SlideShare a Scribd company logo

Stock Ranking - A Neural Networks Approach

•
•
R
riturajvasant
Economy & FinanceTechnologyEducation
1 of 32
STOCK RANKING A NEURAL NETWORKS APPROACH RITURAJ B.Tech. (EEE) NIT Calicut Copyright © 2008 Rituraj All Rights Reserved
Topic to be Discussed ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2008 Rituraj All Rights Reserved
What is ‘Stock Ranking’ ,[object Object],[object Object],[object Object],Mainly, it entails the comparison and prediction of the performance of stocks over a period of time. It is the task of assigning ratings 1 to different stocks (shares, bonds, etc) based on its forecast, such that it facilitates the construction of a portfolio 2 . Mainly, it entails the comparison and prediction of the performance of stocks over a period of time. Copyright © 2008 Rituraj All Rights Reserved
What is ‘Neural Network’ ,[object Object],[object Object],Biological Neuron Copyright © 2008 Rituraj All Rights Reserved
C omparison between B rain and D igital C omputer Interesting point is that even with slower processing speed, our brain outperforms the Digital Computer. Copyright © 2008 Rituraj All Rights Reserved
NEURON MODEL ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2008 Rituraj All Rights Reserved
NEURAL NETWORK ARCHITECTURES Copyright © 2008 Rituraj All Rights Reserved
NEURAL NETWORK LEARNING ALGORITHMS ,[object Object],[object Object],[object Object],Copyright © 2008 Rituraj All Rights Reserved
Why use Neural Networks in Stock Ranking ,[object Object],[object Object],[object Object],[object Object],Copyright © 2008 Rituraj All Rights Reserved
[object Object],[object Object],[object Object],Why use Neural Networks in Stock Ranking E xisting actuarial methods for Stock Ranking are ‘ Time-series prediction’, ‘Regression analysis’ and ‘Multiple Linear Regression’. Copyright © 2008 Rituraj All Rights Reserved
METHODOLOGY ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2008 Rituraj All Rights Reserved
VARIABLE SELECTION ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2008 Rituraj All Rights Reserved
DATA COLLECTION ,[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2008 Rituraj All Rights Reserved
DATA PRE-PROCESSING ,[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2008 Rituraj All Rights Reserved
[object Object],[object Object],[object Object],DATA PRE-PROCESSING Copyright © 2008 Rituraj All Rights Reserved
NEURAL NETWORK SELECTION ,[object Object],Copyright © 2008 Rituraj All Rights Reserved
[object Object],[object Object],[object Object],[object Object],[object Object],NEURAL NETWORK SELECTION Copyright © 2008 Rituraj All Rights Reserved
[object Object],[object Object],[object Object],[object Object],[object Object],NEURAL NETWORK SELECTION Copyright © 2008 Rituraj All Rights Reserved
TRAINING, TESTING AND VALIDATION ,[object Object],[object Object],Performance under varying parameters Copyright © 2008 Rituraj All Rights Reserved
[object Object],TRAINING, TESTING AND VALIDATION Copyright © 2008 Rituraj All Rights Reserved
[object Object],TRAINING, TESTING AND VALIDATION Copyright © 2008 Rituraj All Rights Reserved
[object Object],TRAINING, TESTING AND VALIDATION Copyright © 2008 Rituraj All Rights Reserved
[object Object],TRAINING, TESTING AND VALIDATION Copyright © 2008 Rituraj All Rights Reserved
[object Object],TRAINING, TESTING AND VALIDATION Copyright © 2008 Rituraj All Rights Reserved
EVALUATION CRITERIA ,[object Object],[object Object],1. Denotes variability in the observations Copyright © 2008 Rituraj All Rights Reserved
[object Object],[object Object],[object Object],EVALUATION CRITERIA Scatter-Plot of Achieved Value and the Target Value using MLR Copyright © 2008 Rituraj All Rights Reserved
RESULT AND CONCLUSION ,[object Object],[object Object],[object Object],[object Object],Copyright © 2008 Rituraj All Rights Reserved
[object Object],[object Object],RESULT AND CONCLUSION Copyright © 2008 Rituraj All Rights Reserved
FUTURE SCOPE ,[object Object],[object Object],Copyright © 2008 Rituraj All Rights Reserved
[object Object],[object Object],[object Object],FUTURE SCOPE Copyright © 2008 Rituraj All Rights Reserved
REFERENCES ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2008 Rituraj All Rights Reserved
Thank you Copyright © 2008 Rituraj All Rights Reserved

Recommended

Stock analysis report
Stock analysis reportStock analysis report
Stock analysis reportPriyanka Goswami
 
Stock Market Analysis and Prediction
Stock Market Analysis and PredictionStock Market Analysis and Prediction
Stock Market Analysis and PredictionAnil Shrestha
 
Simple stock market analysis
Simple stock market analysisSimple stock market analysis
Simple stock market analysislynneblue
 
Stock prediction system using ann
Stock prediction system using annStock prediction system using ann
Stock prediction system using anneSAT Publishing House
 
STOCK MARKET PRREDICTION WITH FEATURE EXTRACTION USING NEURAL NETWORK TEHNIQUE
STOCK MARKET PRREDICTION WITH FEATURE EXTRACTION USING NEURAL NETWORK TEHNIQUESTOCK MARKET PRREDICTION WITH FEATURE EXTRACTION USING NEURAL NETWORK TEHNIQUE
STOCK MARKET PRREDICTION WITH FEATURE EXTRACTION USING NEURAL NETWORK TEHNIQUERicha Handa
 
