADAPTED EXTRACTION OF COMPREHENSIBLE D...cscpconf
 
X-TREPAN : A Multi Class Regression and Adapted Extraction of Comprehensible ...
X-TREPAN : A Multi Class Regression and Adapted Extraction of Comprehensible ...X-TREPAN : A Multi Class Regression and Adapted Extraction of Comprehensible ...
X-TREPAN : A Multi Class Regression and Adapted Extraction of Comprehensible ...csandit
 
Cs 1004 -_data_warehousing_and_data_mining
Cs 1004 -_data_warehousing_and_data_miningCs 1004 -_data_warehousing_and_data_mining
Cs 1004 -_data_warehousing_and_data_mininghari91
 
Current Attempt in Progress. At December 31, 2024, Culiumber Imports .pdf
Current Attempt in Progress. At December 31, 2024, Culiumber Imports .pdf Current Attempt in Progress. At December 31, 2024, Culiumber Imports .pdf
Current Attempt in Progress. At December 31, 2024, Culiumber Imports .pdfallurafashions98
 
Current Attempt in Progress Waterway Company uses a periodic inventor.pdf
Current Attempt in Progress Waterway Company uses a periodic inventor.pdf Current Attempt in Progress Waterway Company uses a periodic inventor.pdf
Current Attempt in Progress Waterway Company uses a periodic inventor.pdfallurafashions98
 

Weitere ähnliche Inhalte

Ähnlich wie I n t his assignment, you will be using neural network to classify w.pdf

machinelearningengineeringslideshare-160909192132 (1).pdf
machinelearningengineeringslideshare-160909192132 (1).pdfmachinelearningengineeringslideshare-160909192132 (1).pdf
machinelearningengineeringslideshare-160909192132 (1).pdfShivareddyGangam
 
Analysis of Bayes, Neural Network and Tree Classifier of Classification Techn...
Analysis of Bayes, Neural Network and Tree Classifier of Classification Techn...Analysis of Bayes, Neural Network and Tree Classifier of Classification Techn...
Analysis of Bayes, Neural Network and Tree Classifier of Classification Techn...cscpconf
 
Cancer data partitioning with data structure and difficulty independent clust...
Cancer data partitioning with data structure and difficulty independent clust...Cancer data partitioning with data structure and difficulty independent clust...
Cancer data partitioning with data structure and difficulty independent clust...IRJET Journal
 
Improving Classifier Accuracy using Unlabeled Data..doc
Improving Classifier Accuracy using Unlabeled Data..docImproving Classifier Accuracy using Unlabeled Data..doc
Improving Classifier Accuracy using Unlabeled Data..docbutest
 
Data mining Algorithm’s Variant Analysis
Data mining Algorithm’s Variant AnalysisData mining Algorithm’s Variant Analysis
Data mining Algorithm’s Variant AnalysisIOSR Journals
 
Data mining Algorithm’s Variant Analysis
Data mining Algorithm’s Variant AnalysisData mining Algorithm’s Variant Analysis
Data mining Algorithm’s Variant AnalysisIOSR Journals
 
Data mining techniques
Data mining techniquesData mining techniques
Data mining techniqueseSAT Journals
 
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASET
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASETSURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASET
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASETEditor IJMTER
 
Hypothesis on Different Data Mining Algorithms
Hypothesis on Different Data Mining AlgorithmsHypothesis on Different Data Mining Algorithms
Hypothesis on Different Data Mining AlgorithmsIJERA Editor
 
copy for Gary Chin.
copy for Gary Chin.copy for Gary Chin.
copy for Gary Chin.Teng Xiaolu
 
IMAGE CLASSIFICATION USING DIFFERENT CLASSICAL APPROACHES
IMAGE CLASSIFICATION USING DIFFERENT CLASSICAL APPROACHESIMAGE CLASSIFICATION USING DIFFERENT CLASSICAL APPROACHES
IMAGE CLASSIFICATION USING DIFFERENT CLASSICAL APPROACHESVikash Kumar
 
How to Build a Neural Network and Make Predictions
How to Build a Neural Network and Make PredictionsHow to Build a Neural Network and Make Predictions
How to Build a Neural Network and Make PredictionsDeveloper Helps
 
