SlideShare a Scribd company logo

NEURAL NETWORKS

•Download as PPT, PDF•
•
ESCOM
ESCOM

The document provides an overview of neural networks including: - Their history from early models in the 1940s to the breakthrough of backpropagation in the 1980s. - What a neural network is and how it works at the level of individual neurons and when connected together. - Common applications of neural networks like prediction, classification, and clustering. - Key considerations in choosing an appropriate neural network architecture and training data for a given problem.

Education
1 of 33
Data Mining - CSE5230 Neural Networks 1 CSE5230/DMS/2001/5
Lecture Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Why study Neural Networks? - 1 ,[object Object],[object Object],[object Object],[object Object]
Why study Neural Networks? - 2 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Why study Neural Networks? - 3 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is a neuron? - 1 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is a neuron? - 2 ,[object Object],[object Object],[object Object],[object Object],[object Object]
What is a neuron? - 3 ,[object Object],[object Object],[object Object],[object Object],[object Object]
What is a neural network? ,[object Object],Input layer Hidden layer Output layer
History of NNs - 1 ,[object Object],[object Object],[object Object],[object Object],[object Object]
History of NNs - 2 ,[object Object],[object Object],[object Object],[object Object]
History of NNs - 3 ,[object Object],[object Object]
History of NNs - 4 ,[object Object],[object Object],[object Object],[object Object]
History of NNs - 5 ,[object Object],[object Object],[object Object],[object Object]
History of NNs - 6 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
History of NNs - 7 The Multilayered Back-Propagation Association Networks ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],History of NNs - 8 The Multilayered Back-Propagation Association Networks
[object Object],[object Object],[object Object],[object Object],History of NNs - 9 The Multilayered Back-Propagation Association Networks
[object Object],[object Object],[object Object],History of NNs - 10 The Multilayered Back-Propagation Association Networks
History of NNs - 11 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applications of NNs ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Using a neural network for prediction - 1 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Using a neural network for prediction - 2 ,[object Object],[object Object],[object Object],[object Object],[object Object]
An example ,[object Object],Living space Size of garage Age of house Heating type Other attributes Appraised value Neural network
Issues in choosing the training data set ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Preparing data ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Illustrative Example - 1 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Illustrative Example - 2 ,[object Object],[object Object],[object Object],[object Object],[object Object]
Illustrative Example - 3 ,[object Object],[object Object],AVEBAL TIMEAC SCORE Neural network
Illustrative Example - 4 Preparing the training and test data sets ,[object Object],[object Object],500 respondents + 500 non-respondents 1000 (training test) 500 respondents + 500 non-respondents 1000 (test test)
Illustrative Example - 5 Using the resultant network ,[object Object],[object Object],[object Object],[object Object]
Illustrative Example - 6
Illustrative Example - 7 ,[object Object],[object Object],[object Object]

Recommended

Neural Networks
Neural NetworksNeural Networks
Neural Networks
Ismail El Gayar
 
Artifical Neural Network and its applications
Artifical Neural Network and its applicationsArtifical Neural Network and its applications
Artifical Neural Network and its applications
Sangeeta Tiwari
 
Back propagation
Back propagationBack propagation
Back propagation
Nagarajan
 
Artificial neural network
Artificial neural networkArtificial neural network
Artificial neural network
Vajiheh Zoghiyan
 
Artificial Neural Networks Lect3: Neural Network Learning rules
Artificial Neural Networks Lect3: Neural Network Learning rulesArtificial Neural Networks Lect3: Neural Network Learning rules
Artificial Neural Networks Lect3: Neural Network Learning rules
Mohammed Bennamoun
 
Artificial nueral network slideshare
Artificial nueral network slideshareArtificial nueral network slideshare
Artificial nueral network slideshare
Red Innovators
 
Neural network
Neural networkNeural network
Neural network
Ramesh Giri
 
Artificial Neural Network
Artificial Neural NetworkArtificial Neural Network
Artificial Neural Network
Atul Krishna
 

Recommended

Neural Networks
Neural NetworksNeural Networks
Neural Networks
Ismail El Gayar
 
Artifical Neural Network and its applications
Artifical Neural Network and its applicationsArtifical Neural Network and its applications
Artifical Neural Network and its applications
Sangeeta Tiwari
 