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...Hari KC
 
Presentation1
Presentation1Presentation1
Presentation1Manvendra Yadav
 
Stock Market Prediction using Machine Learning
Stock Market Prediction using Machine LearningStock Market Prediction using Machine Learning
Stock Market Prediction using Machine LearningAravind Balaji
 

Recommended

Stock analysis report
Stock analysis reportStock analysis report
Stock analysis reportPriyanka Goswami
 
Stock Market Analysis and Prediction
Stock Market Analysis and PredictionStock Market Analysis and Prediction
Stock Market Analysis and PredictionAnil Shrestha
 
Simple stock market analysis
Simple stock market analysisSimple stock market analysis
Simple stock market analysislynneblue
 
Stock prediction system using ann
Stock prediction system using annStock prediction system using ann
Stock prediction system using anneSAT Publishing House
 
STOCK MARKET PRREDICTION WITH FEATURE EXTRACTION USING NEURAL NETWORK TEHNIQUE
STOCK MARKET PRREDICTION WITH FEATURE EXTRACTION USING NEURAL NETWORK TEHNIQUESTOCK MARKET PRREDICTION WITH FEATURE EXTRACTION USING NEURAL NETWORK TEHNIQUE
STOCK MARKET PRREDICTION WITH FEATURE EXTRACTION USING NEURAL NETWORK TEHNIQUERicha Handa
 
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...
PERFORMANCE ANALYSIS and PREDICTION of NEPAL STOCK MARKET (NEPSE) for INVESTM...Hari KC
 
Presentation1
Presentation1Presentation1
Presentation1Manvendra Yadav
 
Stock Market Prediction using Machine Learning
Stock Market Prediction using Machine LearningStock Market Prediction using Machine Learning
Stock Market Prediction using Machine LearningAravind Balaji
 
Aditya report finaL
Aditya report finaLAditya report finaL
Aditya report finaL2767882
 
IRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET - Stock Market Prediction using Machine Learning AlgorithmIRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET - Stock Market Prediction using Machine Learning AlgorithmIRJET Journal
 
A Comparison of Stock Trend Prediction Using Accuracy Driven Neural Network V...
A Comparison of Stock Trend Prediction Using Accuracy Driven Neural Network V...A Comparison of Stock Trend Prediction Using Accuracy Driven Neural Network V...
A Comparison of Stock Trend Prediction Using Accuracy Driven Neural Network V...idescitation
 
Performance analysis and prediction of stock market for investment decision u...
Performance analysis and prediction of stock market for investment decision u...Performance analysis and prediction of stock market for investment decision u...
Performance analysis and prediction of stock market for investment decision u...Hari KC
 
IRJET- Data Visualization and Stock Market and Prediction
IRJET- Data Visualization and Stock Market and PredictionIRJET- Data Visualization and Stock Market and Prediction
IRJET- Data Visualization and Stock Market and PredictionIRJET Journal
 
IRJET- Stock Market Prediction using Machine Learning
IRJET- Stock Market Prediction using Machine LearningIRJET- Stock Market Prediction using Machine Learning
IRJET- Stock Market Prediction using Machine LearningIRJET Journal
 
Stock Price Trend Forecasting using Supervised Learning
Stock Price Trend Forecasting using Supervised LearningStock Price Trend Forecasting using Supervised Learning
Stock Price Trend Forecasting using Supervised LearningSharvil Katariya
 
IRJET- Future Stock Price Prediction using LSTM Machine Learning Algorithm
IRJET- Future Stock Price Prediction using LSTM Machine Learning AlgorithmIRJET- Future Stock Price Prediction using LSTM Machine Learning Algorithm
IRJET- Future Stock Price Prediction using LSTM Machine Learning AlgorithmIRJET Journal
 
Stock Market Prediction - IEEE format
Stock Market Prediction - IEEE formatStock Market Prediction - IEEE format
Stock Market Prediction - IEEE formatPavithra Sahari Natarajan
 
IRJET- Stock Price Prediction using Long Short Term Memory
IRJET- Stock Price Prediction using Long Short Term MemoryIRJET- Stock Price Prediction using Long Short Term Memory
IRJET- Stock Price Prediction using Long Short Term MemoryIRJET Journal
 
An intelligent framework using hybrid social media and market data, for stock...
An intelligent framework using hybrid social media and market data, for stock...An intelligent framework using hybrid social media and market data, for stock...
An intelligent framework using hybrid social media and market data, for stock...Eslam Nader
 
Stock market with nn
Stock market with nnStock market with nn
Stock market with nnRectus Technologies
 
IRJET - Stock Market Analysis and Prediction
IRJET - Stock Market Analysis and PredictionIRJET - Stock Market Analysis and Prediction
IRJET - Stock Market Analysis and PredictionIRJET Journal
 
Stock Market Prediction
Stock Market PredictionStock Market Prediction
Stock Market PredictionMRIDUL GUPTA
 
Stock market trend prediction using k nearest neighbor(knn) algorithm
Stock market trend prediction using k nearest neighbor(knn) algorithmStock market trend prediction using k nearest neighbor(knn) algorithm
Stock market trend prediction using k nearest neighbor(knn) algorithmVenkat Projects
 
Financial forecastings using neural networks ppt
Financial forecastings using neural networks pptFinancial forecastings using neural networks ppt
Financial forecastings using neural networks pptPuneet Gupta
 