Machine learning module 2
Machine learning module 2Machine learning module 2
Machine learning module 2Gokulks007
 
An Approach to Mixed Dataset Clustering and Validation with ART-2 Artificial ...
An Approach to Mixed Dataset Clustering and Validation with ART-2 Artificial ...An Approach to Mixed Dataset Clustering and Validation with ART-2 Artificial ...
An Approach to Mixed Dataset Clustering and Validation with ART-2 Artificial ...Happiest Minds Technologies
 
X-TREPAN: A MULTI CLASS REGRESSION AND ADAPTED EXTRACTION OF COMPREHENSIBLE D...
X-TREPAN: A MULTI CLASS REGRESSION AND ADAPTED EXTRACTION OF COMPREHENSIBLE D...X-TREPAN: A MULTI CLASS REGRESSION AND ADAPTED EXTRACTION OF COMPREHENSIBLE D...
X-TREPAN: A MULTI CLASS REGRESSION AND ADAPTED EXTRACTION OF COMPREHENSIBLE D...cscpconf
 
X-TREPAN : A Multi Class Regression and Adapted Extraction of Comprehensible ...
X-TREPAN : A Multi Class Regression and Adapted Extraction of Comprehensible ...X-TREPAN : A Multi Class Regression and Adapted Extraction of Comprehensible ...
X-TREPAN : A Multi Class Regression and Adapted Extraction of Comprehensible ...csandit
 
Cs 1004 -_data_warehousing_and_data_mining
Cs 1004 -_data_warehousing_and_data_miningCs 1004 -_data_warehousing_and_data_mining
Cs 1004 -_data_warehousing_and_data_mininghari91
 

Ähnlich wie I n t his assignment, you will be using neural network to classify w.pdf (20)

machinelearningengineeringslideshare-160909192132 (1).pdf
machinelearningengineeringslideshare-160909192132 (1).pdfmachinelearningengineeringslideshare-160909192132 (1).pdf
machinelearningengineeringslideshare-160909192132 (1).pdf
 
Analysis of Bayes, Neural Network and Tree Classifier of Classification Techn...
Analysis of Bayes, Neural Network and Tree Classifier of Classification Techn...Analysis of Bayes, Neural Network and Tree Classifier of Classification Techn...
Analysis of Bayes, Neural Network and Tree Classifier of Classification Techn...
 
Cancer data partitioning with data structure and difficulty independent clust...
Cancer data partitioning with data structure and difficulty independent clust...Cancer data partitioning with data structure and difficulty independent clust...
Cancer data partitioning with data structure and difficulty independent clust...
 
Improving Classifier Accuracy using Unlabeled Data..doc
Improving Classifier Accuracy using Unlabeled Data..docImproving Classifier Accuracy using Unlabeled Data..doc
Improving Classifier Accuracy using Unlabeled Data..doc
 
Data mining Algorithm’s Variant Analysis
Data mining Algorithm’s Variant AnalysisData mining Algorithm’s Variant Analysis
Data mining Algorithm’s Variant Analysis
 
E017153342
E017153342E017153342
E017153342
 
Data mining Algorithm’s Variant Analysis
Data mining Algorithm’s Variant AnalysisData mining Algorithm’s Variant Analysis
Data mining Algorithm’s Variant Analysis
 
Data mining techniques
Data mining techniquesData mining techniques
Data mining techniques
 
Hx3115011506
Hx3115011506Hx3115011506
Hx3115011506
 
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASET
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASETSURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASET
SURVEY ON CLASSIFICATION ALGORITHMS USING BIG DATASET
 
Hypothesis on Different Data Mining Algorithms
Hypothesis on Different Data Mining AlgorithmsHypothesis on Different Data Mining Algorithms
Hypothesis on Different Data Mining Algorithms
 
copy for Gary Chin.
copy for Gary Chin.copy for Gary Chin.
copy for Gary Chin.
 
