SlideShare a Scribd company logo

Neural Network

•Download as PPT, PDF•
•
S
samisounda
EducationTechnology
1 of 47
Neural Network to solve Traveling Salesman Problem
Roadmap ,[object Object],[object Object],[object Object],[object Object],[object Object]
Background ,[object Object],[object Object],[object Object],[object Object]
Associative memory ,[object Object],[object Object],[object Object],[object Object],Original Degraded Reconstruction
Hopfield Network ,[object Object],[object Object],[object Object],[object Object]
Hopfield Network ,[object Object],[object Object],[object Object],[object Object]
Computation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Sgn(x) = +1 x>0 Sgn(x) = -1 x<0
Modes of operation ,[object Object],[object Object],[object Object],[object Object],[object Object]
Stability ,[object Object],[object Object],[object Object],[object Object],[object Object]
Procedure ,[object Object],[object Object],[object Object]
Weight learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Multiple Vectors ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Energy ,[object Object],[object Object]
Energy function ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Continued… ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applications of Hopfield Nets ,[object Object],[object Object],[object Object]
Traveling Salesman Problem ,[object Object]
Traveling Salesman Problem ,[object Object],[object Object],[object Object]
Hopfield Net for TSP ,[object Object],[object Object],[object Object],[object Object],σ kj = 1 if city k is in position j σ kj = 0 otherwise
Hopfield Net for TSP ,[object Object],[object Object]
Determination of Energy Function ,[object Object],[object Object],[object Object],[object Object],[object Object]
Energy Function (Contd..) ,[object Object],[object Object]
Energy Function (Contd..) ,[object Object],[object Object]
Energy Function (cont..) ,[object Object],[object Object],[object Object],[object Object]
Energy Function (cont..) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Weight Value ,[object Object],[object Object],[object Object],[object Object],[object Object]
Observation ,[object Object],[object Object],[object Object]
Observation (cont..) ,[object Object],[object Object],[object Object],[object Object]
Concurrent Neural Network ,[object Object],[object Object],[object Object]
Objective Function ,[object Object],[object Object],[object Object]
Cont … ,[object Object],[object Object],[object Object],[object Object]
Solution ,[object Object],[object Object],[object Object],[object Object]
Minimization of energy function ,[object Object],[object Object],[object Object]
Minimization of energy function ,[object Object],[object Object],[object Object],[object Object]
Implementation ,[object Object],[object Object],[object Object]
Comparison – Hopfield vs Concurrent NN ,[object Object],[object Object],[object Object]
Comparison – SOM and Concurrent NN ,[object Object],[object Object],[object Object]
Result ,[object Object],[object Object],[object Object]
Shortest path generated Concurrent Neural Network (2127 km) Self Organizing Maps (1311km)
Behavior in terms of probability Concurrent Neural Network Self Organizing Maps
Conclusion ,[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object]
 
NP-complete NP-hard ,[object Object]
NP-complete NP-hard ,[object Object],[object Object],[object Object],[object Object]
Path lengths Concurrent Neural Network Self Organizing Maps

Recommended

Mathematical Foundation of Discrete time Hopfield Networks
Mathematical Foundation of Discrete time Hopfield NetworksMathematical Foundation of Discrete time Hopfield Networks
Mathematical Foundation of Discrete time Hopfield NetworksAkhil Upadhyay
 
Hopfield Networks
Hopfield NetworksHopfield Networks
Hopfield NetworksKanchana Rani G
 
HOPFIELD NETWORK
HOPFIELD NETWORKHOPFIELD NETWORK
HOPFIELD NETWORKankita pandey
 
Max net
Max netMax net
Max netSandilya Sridhara
 
Artificial Neural Networks Lect8: Neural networks for constrained optimization
Artificial Neural Networks Lect8: Neural networks for constrained optimizationArtificial Neural Networks Lect8: Neural networks for constrained optimization
Artificial Neural Networks Lect8: Neural networks for constrained optimizationMohammed Bennamoun
 