IRJET - Company’s Stock Price Predictor using Machine Learning
IRJET - Company’s Stock Price Predictor using Machine LearningIRJET - Company’s Stock Price Predictor using Machine Learning
IRJET - Company’s Stock Price Predictor using Machine LearningIRJET Journal
 
IRJET- Stock Market Prediction using Machine Learning Techniques
IRJET- Stock Market Prediction using Machine Learning TechniquesIRJET- Stock Market Prediction using Machine Learning Techniques
IRJET- Stock Market Prediction using Machine Learning TechniquesIRJET Journal
 
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...Richa Handa
 
Stock market analysis
Stock market analysisStock market analysis
Stock market analysisSruti Jain
 
Selection of journal for publication
Selection of journal for publicationSelection of journal for publication
Selection of journal for publicationPragati Singham
 
Intoduction to Neural Network
Intoduction to Neural NetworkIntoduction to Neural Network
Intoduction to Neural NetworkDr. Sanjay Shitole
 

More Related Content

What's hot

Aditya report finaL
Aditya report finaLAditya report finaL
Aditya report finaL2767882
 
IRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET - Stock Market Prediction using Machine Learning AlgorithmIRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET - Stock Market Prediction using Machine Learning AlgorithmIRJET Journal
 
A Comparison of Stock Trend Prediction Using Accuracy Driven Neural Network V...
A Comparison of Stock Trend Prediction Using Accuracy Driven Neural Network V...A Comparison of Stock Trend Prediction Using Accuracy Driven Neural Network V...
A Comparison of Stock Trend Prediction Using Accuracy Driven Neural Network V...idescitation
 
Performance analysis and prediction of stock market for investment decision u...
Performance analysis and prediction of stock market for investment decision u...Performance analysis and prediction of stock market for investment decision u...
Performance analysis and prediction of stock market for investment decision u...Hari KC
 
IRJET- Data Visualization and Stock Market and Prediction
IRJET- Data Visualization and Stock Market and PredictionIRJET- Data Visualization and Stock Market and Prediction
IRJET- Data Visualization and Stock Market and PredictionIRJET Journal
 
IRJET- Stock Market Prediction using Machine Learning
IRJET- Stock Market Prediction using Machine LearningIRJET- Stock Market Prediction using Machine Learning
IRJET- Stock Market Prediction using Machine LearningIRJET Journal
 
Stock Price Trend Forecasting using Supervised Learning
Stock Price Trend Forecasting using Supervised LearningStock Price Trend Forecasting using Supervised Learning
Stock Price Trend Forecasting using Supervised LearningSharvil Katariya
 
IRJET- Future Stock Price Prediction using LSTM Machine Learning Algorithm
IRJET- Future Stock Price Prediction using LSTM Machine Learning AlgorithmIRJET- Future Stock Price Prediction using LSTM Machine Learning Algorithm
IRJET- Future Stock Price Prediction using LSTM Machine Learning AlgorithmIRJET Journal
 
IRJET- Stock Price Prediction using Long Short Term Memory
IRJET- Stock Price Prediction using Long Short Term MemoryIRJET- Stock Price Prediction using Long Short Term Memory
IRJET- Stock Price Prediction using Long Short Term MemoryIRJET Journal
 
An intelligent framework using hybrid social media and market data, for stock...
An intelligent framework using hybrid social media and market data, for stock...An intelligent framework using hybrid social media and market data, for stock...
An intelligent framework using hybrid social media and market data, for stock...Eslam Nader
 
IRJET - Stock Market Analysis and Prediction
IRJET - Stock Market Analysis and PredictionIRJET - Stock Market Analysis and Prediction
IRJET - Stock Market Analysis and PredictionIRJET Journal
 
Stock Market Prediction
Stock Market PredictionStock Market Prediction
Stock Market PredictionMRIDUL GUPTA
 
Stock market trend prediction using k nearest neighbor(knn) algorithm
Stock market trend prediction using k nearest neighbor(knn) algorithmStock market trend prediction using k nearest neighbor(knn) algorithm
Stock market trend prediction using k nearest neighbor(knn) algorithmVenkat Projects
 
Financial forecastings using neural networks ppt
Financial forecastings using neural networks pptFinancial forecastings using neural networks ppt
Financial forecastings using neural networks pptPuneet Gupta
 
IRJET - Company’s Stock Price Predictor using Machine Learning
IRJET - Company’s Stock Price Predictor using Machine LearningIRJET - Company’s Stock Price Predictor using Machine Learning
IRJET - Company’s Stock Price Predictor using Machine LearningIRJET Journal
 
IRJET- Stock Market Prediction using Machine Learning Techniques
IRJET- Stock Market Prediction using Machine Learning TechniquesIRJET- Stock Market Prediction using Machine Learning Techniques
IRJET- Stock Market Prediction using Machine Learning TechniquesIRJET Journal
 
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...Richa Handa
 
Stock market analysis
Stock market analysisStock market analysis
Stock market analysisSruti Jain
 

What's hot (20)

Aditya report finaL
Aditya report finaLAditya report finaL
Aditya report finaL
 
IRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET - Stock Market Prediction using Machine Learning AlgorithmIRJET - Stock Market Prediction using Machine Learning Algorithm
IRJET - Stock Market Prediction using Machine Learning Algorithm
 
A Comparison of Stock Trend Prediction Using Accuracy Driven Neural Network V...
A Comparison of Stock Trend Prediction Using Accuracy Driven Neural Network V...A Comparison of Stock Trend Prediction Using Accuracy Driven Neural Network V...
A Comparison of Stock Trend Prediction Using Accuracy Driven Neural Network V...
 