Back propagation
Back propagationBack propagation
Back propagation
Nagarajan
 
Artificial neural network
Artificial neural networkArtificial neural network
Artificial neural network
Vajiheh Zoghiyan
 
Artificial Neural Networks Lect3: Neural Network Learning rules
Artificial Neural Networks Lect3: Neural Network Learning rulesArtificial Neural Networks Lect3: Neural Network Learning rules
Artificial Neural Networks Lect3: Neural Network Learning rules
Mohammed Bennamoun
 
Artificial nueral network slideshare
Artificial nueral network slideshareArtificial nueral network slideshare
Artificial nueral network slideshare
Red Innovators
 
Neural network
Neural networkNeural network
Neural network
Ramesh Giri
 
Artificial Neural Network
Artificial Neural NetworkArtificial Neural Network
Artificial Neural Network
Atul Krishna
 
neural networks
neural networksneural networks
neural networks
Ruchi Sharma
 
Neural network final NWU 4.3 Graphics Course
Neural network final NWU 4.3 Graphics CourseNeural network final NWU 4.3 Graphics Course
Neural network final NWU 4.3 Graphics Course
Mohaiminur Rahman
 
neural network
neural networkneural network
neural network
STUDENT
 
Simple Introduction to AutoEncoder
Simple Introduction to AutoEncoderSimple Introduction to AutoEncoder
Simple Introduction to AutoEncoder
Jun Lang
 
Deep Learning With Neural Networks
Deep Learning With Neural NetworksDeep Learning With Neural Networks
Deep Learning With Neural Networks
Aniket Maurya
 
Autoencoders
AutoencodersAutoencoders
Autoencoders
CloudxLab
 
Intro to Neural Networks
Intro to Neural NetworksIntro to Neural Networks
Intro to Neural Networks
Dean Wyatte
 
Introduction Of Artificial neural network
Introduction Of Artificial neural networkIntroduction Of Artificial neural network
Introduction Of Artificial neural network
Nagarajan
 
Introduction to Neural Networks
Introduction to Neural NetworksIntroduction to Neural Networks
Introduction to Neural Networks
Databricks
 
Artificial Neural Network
Artificial Neural NetworkArtificial Neural Network
Artificial Neural Network
Prakash K
 
Artificial Neural Network and its Applications
Artificial Neural Network and its ApplicationsArtificial Neural Network and its Applications
Artificial Neural Network and its Applications
shritosh kumar
 
Artificial Neural Network seminar presentation using ppt.
Artificial Neural Network seminar presentation using ppt.Artificial Neural Network seminar presentation using ppt.
Artificial Neural Network seminar presentation using ppt.
Mohd Faiz
 
Multilayer perceptron
Multilayer perceptronMultilayer perceptron
Multilayer perceptron
omaraldabash
 
Recurrent Neural Networks, LSTM and GRU
Recurrent Neural Networks, LSTM and GRURecurrent Neural Networks, LSTM and GRU
Recurrent Neural Networks, LSTM and GRU
ananth
 
Associative memory network
Associative memory networkAssociative memory network
Associative memory network
Dr. C.V. Suresh Babu
 
Neural networks.ppt
Neural networks.pptNeural networks.ppt
Neural networks.ppt
SrinivashR3
 
Perceptron (neural network)
Perceptron (neural network)Perceptron (neural network)
Perceptron (neural network)
EdutechLearners
 
Recurrent neural networks rnn
Recurrent neural networks rnnRecurrent neural networks rnn
Recurrent neural networks rnn
Kuppusamy P
 
Introduction to Recurrent Neural Network
Introduction to Recurrent Neural NetworkIntroduction to Recurrent Neural Network
Introduction to Recurrent Neural Network
Knoldus Inc.
 