Hebbian Learning
Hebbian LearningHebbian Learning
Hebbian LearningESCOM
 
Neural Network - Feed Forward - Back Propagation Visualization
Neural Network - Feed Forward - Back Propagation VisualizationNeural Network - Feed Forward - Back Propagation Visualization
Neural Network - Feed Forward - Back Propagation VisualizationTraian Morar
 
soft computing
soft computingsoft computing
soft computingAMIT KUMAR
 

Recommended

Mathematical Foundation of Discrete time Hopfield Networks
Mathematical Foundation of Discrete time Hopfield NetworksMathematical Foundation of Discrete time Hopfield Networks
Mathematical Foundation of Discrete time Hopfield NetworksAkhil Upadhyay
 
Hopfield Networks
Hopfield NetworksHopfield Networks
Hopfield NetworksKanchana Rani G
 
HOPFIELD NETWORK
HOPFIELD NETWORKHOPFIELD NETWORK
HOPFIELD NETWORKankita pandey
 
Max net
Max netMax net
Max netSandilya Sridhara
 
Artificial Neural Networks Lect8: Neural networks for constrained optimization
Artificial Neural Networks Lect8: Neural networks for constrained optimizationArtificial Neural Networks Lect8: Neural networks for constrained optimization
Artificial Neural Networks Lect8: Neural networks for constrained optimizationMohammed Bennamoun
 
Hebbian Learning
Hebbian LearningHebbian Learning
Hebbian LearningESCOM
 
Neural Network - Feed Forward - Back Propagation Visualization
Neural Network - Feed Forward - Back Propagation VisualizationNeural Network - Feed Forward - Back Propagation Visualization
Neural Network - Feed Forward - Back Propagation VisualizationTraian Morar
 
soft computing
soft computingsoft computing
soft computingAMIT KUMAR
 
Nural network ER.Abhishek k. upadhyay
Nural network ER.Abhishek k. upadhyayNural network ER.Abhishek k. upadhyay
Nural network ER.Abhishek k. upadhyayabhishek upadhyay
 
Principles of soft computing-Associative memory networks
Principles of soft computing-Associative memory networksPrinciples of soft computing-Associative memory networks
Principles of soft computing-Associative memory networksSivagowry Shathesh
 
The Back Propagation Learning Algorithm
The Back Propagation Learning AlgorithmThe Back Propagation Learning Algorithm
The Back Propagation Learning AlgorithmESCOM
 
Perceptron (neural network)
Perceptron (neural network)Perceptron (neural network)
Perceptron (neural network)EdutechLearners
 
2.5 backpropagation
2.5 backpropagation2.5 backpropagation
2.5 backpropagationKrish_ver2
 
Back propagation
Back propagationBack propagation
Back propagationNagarajan
 
neural networksNnf
neural networksNnfneural networksNnf
neural networksNnfSandilya Sridhara
 
Unit 1
Unit 1Unit 1
Unit 1Vinod Srinivasan
 
Associative memory network
Associative memory networkAssociative memory network
Associative memory networkDr. C.V. Suresh Babu
 
Back propagation method
Back propagation methodBack propagation method
Back propagation methodProf. Neeta Awasthy
 
Adaline madaline
Adaline madalineAdaline madaline
Adaline madalineNagarajan
 
Back propagation network
Back propagation networkBack propagation network
Back propagation networkHIRA Zaidi
 
Neural Networks
Neural NetworksNeural Networks
Neural NetworksSagacious IT Solution
 
04 Multi-layer Feedforward Networks
04 Multi-layer Feedforward Networks04 Multi-layer Feedforward Networks
04 Multi-layer Feedforward NetworksTamer Ahmed Farrag, PhD
 
Multi Layer Perceptron & Back Propagation
Multi Layer Perceptron & Back PropagationMulti Layer Perceptron & Back Propagation
Multi Layer Perceptron & Back PropagationSung-ju Kim
 
Multilayer perceptron
Multilayer perceptronMultilayer perceptron
Multilayer perceptronsmitamm
 
Artificial neural network - Architectures
Artificial neural network - ArchitecturesArtificial neural network - Architectures
Artificial neural network - ArchitecturesErin Brunston
 