Performance analysis and prediction of stock market for investment decision u...
Performance analysis and prediction of stock market for investment decision u...Performance analysis and prediction of stock market for investment decision u...
Performance analysis and prediction of stock market for investment decision u...
 
IRJET- Data Visualization and Stock Market and Prediction
IRJET- Data Visualization and Stock Market and PredictionIRJET- Data Visualization and Stock Market and Prediction
IRJET- Data Visualization and Stock Market and Prediction
 
IRJET- Stock Market Prediction using Machine Learning
IRJET- Stock Market Prediction using Machine LearningIRJET- Stock Market Prediction using Machine Learning
IRJET- Stock Market Prediction using Machine Learning
 
Stock Price Trend Forecasting using Supervised Learning
Stock Price Trend Forecasting using Supervised LearningStock Price Trend Forecasting using Supervised Learning
Stock Price Trend Forecasting using Supervised Learning
 
IRJET- Future Stock Price Prediction using LSTM Machine Learning Algorithm
IRJET- Future Stock Price Prediction using LSTM Machine Learning AlgorithmIRJET- Future Stock Price Prediction using LSTM Machine Learning Algorithm
IRJET- Future Stock Price Prediction using LSTM Machine Learning Algorithm
 
Stock Market Prediction - IEEE format
Stock Market Prediction - IEEE formatStock Market Prediction - IEEE format
Stock Market Prediction - IEEE format
 
IRJET- Stock Price Prediction using Long Short Term Memory
IRJET- Stock Price Prediction using Long Short Term MemoryIRJET- Stock Price Prediction using Long Short Term Memory
IRJET- Stock Price Prediction using Long Short Term Memory
 
An intelligent framework using hybrid social media and market data, for stock...
An intelligent framework using hybrid social media and market data, for stock...An intelligent framework using hybrid social media and market data, for stock...
An intelligent framework using hybrid social media and market data, for stock...
 
Stock market with nn
Stock market with nnStock market with nn
Stock market with nn
 
IRJET - Stock Market Analysis and Prediction
IRJET - Stock Market Analysis and PredictionIRJET - Stock Market Analysis and Prediction
IRJET - Stock Market Analysis and Prediction
 
Stock Market Prediction
Stock Market PredictionStock Market Prediction
Stock Market Prediction
 
Stock market trend prediction using k nearest neighbor(knn) algorithm
Stock market trend prediction using k nearest neighbor(knn) algorithmStock market trend prediction using k nearest neighbor(knn) algorithm
Stock market trend prediction using k nearest neighbor(knn) algorithm
 
Financial forecastings using neural networks ppt
Financial forecastings using neural networks pptFinancial forecastings using neural networks ppt
Financial forecastings using neural networks ppt
 
IRJET - Company’s Stock Price Predictor using Machine Learning
IRJET - Company’s Stock Price Predictor using Machine LearningIRJET - Company’s Stock Price Predictor using Machine Learning
IRJET - Company’s Stock Price Predictor using Machine Learning
 
IRJET- Stock Market Prediction using Machine Learning Techniques
IRJET- Stock Market Prediction using Machine Learning TechniquesIRJET- Stock Market Prediction using Machine Learning Techniques
IRJET- Stock Market Prediction using Machine Learning Techniques
 
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
DEVELOPMENT OF INTELLIGENT PREDICTIVE MODEL FOR STOCK DATA PREDICTION WITH FE...
 
Stock market analysis
Stock market analysisStock market analysis
Stock market analysis
 

Viewers also liked

Selection of journal for publication
Selection of journal for publicationSelection of journal for publication
Selection of journal for publicationPragati Singham
 
Artificial neural networks in food industry
Artificial neural networks in food industryArtificial neural networks in food industry
Artificial neural networks in food industryPragati Singham
 
Neural Network Classification and its Applications in Insurance Industry
Neural Network Classification and its Applications in Insurance IndustryNeural Network Classification and its Applications in Insurance Industry
Neural Network Classification and its Applications in Insurance IndustryInderjeet Singh
 
artiicial intelligence in power system
artiicial intelligence in power systemartiicial intelligence in power system
artiicial intelligence in power systempratikguptateddy
 
Introduction Of Artificial neural network
Introduction Of Artificial neural networkIntroduction Of Artificial neural network
Introduction Of Artificial neural networkNagarajan
 
Global Research: The Connected Industrial Workforce
Global Research: The Connected Industrial WorkforceGlobal Research: The Connected Industrial Workforce
Global Research: The Connected Industrial Workforceaccenture
 
Intelligent Automation - 3 Lessons Learned
Intelligent Automation - 3 Lessons LearnedIntelligent Automation - 3 Lessons Learned
Intelligent Automation - 3 Lessons LearnedAccenture Technology
 
Neural network & its applications
Neural network & its applications Neural network & its applications
Neural network & its applications Ahmed_hashmi
 
Reuters institute Digital News Report 2014, Tracking the future of news
Reuters institute Digital News Report 2014, Tracking the future of newsReuters institute Digital News Report 2014, Tracking the future of news
Reuters institute Digital News Report 2014, Tracking the future of newsNic Newman
 
Mahatma Gandhi
Mahatma GandhiMahatma Gandhi
Mahatma GandhiMaBaboo
 

Viewers also liked (12)

Selection of journal for publication
Selection of journal for publicationSelection of journal for publication
Selection of journal for publication
 