Recurrent Neural Network (RNN) | RNN LSTM Tutorial | Deep Learning Course | S...
Recurrent Neural Network (RNN) | RNN LSTM Tutorial | Deep Learning Course | S...Recurrent Neural Network (RNN) | RNN LSTM Tutorial | Deep Learning Course | S...
Recurrent Neural Network (RNN) | RNN LSTM Tutorial | Deep Learning Course | S...
Simplilearn
 
Artificial Neural Networks.pdf
Artificial Neural Networks.pdfArtificial Neural Networks.pdf
Artificial Neural Networks.pdf
Bria Davis
 
Fundamentals of Neural Network (Soft Computing)
Fundamentals of Neural Network (Soft Computing)Fundamentals of Neural Network (Soft Computing)
Fundamentals of Neural Network (Soft Computing)
Amit Kumar Rathi
 

More Related Content

What's hot

neural networks
neural networksneural networks
neural networks
Ruchi Sharma
 
Neural network final NWU 4.3 Graphics Course
Neural network final NWU 4.3 Graphics CourseNeural network final NWU 4.3 Graphics Course
Neural network final NWU 4.3 Graphics Course
Mohaiminur Rahman
 
neural network
neural networkneural network
neural network
STUDENT
 
Simple Introduction to AutoEncoder
Simple Introduction to AutoEncoderSimple Introduction to AutoEncoder
Simple Introduction to AutoEncoder
Jun Lang
 
Deep Learning With Neural Networks
Deep Learning With Neural NetworksDeep Learning With Neural Networks
Deep Learning With Neural Networks
Aniket Maurya
 
Autoencoders
AutoencodersAutoencoders
Autoencoders
CloudxLab
 
Intro to Neural Networks
Intro to Neural NetworksIntro to Neural Networks
Intro to Neural Networks
Dean Wyatte
 
Introduction Of Artificial neural network
Introduction Of Artificial neural networkIntroduction Of Artificial neural network
Introduction Of Artificial neural network
Nagarajan
 
Introduction to Neural Networks
Introduction to Neural NetworksIntroduction to Neural Networks
Introduction to Neural Networks
Databricks
 
Artificial Neural Network
Artificial Neural NetworkArtificial Neural Network
Artificial Neural Network
Prakash K
 
Artificial Neural Network and its Applications
Artificial Neural Network and its ApplicationsArtificial Neural Network and its Applications
Artificial Neural Network and its Applications
shritosh kumar
 
Artificial Neural Network seminar presentation using ppt.
Artificial Neural Network seminar presentation using ppt.Artificial Neural Network seminar presentation using ppt.
Artificial Neural Network seminar presentation using ppt.
Mohd Faiz
 
Multilayer perceptron
Multilayer perceptronMultilayer perceptron
Multilayer perceptron
omaraldabash
 
Recurrent Neural Networks, LSTM and GRU
Recurrent Neural Networks, LSTM and GRURecurrent Neural Networks, LSTM and GRU
Recurrent Neural Networks, LSTM and GRU
ananth
 
Associative memory network
Associative memory networkAssociative memory network
Associative memory network
Dr. C.V. Suresh Babu
 
Neural networks.ppt
Neural networks.pptNeural networks.ppt
Neural networks.ppt
SrinivashR3
 
Perceptron (neural network)
Perceptron (neural network)Perceptron (neural network)
Perceptron (neural network)
EdutechLearners
 
Recurrent neural networks rnn
Recurrent neural networks rnnRecurrent neural networks rnn
Recurrent neural networks rnn
Kuppusamy P
 
Introduction to Recurrent Neural Network
Introduction to Recurrent Neural NetworkIntroduction to Recurrent Neural Network
Introduction to Recurrent Neural Network
Knoldus Inc.
 
Recurrent Neural Network (RNN) | RNN LSTM Tutorial | Deep Learning Course | S...
Recurrent Neural Network (RNN) | RNN LSTM Tutorial | Deep Learning Course | S...Recurrent Neural Network (RNN) | RNN LSTM Tutorial | Deep Learning Course | S...
Recurrent Neural Network (RNN) | RNN LSTM Tutorial | Deep Learning Course | S...
Simplilearn
 

What's hot (20)

neural networks
neural networksneural networks
neural networks
 
Neural network final NWU 4.3 Graphics Course
Neural network final NWU 4.3 Graphics CourseNeural network final NWU 4.3 Graphics Course
Neural network final NWU 4.3 Graphics Course
 
neural network
neural networkneural network
neural network
 
Simple Introduction to AutoEncoder
Simple Introduction to AutoEncoderSimple Introduction to AutoEncoder
Simple Introduction to AutoEncoder
 