B42010712
B42010712B42010712
B42010712
 
IMAGE CLASSIFICATION USING DIFFERENT CLASSICAL APPROACHES
IMAGE CLASSIFICATION USING DIFFERENT CLASSICAL APPROACHESIMAGE CLASSIFICATION USING DIFFERENT CLASSICAL APPROACHES
IMAGE CLASSIFICATION USING DIFFERENT CLASSICAL APPROACHES
 
How to Build a Neural Network and Make Predictions
How to Build a Neural Network and Make PredictionsHow to Build a Neural Network and Make Predictions
How to Build a Neural Network and Make Predictions
 
Machine learning module 2
Machine learning module 2Machine learning module 2
Machine learning module 2
 
An Approach to Mixed Dataset Clustering and Validation with ART-2 Artificial ...
An Approach to Mixed Dataset Clustering and Validation with ART-2 Artificial ...An Approach to Mixed Dataset Clustering and Validation with ART-2 Artificial ...
An Approach to Mixed Dataset Clustering and Validation with ART-2 Artificial ...
 
X-TREPAN: A MULTI CLASS REGRESSION AND ADAPTED EXTRACTION OF COMPREHENSIBLE D...
X-TREPAN: A MULTI CLASS REGRESSION AND ADAPTED EXTRACTION OF COMPREHENSIBLE D...X-TREPAN: A MULTI CLASS REGRESSION AND ADAPTED EXTRACTION OF COMPREHENSIBLE D...
X-TREPAN: A MULTI CLASS REGRESSION AND ADAPTED EXTRACTION OF COMPREHENSIBLE D...
 
X-TREPAN : A Multi Class Regression and Adapted Extraction of Comprehensible ...
X-TREPAN : A Multi Class Regression and Adapted Extraction of Comprehensible ...X-TREPAN : A Multi Class Regression and Adapted Extraction of Comprehensible ...
X-TREPAN : A Multi Class Regression and Adapted Extraction of Comprehensible ...
 
Cs 1004 -_data_warehousing_and_data_mining
Cs 1004 -_data_warehousing_and_data_miningCs 1004 -_data_warehousing_and_data_mining
Cs 1004 -_data_warehousing_and_data_mining
 

Mehr von allurafashions98

Current Attempt in Progress. At December 31, 2024, Culiumber Imports .pdf
Current Attempt in Progress. At December 31, 2024, Culiumber Imports .pdf Current Attempt in Progress. At December 31, 2024, Culiumber Imports .pdf
Current Attempt in Progress. At December 31, 2024, Culiumber Imports .pdfallurafashions98
 
Current Attempt in Progress Waterway Company uses a periodic inventor.pdf
Current Attempt in Progress Waterway Company uses a periodic inventor.pdf Current Attempt in Progress Waterway Company uses a periodic inventor.pdf
Current Attempt in Progress Waterway Company uses a periodic inventor.pdfallurafashions98
 
Current Attempt in Progress The comparative balance.pdf
Current Attempt in Progress The comparative balance.pdf Current Attempt in Progress The comparative balance.pdf
Current Attempt in Progress The comparative balance.pdfallurafashions98
 
Current Attempt in Progress Novaks Market recorded the following eve.pdf
Current Attempt in Progress Novaks Market recorded the following eve.pdf Current Attempt in Progress Novaks Market recorded the following eve.pdf
Current Attempt in Progress Novaks Market recorded the following eve.pdfallurafashions98
 
Current Attempt in Progress Ivanhoe Corporation reported the followin.pdf
Current Attempt in Progress Ivanhoe Corporation reported the followin.pdf Current Attempt in Progress Ivanhoe Corporation reported the followin.pdf
Current Attempt in Progress Ivanhoe Corporation reported the followin.pdfallurafashions98
 
Define a class called Disk with two member variables, an int called.pdf
Define a class called Disk with two member variables, an int called.pdf Define a class called Disk with two member variables, an int called.pdf
Define a class called Disk with two member variables, an int called.pdfallurafashions98
 
Define to be the median of the Exponential () distribution. That is,.pdf
Define to be the median of the Exponential () distribution. That is,.pdf Define to be the median of the Exponential () distribution. That is,.pdf
Define to be the median of the Exponential () distribution. That is,.pdfallurafashions98
 