Perceptron
PerceptronPerceptron
PerceptronNagarajan
 
The Perceptron and its Learning Rule
The Perceptron and its Learning RuleThe Perceptron and its Learning Rule
The Perceptron and its Learning RuleNoor Ul Hudda Memon
 
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...Simplilearn
 
hopfield neural network
hopfield neural networkhopfield neural network
hopfield neural networkAbhishikha Sinha
 
Solving the traveling salesman problem by genetic algorithm
Solving the traveling salesman problem by genetic algorithmSolving the traveling salesman problem by genetic algorithm
Solving the traveling salesman problem by genetic algorithmAlex Bidanets
 

More Related Content

What's hot

Nural network ER.Abhishek k. upadhyay
Nural network ER.Abhishek k. upadhyayNural network ER.Abhishek k. upadhyay
Nural network ER.Abhishek k. upadhyayabhishek upadhyay
 
Principles of soft computing-Associative memory networks
Principles of soft computing-Associative memory networksPrinciples of soft computing-Associative memory networks
Principles of soft computing-Associative memory networksSivagowry Shathesh
 
The Back Propagation Learning Algorithm
The Back Propagation Learning AlgorithmThe Back Propagation Learning Algorithm
The Back Propagation Learning AlgorithmESCOM
 
Perceptron (neural network)
Perceptron (neural network)Perceptron (neural network)
Perceptron (neural network)EdutechLearners
 
2.5 backpropagation
2.5 backpropagation2.5 backpropagation
2.5 backpropagationKrish_ver2
 
Back propagation
Back propagationBack propagation
Back propagationNagarajan
 
Adaline madaline
Adaline madalineAdaline madaline
Adaline madalineNagarajan
 
Back propagation network
Back propagation networkBack propagation network
Back propagation networkHIRA Zaidi
 
Multi Layer Perceptron & Back Propagation
Multi Layer Perceptron & Back PropagationMulti Layer Perceptron & Back Propagation
Multi Layer Perceptron & Back PropagationSung-ju Kim
 
Multilayer perceptron
Multilayer perceptronMultilayer perceptron
Multilayer perceptronsmitamm
 
Artificial neural network - Architectures
Artificial neural network - ArchitecturesArtificial neural network - Architectures
Artificial neural network - ArchitecturesErin Brunston
 
The Perceptron and its Learning Rule
The Perceptron and its Learning RuleThe Perceptron and its Learning Rule
The Perceptron and its Learning RuleNoor Ul Hudda Memon
 
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...Simplilearn
 

What's hot (20)

Nural network ER.Abhishek k. upadhyay
Nural network ER.Abhishek k. upadhyayNural network ER.Abhishek k. upadhyay
Nural network ER.Abhishek k. upadhyay
 
Principles of soft computing-Associative memory networks
Principles of soft computing-Associative memory networksPrinciples of soft computing-Associative memory networks
Principles of soft computing-Associative memory networks
 
The Back Propagation Learning Algorithm
The Back Propagation Learning AlgorithmThe Back Propagation Learning Algorithm
The Back Propagation Learning Algorithm
 
Perceptron (neural network)
Perceptron (neural network)Perceptron (neural network)
Perceptron (neural network)
 
2.5 backpropagation
2.5 backpropagation2.5 backpropagation
2.5 backpropagation
 
Back propagation
Back propagationBack propagation
Back propagation
 
neural networksNnf
neural networksNnfneural networksNnf
neural networksNnf
 
Unit 1
Unit 1Unit 1
Unit 1
 
Associative memory network
Associative memory networkAssociative memory network
Associative memory network
 
Back propagation method
Back propagation methodBack propagation method
Back propagation method
 
Adaline madaline
Adaline madalineAdaline madaline
Adaline madaline
 
Back propagation network
Back propagation networkBack propagation network
Back propagation network
 
Neural Networks
Neural NetworksNeural Networks
Neural Networks
 
04 Multi-layer Feedforward Networks
04 Multi-layer Feedforward Networks04 Multi-layer Feedforward Networks
04 Multi-layer Feedforward Networks
 