Deep Learning With Neural Networks
Deep Learning With Neural NetworksDeep Learning With Neural Networks
Deep Learning With Neural Networks
 
Autoencoders
AutoencodersAutoencoders
Autoencoders
 
Intro to Neural Networks
Intro to Neural NetworksIntro to Neural Networks
Intro to Neural Networks
 
Introduction Of Artificial neural network
Introduction Of Artificial neural networkIntroduction Of Artificial neural network
Introduction Of Artificial neural network
 
Introduction to Neural Networks
Introduction to Neural NetworksIntroduction to Neural Networks
Introduction to Neural Networks
 
Artificial Neural Network
Artificial Neural NetworkArtificial Neural Network
Artificial Neural Network
 
Artificial Neural Network and its Applications
Artificial Neural Network and its ApplicationsArtificial Neural Network and its Applications
Artificial Neural Network and its Applications
 
Artificial Neural Network seminar presentation using ppt.
Artificial Neural Network seminar presentation using ppt.Artificial Neural Network seminar presentation using ppt.
Artificial Neural Network seminar presentation using ppt.
 
Multilayer perceptron
Multilayer perceptronMultilayer perceptron
Multilayer perceptron
 
Recurrent Neural Networks, LSTM and GRU
Recurrent Neural Networks, LSTM and GRURecurrent Neural Networks, LSTM and GRU
Recurrent Neural Networks, LSTM and GRU
 
Associative memory network
Associative memory networkAssociative memory network
Associative memory network
 
Neural networks.ppt
Neural networks.pptNeural networks.ppt
Neural networks.ppt
 
Perceptron (neural network)
Perceptron (neural network)Perceptron (neural network)
Perceptron (neural network)
 
Recurrent neural networks rnn
Recurrent neural networks rnnRecurrent neural networks rnn
Recurrent neural networks rnn
 
Introduction to Recurrent Neural Network
Introduction to Recurrent Neural NetworkIntroduction to Recurrent Neural Network
Introduction to Recurrent Neural Network
 
Recurrent Neural Network (RNN) | RNN LSTM Tutorial | Deep Learning Course | S...
Recurrent Neural Network (RNN) | RNN LSTM Tutorial | Deep Learning Course | S...Recurrent Neural Network (RNN) | RNN LSTM Tutorial | Deep Learning Course | S...
Recurrent Neural Network (RNN) | RNN LSTM Tutorial | Deep Learning Course | S...
 

Similar to NEURAL NETWORKS

Artificial Neural Networks.pdf
Artificial Neural Networks.pdfArtificial Neural Networks.pdf
Artificial Neural Networks.pdf
Bria Davis
 
Fundamentals of Neural Network (Soft Computing)
Fundamentals of Neural Network (Soft Computing)Fundamentals of Neural Network (Soft Computing)
Fundamentals of Neural Network (Soft Computing)
Amit Kumar Rathi
 
Neural networks
Neural networksNeural networks
Neural networks
Aditya Sharat
 
08 neural networks(1).unlocked
08 neural networks(1).unlocked08 neural networks(1).unlocked
08 neural networks(1).unlocked
Syed Ariful Islam Emon
 
Artificial Neural Networks Lect1: Introduction & neural computation
Artificial Neural Networks Lect1: Introduction & neural computationArtificial Neural Networks Lect1: Introduction & neural computation
Artificial Neural Networks Lect1: Introduction & neural computation
Mohammed Bennamoun
 
Artificial Neural Network An Important Asset For Future Computing
Artificial Neural Network An Important Asset For Future ComputingArtificial Neural Network An Important Asset For Future Computing
Artificial Neural Network An Important Asset For Future Computing
Bria Davis
 
Intro to Deep learning - Autoencoders
Intro to Deep learning - Autoencoders Intro to Deep learning - Autoencoders
Intro to Deep learning - Autoencoders
Akash Goel
 
Lec 1-2-3-intr.
Lec 1-2-3-intr.Lec 1-2-3-intr.
Lec 1-2-3-intr.
Taymoor Nazmy
 
fundamentals-of-neural-networks-laurene-fausett
fundamentals-of-neural-networks-laurene-fausettfundamentals-of-neural-networks-laurene-fausett
fundamentals-of-neural-networks-laurene-fausett
Zarnigar Altaf
 