Dedewine the bridthenes tar this test Choose the conist answet below .pdf
Dedewine the bridthenes tar this test Choose the conist answet below .pdf Dedewine the bridthenes tar this test Choose the conist answet below .pdf
Dedewine the bridthenes tar this test Choose the conist answet below .pdfallurafashions98
 
Davenport Incorporated has two divisions, Howard and Jones. The f.pdf
Davenport Incorporated has two divisions, Howard and Jones. The f.pdf Davenport Incorporated has two divisions, Howard and Jones. The f.pdf
Davenport Incorporated has two divisions, Howard and Jones. The f.pdfallurafashions98
 
Data tableRequirements 1. Prepare the income statement for the mon.pdf
Data tableRequirements 1. Prepare the income statement for the mon.pdf Data tableRequirements 1. Prepare the income statement for the mon.pdf
Data tableRequirements 1. Prepare the income statement for the mon.pdfallurafashions98
 
Current Attempt in Progress Items from Oriole Companys budget for Ma.pdf
Current Attempt in Progress Items from Oriole Companys budget for Ma.pdf Current Attempt in Progress Items from Oriole Companys budget for Ma.pdf
Current Attempt in Progress Items from Oriole Companys budget for Ma.pdfallurafashions98
 
Data tableAfter researching the competitors of EJH Enterprises, yo.pdf
Data tableAfter researching the competitors of EJH Enterprises, yo.pdf Data tableAfter researching the competitors of EJH Enterprises, yo.pdf
Data tableAfter researching the competitors of EJH Enterprises, yo.pdfallurafashions98
 
Current Attempt in Progress If a qualitative variable has c categ.pdf
Current Attempt in Progress If a qualitative variable has c categ.pdf Current Attempt in Progress If a qualitative variable has c categ.pdf
Current Attempt in Progress If a qualitative variable has c categ.pdfallurafashions98
 
Data tableData tableThe figures to the right show the BOMs for .pdf
Data tableData tableThe figures to the right show the BOMs for .pdf Data tableData tableThe figures to the right show the BOMs for .pdf
Data tableData tableThe figures to the right show the BOMs for .pdfallurafashions98
 
Data table Requirements 1. Compute the product cost per meal produced.pdf
Data table Requirements 1. Compute the product cost per meal produced.pdf Data table Requirements 1. Compute the product cost per meal produced.pdf
Data table Requirements 1. Compute the product cost per meal produced.pdfallurafashions98
 
Darla, Ellen, and Frank have capital balances of $30,000,$40,000 and .pdf
Darla, Ellen, and Frank have capital balances of $30,000,$40,000 and .pdf Darla, Ellen, and Frank have capital balances of $30,000,$40,000 and .pdf
Darla, Ellen, and Frank have capital balances of $30,000,$40,000 and .pdfallurafashions98
 
Daniel, age 38 , is single and has the following income and exnencac .pdf
Daniel, age 38 , is single and has the following income and exnencac .pdf Daniel, age 38 , is single and has the following income and exnencac .pdf
Daniel, age 38 , is single and has the following income and exnencac .pdfallurafashions98
 
Danny Anderson admired his wifes success at selling scarves at local.pdf
Danny Anderson admired his wifes success at selling scarves at local.pdf Danny Anderson admired his wifes success at selling scarves at local.pdf
Danny Anderson admired his wifes success at selling scarves at local.pdfallurafashions98
 
CX Enterprises has the following expected dividends $1.05 in one yea.pdf
CX Enterprises has the following expected dividends $1.05 in one yea.pdf CX Enterprises has the following expected dividends $1.05 in one yea.pdf
CX Enterprises has the following expected dividends $1.05 in one yea.pdfallurafashions98
 
Daring the financial crisis an the end of the firs decade of the 2000.pdf
Daring the financial crisis an the end of the firs decade of the 2000.pdf Daring the financial crisis an the end of the firs decade of the 2000.pdf
Daring the financial crisis an the end of the firs decade of the 2000.pdfallurafashions98
 

Mehr von allurafashions98 (20)