Intoduction to Neural Network
Intoduction to Neural NetworkIntoduction to Neural Network
Intoduction to Neural Network
 
Neural
NeuralNeural
Neural
 
Artificial neural networks in food industry
Artificial neural networks in food industryArtificial neural networks in food industry
Artificial neural networks in food industry
 
Neural Network Classification and its Applications in Insurance Industry
Neural Network Classification and its Applications in Insurance IndustryNeural Network Classification and its Applications in Insurance Industry
Neural Network Classification and its Applications in Insurance Industry
 
artiicial intelligence in power system
artiicial intelligence in power systemartiicial intelligence in power system
artiicial intelligence in power system
 
Introduction Of Artificial neural network
Introduction Of Artificial neural networkIntroduction Of Artificial neural network
Introduction Of Artificial neural network
 
Global Research: The Connected Industrial Workforce
Global Research: The Connected Industrial WorkforceGlobal Research: The Connected Industrial Workforce
Global Research: The Connected Industrial Workforce
 
Intelligent Automation - 3 Lessons Learned
Intelligent Automation - 3 Lessons LearnedIntelligent Automation - 3 Lessons Learned
Intelligent Automation - 3 Lessons Learned
 
Neural network & its applications
Neural network & its applications Neural network & its applications
Neural network & its applications
 
Reuters institute Digital News Report 2014, Tracking the future of news
Reuters institute Digital News Report 2014, Tracking the future of newsReuters institute Digital News Report 2014, Tracking the future of news
Reuters institute Digital News Report 2014, Tracking the future of news
 
Mahatma Gandhi
Mahatma GandhiMahatma Gandhi
Mahatma Gandhi
 

Similar to Stock Ranking - A Neural Networks Approach

Predicting Stock Price Movements with Low Power Consumption LSTM
Predicting Stock Price Movements with Low Power Consumption LSTMPredicting Stock Price Movements with Low Power Consumption LSTM
Predicting Stock Price Movements with Low Power Consumption LSTMIRJET Journal
 
IRJET - Implementation of Neural Network on FPGA
IRJET - Implementation of Neural Network on FPGAIRJET - Implementation of Neural Network on FPGA
IRJET - Implementation of Neural Network on FPGAIRJET Journal
 
IRJET- Top-K Query Processing using Top Order Preserving Encryption (TOPE)
IRJET- Top-K Query Processing using Top Order Preserving Encryption (TOPE)IRJET- Top-K Query Processing using Top Order Preserving Encryption (TOPE)
IRJET- Top-K Query Processing using Top Order Preserving Encryption (TOPE)IRJET Journal
 
Classification and Prediction Based Data Mining Algorithm in Weka Tool
Classification and Prediction Based Data Mining Algorithm in Weka ToolClassification and Prediction Based Data Mining Algorithm in Weka Tool
Classification and Prediction Based Data Mining Algorithm in Weka ToolIRJET Journal
 
STOCK PRICE PREDICTION USING ML TECHNIQUES
STOCK PRICE PREDICTION USING ML TECHNIQUESSTOCK PRICE PREDICTION USING ML TECHNIQUES
STOCK PRICE PREDICTION USING ML TECHNIQUESIRJET Journal
 
Rachit Mishra_stock prediction_report
Rachit Mishra_stock prediction_reportRachit Mishra_stock prediction_report
Rachit Mishra_stock prediction_reportRachit Mishra
 
IRJET-Performance Enhancement in Machine Learning System using Hybrid Bee Col...
IRJET-Performance Enhancement in Machine Learning System using Hybrid Bee Col...IRJET-Performance Enhancement in Machine Learning System using Hybrid Bee Col...
IRJET-Performance Enhancement in Machine Learning System using Hybrid Bee Col...IRJET Journal
 
IRJET- A Comparative Research of Rule based Classification on Dataset using W...
IRJET- A Comparative Research of Rule based Classification on Dataset using W...IRJET- A Comparative Research of Rule based Classification on Dataset using W...
IRJET- A Comparative Research of Rule based Classification on Dataset using W...IRJET Journal
 
IRJET- Deep Learning Model to Predict Hardware Performance
IRJET- Deep Learning Model to Predict Hardware PerformanceIRJET- Deep Learning Model to Predict Hardware Performance
IRJET- Deep Learning Model to Predict Hardware PerformanceIRJET Journal
 
IRJET- Analysis of PV Fed Vector Controlled Induction Motor Drive
IRJET- Analysis of PV Fed Vector Controlled Induction Motor DriveIRJET- Analysis of PV Fed Vector Controlled Induction Motor Drive
IRJET- Analysis of PV Fed Vector Controlled Induction Motor DriveIRJET Journal
 
Comparative Study of Pre-Trained Neural Network Models in Detection of Glaucoma
Comparative Study of Pre-Trained Neural Network Models in Detection of GlaucomaComparative Study of Pre-Trained Neural Network Models in Detection of Glaucoma
Comparative Study of Pre-Trained Neural Network Models in Detection of GlaucomaIRJET Journal
 
STOCK PRICE PREDICTION USING MACHINE LEARNING [RANDOM FOREST REGRESSION MODEL]
STOCK PRICE PREDICTION USING MACHINE LEARNING [RANDOM FOREST REGRESSION MODEL]STOCK PRICE PREDICTION USING MACHINE LEARNING [RANDOM FOREST REGRESSION MODEL]
STOCK PRICE PREDICTION USING MACHINE LEARNING [RANDOM FOREST REGRESSION MODEL]IRJET Journal
 