[IJET V2I2P20] Authors: Dr. Sanjeev S Sannakki, Ms.Anjanabhargavi A Kulkarni
[IJET V2I2P20] Authors: Dr. Sanjeev S Sannakki, Ms.Anjanabhargavi A Kulkarni[IJET V2I2P20] Authors: Dr. Sanjeev S Sannakki, Ms.Anjanabhargavi A Kulkarni
[IJET V2I2P20] Authors: Dr. Sanjeev S Sannakki, Ms.Anjanabhargavi A Kulkarni
IJET - International Journal of Engineering and Techniques
 
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfCCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
Asst.prof M.Gokilavani
 
Artificial Neural Network Abstract
Artificial Neural Network AbstractArtificial Neural Network Abstract
Artificial Neural Network Abstract
Anjali Agrawal
 
Neural Network Presentation Draft Updated March.pptx
Neural Network Presentation Draft Updated March.pptxNeural Network Presentation Draft Updated March.pptx
Neural Network Presentation Draft Updated March.pptx
isaac405396
 
Neural Network Presentation Draft Updated March.pptx
Neural Network Presentation Draft Updated March.pptxNeural Network Presentation Draft Updated March.pptx
Neural Network Presentation Draft Updated March.pptx
isaac405396
 
Neural networks are parallel computing devices.docx.pdf
Neural networks are parallel computing devices.docx.pdfNeural networks are parallel computing devices.docx.pdf
Neural networks are parallel computing devices.docx.pdf
neelamsanjeevkumar
 
02 Fundamental Concepts of ANN
02 Fundamental Concepts of ANN02 Fundamental Concepts of ANN
02 Fundamental Concepts of ANN
Tamer Ahmed Farrag, PhD
 
Introduction_NNFL_Aug2022.pdf
Introduction_NNFL_Aug2022.pdfIntroduction_NNFL_Aug2022.pdf
Introduction_NNFL_Aug2022.pdf
901AnirudhaShivarkar
 
Neural network
Neural networkNeural network
Neural network
Santhosh Gowda
 

Similar to NEURAL NETWORKS (20)

Artificial Neural Networks.pdf
Artificial Neural Networks.pdfArtificial Neural Networks.pdf
Artificial Neural Networks.pdf
 
Fundamentals of Neural Network (Soft Computing)
Fundamentals of Neural Network (Soft Computing)Fundamentals of Neural Network (Soft Computing)
Fundamentals of Neural Network (Soft Computing)
 
Neural networks
Neural networksNeural networks
Neural networks
 
08 neural networks(1).unlocked
08 neural networks(1).unlocked08 neural networks(1).unlocked
08 neural networks(1).unlocked
 
Artificial Neural Networks Lect1: Introduction & neural computation
Artificial Neural Networks Lect1: Introduction & neural computationArtificial Neural Networks Lect1: Introduction & neural computation
Artificial Neural Networks Lect1: Introduction & neural computation
 
Artificial Neural Network An Important Asset For Future Computing
Artificial Neural Network An Important Asset For Future ComputingArtificial Neural Network An Important Asset For Future Computing
Artificial Neural Network An Important Asset For Future Computing
 
Intro to Deep learning - Autoencoders
Intro to Deep learning - Autoencoders Intro to Deep learning - Autoencoders
Intro to Deep learning - Autoencoders
 
ANN - UNIT 1.pptx
ANN - UNIT 1.pptxANN - UNIT 1.pptx
ANN - UNIT 1.pptx
 
Lec 1-2-3-intr.
Lec 1-2-3-intr.Lec 1-2-3-intr.
Lec 1-2-3-intr.
 
fundamentals-of-neural-networks-laurene-fausett
fundamentals-of-neural-networks-laurene-fausettfundamentals-of-neural-networks-laurene-fausett
fundamentals-of-neural-networks-laurene-fausett
 
[IJET V2I2P20] Authors: Dr. Sanjeev S Sannakki, Ms.Anjanabhargavi A Kulkarni
[IJET V2I2P20] Authors: Dr. Sanjeev S Sannakki, Ms.Anjanabhargavi A Kulkarni[IJET V2I2P20] Authors: Dr. Sanjeev S Sannakki, Ms.Anjanabhargavi A Kulkarni
[IJET V2I2P20] Authors: Dr. Sanjeev S Sannakki, Ms.Anjanabhargavi A Kulkarni
 