Current Attempt in Progress. At December 31, 2024, Culiumber Imports .pdf
Current Attempt in Progress. At December 31, 2024, Culiumber Imports .pdf Current Attempt in Progress. At December 31, 2024, Culiumber Imports .pdf
Current Attempt in Progress. At December 31, 2024, Culiumber Imports .pdf
 
Current Attempt in Progress Waterway Company uses a periodic inventor.pdf
Current Attempt in Progress Waterway Company uses a periodic inventor.pdf Current Attempt in Progress Waterway Company uses a periodic inventor.pdf
Current Attempt in Progress Waterway Company uses a periodic inventor.pdf
 
Current Attempt in Progress The comparative balance.pdf
Current Attempt in Progress The comparative balance.pdf Current Attempt in Progress The comparative balance.pdf
Current Attempt in Progress The comparative balance.pdf
 
Current Attempt in Progress Novaks Market recorded the following eve.pdf
Current Attempt in Progress Novaks Market recorded the following eve.pdf Current Attempt in Progress Novaks Market recorded the following eve.pdf
Current Attempt in Progress Novaks Market recorded the following eve.pdf
 
Current Attempt in Progress Ivanhoe Corporation reported the followin.pdf
Current Attempt in Progress Ivanhoe Corporation reported the followin.pdf Current Attempt in Progress Ivanhoe Corporation reported the followin.pdf
Current Attempt in Progress Ivanhoe Corporation reported the followin.pdf
 
Define a class called Disk with two member variables, an int called.pdf
Define a class called Disk with two member variables, an int called.pdf Define a class called Disk with two member variables, an int called.pdf
Define a class called Disk with two member variables, an int called.pdf
 
Define to be the median of the Exponential () distribution. That is,.pdf
Define to be the median of the Exponential () distribution. That is,.pdf Define to be the median of the Exponential () distribution. That is,.pdf
Define to be the median of the Exponential () distribution. That is,.pdf
 
Dedewine the bridthenes tar this test Choose the conist answet below .pdf
Dedewine the bridthenes tar this test Choose the conist answet below .pdf Dedewine the bridthenes tar this test Choose the conist answet below .pdf
Dedewine the bridthenes tar this test Choose the conist answet below .pdf
 
Davenport Incorporated has two divisions, Howard and Jones. The f.pdf
Davenport Incorporated has two divisions, Howard and Jones. The f.pdf Davenport Incorporated has two divisions, Howard and Jones. The f.pdf
Davenport Incorporated has two divisions, Howard and Jones. The f.pdf
 
Data tableRequirements 1. Prepare the income statement for the mon.pdf
Data tableRequirements 1. Prepare the income statement for the mon.pdf Data tableRequirements 1. Prepare the income statement for the mon.pdf
Data tableRequirements 1. Prepare the income statement for the mon.pdf
 
Current Attempt in Progress Items from Oriole Companys budget for Ma.pdf
Current Attempt in Progress Items from Oriole Companys budget for Ma.pdf Current Attempt in Progress Items from Oriole Companys budget for Ma.pdf
Current Attempt in Progress Items from Oriole Companys budget for Ma.pdf
 
Data tableAfter researching the competitors of EJH Enterprises, yo.pdf
Data tableAfter researching the competitors of EJH Enterprises, yo.pdf Data tableAfter researching the competitors of EJH Enterprises, yo.pdf
Data tableAfter researching the competitors of EJH Enterprises, yo.pdf
 
Current Attempt in Progress If a qualitative variable has c categ.pdf
Current Attempt in Progress If a qualitative variable has c categ.pdf Current Attempt in Progress If a qualitative variable has c categ.pdf
Current Attempt in Progress If a qualitative variable has c categ.pdf
 
Data tableData tableThe figures to the right show the BOMs for .pdf
Data tableData tableThe figures to the right show the BOMs for .pdf Data tableData tableThe figures to the right show the BOMs for .pdf
Data tableData tableThe figures to the right show the BOMs for .pdf
 
Data table Requirements 1. Compute the product cost per meal produced.pdf
Data table Requirements 1. Compute the product cost per meal produced.pdf Data table Requirements 1. Compute the product cost per meal produced.pdf
Data table Requirements 1. Compute the product cost per meal produced.pdf
 