Multi Layer Perceptron & Back Propagation
Multi Layer Perceptron & Back PropagationMulti Layer Perceptron & Back Propagation
Multi Layer Perceptron & Back Propagation
 
Multilayer perceptron
Multilayer perceptronMultilayer perceptron
Multilayer perceptron
 
Artificial neural network - Architectures
Artificial neural network - ArchitecturesArtificial neural network - Architectures
Artificial neural network - Architectures
 
Perceptron
PerceptronPerceptron
Perceptron
 
The Perceptron and its Learning Rule
The Perceptron and its Learning RuleThe Perceptron and its Learning Rule
The Perceptron and its Learning Rule
 
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
Backpropagation And Gradient Descent In Neural Networks | Neural Network Tuto...
 

Viewers also liked

Solving the traveling salesman problem by genetic algorithm
Solving the traveling salesman problem by genetic algorithmSolving the traveling salesman problem by genetic algorithm
Solving the traveling salesman problem by genetic algorithmAlex Bidanets
 
Perform brute force
Perform brute forcePerform brute force
Perform brute forceSHC
 
Traveling salesman problem__theory_and_applications
Traveling salesman problem__theory_and_applicationsTraveling salesman problem__theory_and_applications
Traveling salesman problem__theory_and_applicationsSachin Kheveria
 
Artificial intelligence - TSP
Artificial intelligence - TSP Artificial intelligence - TSP
Artificial intelligence - TSP Tung Le
 
Traveling salesman problem
Traveling salesman problemTraveling salesman problem
Traveling salesman problemMohamed Gad
 
Travelling salesman problem ( Operation Research)
Travelling salesman problem ( Operation Research)Travelling salesman problem ( Operation Research)
Travelling salesman problem ( Operation Research)Muhammed Abdulla N C
 
Travelling salesman problem using genetic algorithms
Travelling salesman problem using genetic algorithms Travelling salesman problem using genetic algorithms
Travelling salesman problem using genetic algorithms Shivank Shah
 
Branch and bound technique
Branch and bound techniqueBranch and bound technique
Branch and bound techniqueishmecse13
 
The Travelling Salesman Problem
The Travelling Salesman ProblemThe Travelling Salesman Problem
The Travelling Salesman Problemguest3d82c4
 
Travelling Salesman Problem
Travelling Salesman ProblemTravelling Salesman Problem
Travelling Salesman ProblemDaniel Raditya
 
Genetic Algorithm by Example
Genetic Algorithm by ExampleGenetic Algorithm by Example
Genetic Algorithm by ExampleNobal Niraula
 
Travelling Salesman Problem
Travelling Salesman ProblemTravelling Salesman Problem
Travelling Salesman ProblemShikha Gupta
 

Viewers also liked (15)

hopfield neural network
hopfield neural networkhopfield neural network
hopfield neural network
 
Solving the traveling salesman problem by genetic algorithm
Solving the traveling salesman problem by genetic algorithmSolving the traveling salesman problem by genetic algorithm
Solving the traveling salesman problem by genetic algorithm
 
Perform brute force
Perform brute forcePerform brute force
Perform brute force
 
Traveling salesman problem__theory_and_applications
Traveling salesman problem__theory_and_applicationsTraveling salesman problem__theory_and_applications
Traveling salesman problem__theory_and_applications
 
Artificial intelligence - TSP
Artificial intelligence - TSP Artificial intelligence - TSP
Artificial intelligence - TSP
 
Traveling salesman problem
Traveling salesman problemTraveling salesman problem
Traveling salesman problem
 
Travelling salesman problem
Travelling salesman problemTravelling salesman problem
Travelling salesman problem
 
Travelling salesman problem ( Operation Research)
Travelling salesman problem ( Operation Research)Travelling salesman problem ( Operation Research)
Travelling salesman problem ( Operation Research)
 
Travelling salesman problem using genetic algorithms
Travelling salesman problem using genetic algorithms Travelling salesman problem using genetic algorithms
Travelling salesman problem using genetic algorithms
 
Branch and bound technique
Branch and bound techniqueBranch and bound technique
Branch and bound technique
 