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfCCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
 
Artificial Neural Network Abstract
Artificial Neural Network AbstractArtificial Neural Network Abstract
Artificial Neural Network Abstract
 
Neural Network Presentation Draft Updated March.pptx
Neural Network Presentation Draft Updated March.pptxNeural Network Presentation Draft Updated March.pptx
Neural Network Presentation Draft Updated March.pptx
 
Neural Network Presentation Draft Updated March.pptx
Neural Network Presentation Draft Updated March.pptxNeural Network Presentation Draft Updated March.pptx
Neural Network Presentation Draft Updated March.pptx
 
Neural networks are parallel computing devices.docx.pdf
Neural networks are parallel computing devices.docx.pdfNeural networks are parallel computing devices.docx.pdf
Neural networks are parallel computing devices.docx.pdf
 
Jack
JackJack
Jack
 
02 Fundamental Concepts of ANN
02 Fundamental Concepts of ANN02 Fundamental Concepts of ANN
02 Fundamental Concepts of ANN
 
Introduction_NNFL_Aug2022.pdf
Introduction_NNFL_Aug2022.pdfIntroduction_NNFL_Aug2022.pdf
Introduction_NNFL_Aug2022.pdf
 
Neural network
Neural networkNeural network
Neural network
 

More from ESCOM

redes neuronales tipo Som
redes neuronales tipo Somredes neuronales tipo Som
redes neuronales tipo SomESCOM
 
redes neuronales Som
redes neuronales Somredes neuronales Som
redes neuronales SomESCOM
 
redes neuronales Som Slides
redes neuronales Som Slidesredes neuronales Som Slides
redes neuronales Som SlidesESCOM
 
red neuronal Som Net
red neuronal Som Netred neuronal Som Net
red neuronal Som NetESCOM
 
Self Organinising neural networks
Self Organinising neural networksSelf Organinising neural networks
Self Organinising neural networksESCOM
 
redes neuronales Kohonen
redes neuronales Kohonenredes neuronales Kohonen
redes neuronales KohonenESCOM
 
Teoria Resonancia Adaptativa
Teoria Resonancia AdaptativaTeoria Resonancia Adaptativa
Teoria Resonancia AdaptativaESCOM
 
ejemplo red neuronal Art1
ejemplo red neuronal Art1ejemplo red neuronal Art1
ejemplo red neuronal Art1ESCOM
 
redes neuronales tipo Art3
redes neuronales tipo Art3redes neuronales tipo Art3
redes neuronales tipo Art3ESCOM
 
Art2
Art2Art2
Art2ESCOM
 
Redes neuronales tipo Art
Redes neuronales tipo ArtRedes neuronales tipo Art
Redes neuronales tipo ArtESCOM
 
Neocognitron
NeocognitronNeocognitron
NeocognitronESCOM
 
Neocognitron
NeocognitronNeocognitron
NeocognitronESCOM
 
Neocognitron
NeocognitronNeocognitron
NeocognitronESCOM
 
Fukushima Cognitron
Fukushima CognitronFukushima Cognitron
Fukushima CognitronESCOM
 
Counterpropagation NETWORK
Counterpropagation NETWORKCounterpropagation NETWORK
Counterpropagation NETWORKESCOM
 
Counterpropagation NETWORK
Counterpropagation NETWORKCounterpropagation NETWORK
Counterpropagation NETWORKESCOM
 
Counterpropagation
CounterpropagationCounterpropagation
CounterpropagationESCOM
 
Teoría de Resonancia Adaptativa Art2 ARTMAP
Teoría de Resonancia Adaptativa Art2 ARTMAPTeoría de Resonancia Adaptativa Art2 ARTMAP
Teoría de Resonancia Adaptativa Art2 ARTMAPESCOM
 
Teoría de Resonancia Adaptativa ART1
Teoría de Resonancia Adaptativa ART1Teoría de Resonancia Adaptativa ART1
Teoría de Resonancia Adaptativa ART1ESCOM
 