Darla, Ellen, and Frank have capital balances of $30,000,$40,000 and .pdf
Darla, Ellen, and Frank have capital balances of $30,000,$40,000 and .pdf Darla, Ellen, and Frank have capital balances of $30,000,$40,000 and .pdf
Darla, Ellen, and Frank have capital balances of $30,000,$40,000 and .pdf
 
Daniel, age 38 , is single and has the following income and exnencac .pdf
Daniel, age 38 , is single and has the following income and exnencac .pdf Daniel, age 38 , is single and has the following income and exnencac .pdf
Daniel, age 38 , is single and has the following income and exnencac .pdf
 
Danny Anderson admired his wifes success at selling scarves at local.pdf
Danny Anderson admired his wifes success at selling scarves at local.pdf Danny Anderson admired his wifes success at selling scarves at local.pdf
Danny Anderson admired his wifes success at selling scarves at local.pdf
 
CX Enterprises has the following expected dividends $1.05 in one yea.pdf
CX Enterprises has the following expected dividends $1.05 in one yea.pdf CX Enterprises has the following expected dividends $1.05 in one yea.pdf
CX Enterprises has the following expected dividends $1.05 in one yea.pdf
 
Daring the financial crisis an the end of the firs decade of the 2000.pdf
Daring the financial crisis an the end of the firs decade of the 2000.pdf Daring the financial crisis an the end of the firs decade of the 2000.pdf
Daring the financial crisis an the end of the firs decade of the 2000.pdf
 

Kürzlich hochgeladen

microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introductionMaksud Ahmed
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityGeoBlogs
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphThiyagu K
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdfQucHHunhnh
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxVishalSingh1417
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDThiyagu K
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationnomboosow
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeThiyagu K
 
General AI for Medical Educators April 2024
General AI for Medical Educators April 2024General AI for Medical Educators April 2024
General AI for Medical Educators April 2024Janet Corral
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104misteraugie
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhikauryashika82
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfAdmir Softic
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...christianmathematics
 
9548086042 for call girls in Indira Nagar with room service
9548086042 for call girls in Indira Nagar with room service9548086042 for call girls in Indira Nagar with room service
9548086042 for call girls in Indira Nagar with room servicediscovermytutordmt
 
social pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajansocial pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajanpragatimahajan3
 

Kürzlich hochgeladen (20)

microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot Graph
 
Advance Mobile Application Development class 07
Advance Mobile Application Development class 07Advance Mobile Application Development class 07
Advance Mobile Application Development class 07
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
Unit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptxUnit-IV- Pharma. Marketing Channels.pptx
Unit-IV- Pharma. Marketing Channels.pptx
 
Measures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SDMeasures of Dispersion and Variability: Range, QD, AD and SD
Measures of Dispersion and Variability: Range, QD, AD and SD
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communication
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 
General AI for Medical Educators April 2024
General AI for Medical Educators April 2024General AI for Medical Educators April 2024
General AI for Medical Educators April 2024
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"
Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"
Mattingly "AI & Prompt Design: Structured Data, Assistants, & RAG"
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
9548086042 for call girls in Indira Nagar with room service
9548086042 for call girls in Indira Nagar with room service9548086042 for call girls in Indira Nagar with room service
9548086042 for call girls in Indira Nagar with room service
 
social pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajansocial pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajan
 

I n t his assignment, you will be using neural network to classify w.pdf

  • 1. I n t his assignment, you will be using neural network to classify whether a transaction i s f raudulent or not. We provided the r equired dataset and you will have to design a neural network architecture t hat accurately i denties the f rauds. The data contains 28 undened features which dene the type of transaction. 1. Find the distribution of each class and explain why the data is skewed. 2. There are many approaches that were developed for handling the skewed data. For this problem, we will use an approach called 'under sampling' where we randomly delete instances from over-represented class. You have to reduce the dataset such that both classes have equal distribution. 3. Split the reduced data into train, valid and test datasets. Now train a neural network classier (your choice) and calculate precision & recall using confusion matrix. 4. Explain what each metric (precision and recall) represents for this dataset. Which do you think is more important?