Stock Market Prediction using Long Short-Term Memory
Stock Market Prediction using Long Short-Term MemoryStock Market Prediction using Long Short-Term Memory
Stock Market Prediction using Long Short-Term MemoryIRJET Journal
 
Amazon SageMaker 內建機器學習演算法 (Level 400)
Amazon SageMaker 內建機器學習演算法 (Level 400)Amazon SageMaker 內建機器學習演算法 (Level 400)
Amazon SageMaker 內建機器學習演算法 (Level 400)Amazon Web Services
 
STOCK MARKET PREDICTION USING NEURAL NETWORKS
STOCK MARKET PREDICTION USING NEURAL NETWORKSSTOCK MARKET PREDICTION USING NEURAL NETWORKS
STOCK MARKET PREDICTION USING NEURAL NETWORKSIRJET Journal
 
Comparative Study of Neural Networks Algorithms for Cloud Computing CPU Sched...
Comparative Study of Neural Networks Algorithms for Cloud Computing CPU Sched...Comparative Study of Neural Networks Algorithms for Cloud Computing CPU Sched...
Comparative Study of Neural Networks Algorithms for Cloud Computing CPU Sched...IJECEIAES
 
IRJET- Security, Issues and Algorithm and their Performance Analysis
IRJET- Security, Issues and Algorithm and their Performance AnalysisIRJET- Security, Issues and Algorithm and their Performance Analysis
IRJET- Security, Issues and Algorithm and their Performance AnalysisIRJET Journal
 
An Elitist Simulated Annealing Algorithm for Solving Multi Objective Optimiza...
An Elitist Simulated Annealing Algorithm for Solving Multi Objective Optimiza...An Elitist Simulated Annealing Algorithm for Solving Multi Objective Optimiza...
An Elitist Simulated Annealing Algorithm for Solving Multi Objective Optimiza...Eswar Publications
 
IRJET- E-Commerce Website using Skyline Queries
IRJET- E-Commerce Website using Skyline QueriesIRJET- E-Commerce Website using Skyline Queries
IRJET- E-Commerce Website using Skyline QueriesIRJET Journal
 
Departure Delay Prediction using Machine Learning.
Departure Delay Prediction using Machine Learning.Departure Delay Prediction using Machine Learning.
Departure Delay Prediction using Machine Learning.IRJET Journal
 

Similar to Stock Ranking - A Neural Networks Approach (20)

Predicting Stock Price Movements with Low Power Consumption LSTM
Predicting Stock Price Movements with Low Power Consumption LSTMPredicting Stock Price Movements with Low Power Consumption LSTM
Predicting Stock Price Movements with Low Power Consumption LSTM
 
IRJET - Implementation of Neural Network on FPGA
IRJET - Implementation of Neural Network on FPGAIRJET - Implementation of Neural Network on FPGA
IRJET - Implementation of Neural Network on FPGA
 
IRJET- Top-K Query Processing using Top Order Preserving Encryption (TOPE)
IRJET- Top-K Query Processing using Top Order Preserving Encryption (TOPE)IRJET- Top-K Query Processing using Top Order Preserving Encryption (TOPE)
IRJET- Top-K Query Processing using Top Order Preserving Encryption (TOPE)
 
Classification and Prediction Based Data Mining Algorithm in Weka Tool
Classification and Prediction Based Data Mining Algorithm in Weka ToolClassification and Prediction Based Data Mining Algorithm in Weka Tool
Classification and Prediction Based Data Mining Algorithm in Weka Tool
 
STOCK PRICE PREDICTION USING ML TECHNIQUES
STOCK PRICE PREDICTION USING ML TECHNIQUESSTOCK PRICE PREDICTION USING ML TECHNIQUES
STOCK PRICE PREDICTION USING ML TECHNIQUES
 
Rachit Mishra_stock prediction_report
Rachit Mishra_stock prediction_reportRachit Mishra_stock prediction_report
Rachit Mishra_stock prediction_report
 
IRJET-Performance Enhancement in Machine Learning System using Hybrid Bee Col...
IRJET-Performance Enhancement in Machine Learning System using Hybrid Bee Col...IRJET-Performance Enhancement in Machine Learning System using Hybrid Bee Col...
IRJET-Performance Enhancement in Machine Learning System using Hybrid Bee Col...
 
IRJET- A Comparative Research of Rule based Classification on Dataset using W...
IRJET- A Comparative Research of Rule based Classification on Dataset using W...IRJET- A Comparative Research of Rule based Classification on Dataset using W...
IRJET- A Comparative Research of Rule based Classification on Dataset using W...
 
IRJET- Deep Learning Model to Predict Hardware Performance
IRJET- Deep Learning Model to Predict Hardware PerformanceIRJET- Deep Learning Model to Predict Hardware Performance
IRJET- Deep Learning Model to Predict Hardware Performance
 
IRJET- Analysis of PV Fed Vector Controlled Induction Motor Drive
IRJET- Analysis of PV Fed Vector Controlled Induction Motor DriveIRJET- Analysis of PV Fed Vector Controlled Induction Motor Drive
IRJET- Analysis of PV Fed Vector Controlled Induction Motor Drive
 
Comparative Study of Pre-Trained Neural Network Models in Detection of Glaucoma
Comparative Study of Pre-Trained Neural Network Models in Detection of GlaucomaComparative Study of Pre-Trained Neural Network Models in Detection of Glaucoma
Comparative Study of Pre-Trained Neural Network Models in Detection of Glaucoma
 