More from ESCOM (20)

redes neuronales tipo Som
redes neuronales tipo Somredes neuronales tipo Som
redes neuronales tipo Som
 
redes neuronales Som
redes neuronales Somredes neuronales Som
redes neuronales Som
 
redes neuronales Som Slides
redes neuronales Som Slidesredes neuronales Som Slides
redes neuronales Som Slides
 
red neuronal Som Net
red neuronal Som Netred neuronal Som Net
red neuronal Som Net
 
Self Organinising neural networks
Self Organinising neural networksSelf Organinising neural networks
Self Organinising neural networks
 
redes neuronales Kohonen
redes neuronales Kohonenredes neuronales Kohonen
redes neuronales Kohonen
 
Teoria Resonancia Adaptativa
Teoria Resonancia AdaptativaTeoria Resonancia Adaptativa
Teoria Resonancia Adaptativa
 
ejemplo red neuronal Art1
ejemplo red neuronal Art1ejemplo red neuronal Art1
ejemplo red neuronal Art1
 
redes neuronales tipo Art3
redes neuronales tipo Art3redes neuronales tipo Art3
redes neuronales tipo Art3
 
Art2
Art2Art2
Art2
 
Redes neuronales tipo Art
Redes neuronales tipo ArtRedes neuronales tipo Art
Redes neuronales tipo Art
 
Neocognitron
NeocognitronNeocognitron
Neocognitron
 
Neocognitron
NeocognitronNeocognitron
Neocognitron
 
Neocognitron
NeocognitronNeocognitron
Neocognitron
 
Fukushima Cognitron
Fukushima CognitronFukushima Cognitron
Fukushima Cognitron
 
Counterpropagation NETWORK
Counterpropagation NETWORKCounterpropagation NETWORK
Counterpropagation NETWORK
 
Counterpropagation NETWORK
Counterpropagation NETWORKCounterpropagation NETWORK
Counterpropagation NETWORK
 
Counterpropagation
CounterpropagationCounterpropagation
Counterpropagation
 
Teoría de Resonancia Adaptativa Art2 ARTMAP
Teoría de Resonancia Adaptativa Art2 ARTMAPTeoría de Resonancia Adaptativa Art2 ARTMAP
Teoría de Resonancia Adaptativa Art2 ARTMAP
 
Teoría de Resonancia Adaptativa ART1
Teoría de Resonancia Adaptativa ART1Teoría de Resonancia Adaptativa ART1
Teoría de Resonancia Adaptativa ART1
 

Recently uploaded

The Challenger.pdf DNHS Official Publication
The Challenger.pdf DNHS Official PublicationThe Challenger.pdf DNHS Official Publication
The Challenger.pdf DNHS Official Publication
Delapenabediema
 
CACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdfCACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdf
camakaiclarkmusic
 
Introduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp NetworkIntroduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp Network
TechSoup
 
Overview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with MechanismOverview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with Mechanism
DeeptiGupta154
 
Honest Reviews of Tim Han LMA Course Program.pptx
Honest Reviews of Tim Han LMA Course Program.pptxHonest Reviews of Tim Han LMA Course Program.pptx
Honest Reviews of Tim Han LMA Course Program.pptx
timhan337
 
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXXPhrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
MIRIAMSALINAS13
 
Instructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptxInstructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptx
Jheel Barad
 
Francesca Gottschalk - How can education support child empowerment.pptx
Francesca Gottschalk - How can education support child empowerment.pptxFrancesca Gottschalk - How can education support child empowerment.pptx
Francesca Gottschalk - How can education support child empowerment.pptx
EduSkills OECD
 
1.4 modern child centered education - mahatma gandhi-2.pptx
1.4 modern child centered education - mahatma gandhi-2.pptx1.4 modern child centered education - mahatma gandhi-2.pptx
1.4 modern child centered education - mahatma gandhi-2.pptx
JosvitaDsouza2
 
The French Revolution Class 9 Study Material pdf free download
The French Revolution Class 9 Study Material pdf free downloadThe French Revolution Class 9 Study Material pdf free download
The French Revolution Class 9 Study Material pdf free download
Vivekanand Anglo Vedic Academy
 
Digital Tools and AI for Teaching Learning and Research
Digital Tools and AI for Teaching Learning and ResearchDigital Tools and AI for Teaching Learning and Research
Digital Tools and AI for Teaching Learning and Research
Vikramjit Singh
 
Additional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdfAdditional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdf
joachimlavalley1
 
Polish students' mobility in the Czech Republic
Polish students' mobility in the Czech RepublicPolish students' mobility in the Czech Republic
Polish students' mobility in the Czech Republic
Anna Sz.
 