STOCK PRICE PREDICTION USING MACHINE LEARNING [RANDOM FOREST REGRESSION MODEL]
STOCK PRICE PREDICTION USING MACHINE LEARNING [RANDOM FOREST REGRESSION MODEL]STOCK PRICE PREDICTION USING MACHINE LEARNING [RANDOM FOREST REGRESSION MODEL]
STOCK PRICE PREDICTION USING MACHINE LEARNING [RANDOM FOREST REGRESSION MODEL]
 
Stock Market Prediction using Long Short-Term Memory
Stock Market Prediction using Long Short-Term MemoryStock Market Prediction using Long Short-Term Memory
Stock Market Prediction using Long Short-Term Memory
 
Amazon SageMaker 內建機器學習演算法 (Level 400)
Amazon SageMaker 內建機器學習演算法 (Level 400)Amazon SageMaker 內建機器學習演算法 (Level 400)
Amazon SageMaker 內建機器學習演算法 (Level 400)
 
STOCK MARKET PREDICTION USING NEURAL NETWORKS
STOCK MARKET PREDICTION USING NEURAL NETWORKSSTOCK MARKET PREDICTION USING NEURAL NETWORKS
STOCK MARKET PREDICTION USING NEURAL NETWORKS
 
Comparative Study of Neural Networks Algorithms for Cloud Computing CPU Sched...
Comparative Study of Neural Networks Algorithms for Cloud Computing CPU Sched...Comparative Study of Neural Networks Algorithms for Cloud Computing CPU Sched...
Comparative Study of Neural Networks Algorithms for Cloud Computing CPU Sched...
 
IRJET- Security, Issues and Algorithm and their Performance Analysis
IRJET- Security, Issues and Algorithm and their Performance AnalysisIRJET- Security, Issues and Algorithm and their Performance Analysis
IRJET- Security, Issues and Algorithm and their Performance Analysis
 
An Elitist Simulated Annealing Algorithm for Solving Multi Objective Optimiza...
An Elitist Simulated Annealing Algorithm for Solving Multi Objective Optimiza...An Elitist Simulated Annealing Algorithm for Solving Multi Objective Optimiza...
An Elitist Simulated Annealing Algorithm for Solving Multi Objective Optimiza...
 
IRJET- E-Commerce Website using Skyline Queries
IRJET- E-Commerce Website using Skyline QueriesIRJET- E-Commerce Website using Skyline Queries
IRJET- E-Commerce Website using Skyline Queries
 
Departure Delay Prediction using Machine Learning.
Departure Delay Prediction using Machine Learning.Departure Delay Prediction using Machine Learning.
Departure Delay Prediction using Machine Learning.
 

Recently uploaded

Dividend Policy and Dividend Decision Theories.pptx
Dividend Policy and Dividend Decision Theories.pptxDividend Policy and Dividend Decision Theories.pptx
Dividend Policy and Dividend Decision Theories.pptxanshikagoel52
 
Lundin Gold April 2024 Corporate Presentation v4.pdf
Lundin Gold April 2024 Corporate Presentation v4.pdfLundin Gold April 2024 Corporate Presentation v4.pdf
Lundin Gold April 2024 Corporate Presentation v4.pdfAdnet Communications
 
VIP Kolkata Call Girl Serampore 👉 8250192130 Available With Room
VIP Kolkata Call Girl Serampore 👉 8250192130 Available With RoomVIP Kolkata Call Girl Serampore 👉 8250192130 Available With Room
VIP Kolkata Call Girl Serampore 👉 8250192130 Available With Roomdivyansh0kumar0
 
The Economic History of the U.S. Lecture 22.pdf
The Economic History of the U.S. Lecture 22.pdfThe Economic History of the U.S. Lecture 22.pdf
The Economic History of the U.S. Lecture 22.pdfGale Pooley
 
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
 
Log your LOA pain with Pension Lab's brilliant campaign
Log your LOA pain with Pension Lab's brilliant campaignLog your LOA pain with Pension Lab's brilliant campaign
Log your LOA pain with Pension Lab's brilliant campaignHenry Tapper
 
TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...
TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...
TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...ssifa0344
 
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptxFinTech Belgium
 
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service NashikHigh Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
The Economic History of the U.S. Lecture 18.pdf
The Economic History of the U.S. Lecture 18.pdfThe Economic History of the U.S. Lecture 18.pdf
The Economic History of the U.S. Lecture 18.pdfGale Pooley
 
The Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdfThe Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdfGale Pooley
 
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdfFinTech Belgium
 
Malad Call Girl in Services 9892124323 | ₹,4500 With Room Free Delivery
Malad Call Girl in Services 9892124323 | ₹,4500 With Room Free DeliveryMalad Call Girl in Services 9892124323 | ₹,4500 With Room Free Delivery
Malad Call Girl in Services 9892124323 | ₹,4500 With Room Free DeliveryPooja Nehwal
 
Monthly Market Risk Update: April 2024 [SlideShare]
Monthly Market Risk Update: April 2024 [SlideShare]Monthly Market Risk Update: April 2024 [SlideShare]
Monthly Market Risk Update: April 2024 [SlideShare]Commonwealth
 
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130Suhani Kapoor
 
Interimreport1 January–31 March2024 Elo Mutual Pension Insurance Company
Interimreport1 January–31 March2024 Elo Mutual Pension Insurance CompanyInterimreport1 January–31 March2024 Elo Mutual Pension Insurance Company
Interimreport1 January–31 March2024 Elo Mutual Pension Insurance CompanyTyöeläkeyhtiö Elo
 
How Automation is Driving Efficiency Through the Last Mile of Reporting
How Automation is Driving Efficiency Through the Last Mile of ReportingHow Automation is Driving Efficiency Through the Last Mile of Reporting
How Automation is Driving Efficiency Through the Last Mile of ReportingAggregage
 
Quarter 4- Module 3 Principles of Marketing
Quarter 4- Module 3 Principles of MarketingQuarter 4- Module 3 Principles of Marketing
Quarter 4- Module 3 Principles of MarketingMaristelaRamos12
 

Recently uploaded (20)

Dividend Policy and Dividend Decision Theories.pptx
Dividend Policy and Dividend Decision Theories.pptxDividend Policy and Dividend Decision Theories.pptx
Dividend Policy and Dividend Decision Theories.pptx
 
Lundin Gold April 2024 Corporate Presentation v4.pdf
Lundin Gold April 2024 Corporate Presentation v4.pdfLundin Gold April 2024 Corporate Presentation v4.pdf
Lundin Gold April 2024 Corporate Presentation v4.pdf
 
VIP Kolkata Call Girl Serampore 👉 8250192130 Available With Room
VIP Kolkata Call Girl Serampore 👉 8250192130 Available With RoomVIP Kolkata Call Girl Serampore 👉 8250192130 Available With Room
VIP Kolkata Call Girl Serampore 👉 8250192130 Available With Room
 
The Economic History of the U.S. Lecture 22.pdf
The Economic History of the U.S. Lecture 22.pdfThe Economic History of the U.S. Lecture 22.pdf
The Economic History of the U.S. Lecture 22.pdf
 
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Shivane 6297143586 Call Hot Indian Gi...
 
Log your LOA pain with Pension Lab's brilliant campaign
Log your LOA pain with Pension Lab's brilliant campaignLog your LOA pain with Pension Lab's brilliant campaign
Log your LOA pain with Pension Lab's brilliant campaign
 
TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...
TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...
TEST BANK For Corporate Finance, 13th Edition By Stephen Ross, Randolph Weste...
 
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
05_Annelore Lenoir_Docbyte_MeetupDora&Cybersecurity.pptx
 
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service NashikHigh Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
High Class Call Girls Nashik Maya 7001305949 Independent Escort Service Nashik
 
The Economic History of the U.S. Lecture 18.pdf
The Economic History of the U.S. Lecture 18.pdfThe Economic History of the U.S. Lecture 18.pdf
The Economic History of the U.S. Lecture 18.pdf
 
The Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdfThe Economic History of the U.S. Lecture 30.pdf
The Economic History of the U.S. Lecture 30.pdf
 
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
06_Joeri Van Speybroek_Dell_MeetupDora&Cybersecurity.pdf
 
Veritas Interim Report 1 January–31 March 2024
Veritas Interim Report 1 January–31 March 2024Veritas Interim Report 1 January–31 March 2024
Veritas Interim Report 1 January–31 March 2024
 
Malad Call Girl in Services 9892124323 | ₹,4500 With Room Free Delivery
Malad Call Girl in Services 9892124323 | ₹,4500 With Room Free DeliveryMalad Call Girl in Services 9892124323 | ₹,4500 With Room Free Delivery
Malad Call Girl in Services 9892124323 | ₹,4500 With Room Free Delivery
 
Monthly Market Risk Update: April 2024 [SlideShare]
Monthly Market Risk Update: April 2024 [SlideShare]Monthly Market Risk Update: April 2024 [SlideShare]
Monthly Market Risk Update: April 2024 [SlideShare]
 
Commercial Bank Economic Capsule - April 2024
Commercial Bank Economic Capsule - April 2024Commercial Bank Economic Capsule - April 2024
Commercial Bank Economic Capsule - April 2024
 
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
VIP Call Girls Service Dilsukhnagar Hyderabad Call +91-8250192130
 
Interimreport1 January–31 March2024 Elo Mutual Pension Insurance Company
Interimreport1 January–31 March2024 Elo Mutual Pension Insurance CompanyInterimreport1 January–31 March2024 Elo Mutual Pension Insurance Company
Interimreport1 January–31 March2024 Elo Mutual Pension Insurance Company
 
How Automation is Driving Efficiency Through the Last Mile of Reporting
How Automation is Driving Efficiency Through the Last Mile of ReportingHow Automation is Driving Efficiency Through the Last Mile of Reporting
How Automation is Driving Efficiency Through the Last Mile of Reporting
 
Quarter 4- Module 3 Principles of Marketing
Quarter 4- Module 3 Principles of MarketingQuarter 4- Module 3 Principles of Marketing
Quarter 4- Module 3 Principles of Marketing
 

Stock Ranking - A Neural Networks Approach

  • 1. STOCK RANKING A NEURAL NETWORKS APPROACH RITURAJ B.Tech. (EEE) NIT Calicut Copyright © 2008 Rituraj All Rights Reserved
  • 2.
  • 3.
  • 4.
  • 5. C omparison between B rain and D igital C omputer Interesting point is that even with slower processing speed, our brain outperforms the Digital Computer. Copyright © 2008 Rituraj All Rights Reserved
  • 6.
  • 7. NEURAL NETWORK ARCHITECTURES Copyright © 2008 Rituraj All Rights Reserved
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.
  • 30.
  • 31.
  • 32. Thank you Copyright © 2008 Rituraj All Rights Reserved