How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17
Celine George
 
678020731-Sumas-y-Restas-Para-Colorear.pdf
678020731-Sumas-y-Restas-Para-Colorear.pdf678020731-Sumas-y-Restas-Para-Colorear.pdf
678020731-Sumas-y-Restas-Para-Colorear.pdf
CarlosHernanMontoyab2
 
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdfWelcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
TechSoup
 
Biological Screening of Herbal Drugs in detailed.
Biological Screening of Herbal Drugs in detailed.Biological Screening of Herbal Drugs in detailed.
Biological Screening of Herbal Drugs in detailed.
Ashokrao Mane college of Pharmacy Peth-Vadgaon
 
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCECLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
BhavyaRajput3
 
Embracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic ImperativeEmbracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic Imperative
Peter Windle
 
Thesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.pptThesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.ppt
EverAndrsGuerraGuerr
 

Recently uploaded (20)

The Challenger.pdf DNHS Official Publication
The Challenger.pdf DNHS Official PublicationThe Challenger.pdf DNHS Official Publication
The Challenger.pdf DNHS Official Publication
 
CACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdfCACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdf
 
Introduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp NetworkIntroduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp Network
 
Overview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with MechanismOverview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with Mechanism
 
Honest Reviews of Tim Han LMA Course Program.pptx
Honest Reviews of Tim Han LMA Course Program.pptxHonest Reviews of Tim Han LMA Course Program.pptx
Honest Reviews of Tim Han LMA Course Program.pptx
 
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXXPhrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
 
Instructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptxInstructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptx
 
Francesca Gottschalk - How can education support child empowerment.pptx
Francesca Gottschalk - How can education support child empowerment.pptxFrancesca Gottschalk - How can education support child empowerment.pptx
Francesca Gottschalk - How can education support child empowerment.pptx
 
1.4 modern child centered education - mahatma gandhi-2.pptx
1.4 modern child centered education - mahatma gandhi-2.pptx1.4 modern child centered education - mahatma gandhi-2.pptx
1.4 modern child centered education - mahatma gandhi-2.pptx
 
The French Revolution Class 9 Study Material pdf free download
The French Revolution Class 9 Study Material pdf free downloadThe French Revolution Class 9 Study Material pdf free download
The French Revolution Class 9 Study Material pdf free download
 
Digital Tools and AI for Teaching Learning and Research
Digital Tools and AI for Teaching Learning and ResearchDigital Tools and AI for Teaching Learning and Research
Digital Tools and AI for Teaching Learning and Research
 
Additional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdfAdditional Benefits for Employee Website.pdf
Additional Benefits for Employee Website.pdf
 
Polish students' mobility in the Czech Republic
Polish students' mobility in the Czech RepublicPolish students' mobility in the Czech Republic
Polish students' mobility in the Czech Republic
 
How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17
 
678020731-Sumas-y-Restas-Para-Colorear.pdf
678020731-Sumas-y-Restas-Para-Colorear.pdf678020731-Sumas-y-Restas-Para-Colorear.pdf
678020731-Sumas-y-Restas-Para-Colorear.pdf
 
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdfWelcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
 
Biological Screening of Herbal Drugs in detailed.
Biological Screening of Herbal Drugs in detailed.Biological Screening of Herbal Drugs in detailed.
Biological Screening of Herbal Drugs in detailed.
 
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCECLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
CLASS 11 CBSE B.St Project AIDS TO TRADE - INSURANCE
 
Embracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic ImperativeEmbracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic Imperative
 
Thesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.pptThesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.ppt
 

NEURAL NETWORKS

  • 1. Data Mining - CSE5230 Neural Networks 1 CSE5230/DMS/2001/5
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.
  • 30.
  • 31.
  • 33.