The Travelling Salesman Problem
The Travelling Salesman ProblemThe Travelling Salesman Problem
The Travelling Salesman Problem
 
Travelling Salesman Problem
Travelling Salesman ProblemTravelling Salesman Problem
Travelling Salesman Problem
 
Genetic Algorithms
Genetic AlgorithmsGenetic Algorithms
Genetic Algorithms
 
Genetic Algorithm by Example
Genetic Algorithm by ExampleGenetic Algorithm by Example
Genetic Algorithm by Example
 
Travelling Salesman Problem
Travelling Salesman ProblemTravelling Salesman Problem
Travelling Salesman Problem
 

Similar to Neural Network

Cs6402 design and analysis of algorithms may june 2016 answer key
Cs6402 design and analysis of algorithms may june 2016 answer keyCs6402 design and analysis of algorithms may june 2016 answer key
Cs6402 design and analysis of algorithms may june 2016 answer keyappasami
 
Introduction to density functional theory
Introduction to density functional theory Introduction to density functional theory
Introduction to density functional theory Sarthak Hajirnis
 
Echo state networks and locomotion patterns
Echo state networks and locomotion patternsEcho state networks and locomotion patterns
Echo state networks and locomotion patternsVito Strano
 
Core–periphery detection in networks with nonlinear Perron eigenvectors
Core–periphery detection in networks with nonlinear Perron eigenvectorsCore–periphery detection in networks with nonlinear Perron eigenvectors
Core–periphery detection in networks with nonlinear Perron eigenvectorsFrancesco Tudisco
 
EC8553 Discrete time signal processing
EC8553 Discrete time signal processing EC8553 Discrete time signal processing
EC8553 Discrete time signal processing ssuser2797e4
 
Circuit Network Analysis - [Chapter5] Transfer function, frequency response, ...
Circuit Network Analysis - [Chapter5] Transfer function, frequency response, ...Circuit Network Analysis - [Chapter5] Transfer function, frequency response, ...
Circuit Network Analysis - [Chapter5] Transfer function, frequency response, ...Simen Li
 
nural network ER. Abhishek k. upadhyay
nural network ER. Abhishek k. upadhyaynural network ER. Abhishek k. upadhyay
nural network ER. Abhishek k. upadhyayabhishek upadhyay
 
Chapter No 7 Other Important Neural Networks Models
Chapter No 7 Other Important Neural Networks ModelsChapter No 7 Other Important Neural Networks Models
Chapter No 7 Other Important Neural Networks ModelsRamkrishnaPatil17
 
Discrete Signal Processing
Discrete Signal ProcessingDiscrete Signal Processing
Discrete Signal Processingmargretrosy
 
Top school in noida
Top school in noidaTop school in noida
Top school in noidaEdhole.com
 
DSP Lab Manual (10ECL57) - VTU Syllabus (KSSEM)
DSP Lab Manual (10ECL57) - VTU Syllabus (KSSEM)DSP Lab Manual (10ECL57) - VTU Syllabus (KSSEM)
DSP Lab Manual (10ECL57) - VTU Syllabus (KSSEM)Ravikiran A
 

Similar to Neural Network (20)

NN-Ch7.PDF
NN-Ch7.PDFNN-Ch7.PDF
NN-Ch7.PDF
 
parallel
parallelparallel
parallel
 
Cs6402 design and analysis of algorithms may june 2016 answer key
Cs6402 design and analysis of algorithms may june 2016 answer keyCs6402 design and analysis of algorithms may june 2016 answer key
Cs6402 design and analysis of algorithms may june 2016 answer key
 
Introduction to density functional theory
Introduction to density functional theory Introduction to density functional theory
Introduction to density functional theory
 
Echo state networks and locomotion patterns
Echo state networks and locomotion patternsEcho state networks and locomotion patterns
Echo state networks and locomotion patterns
 
AI_HF_6.pdf
AI_HF_6.pdfAI_HF_6.pdf
AI_HF_6.pdf
 
Cdc18 dg lee
Cdc18 dg leeCdc18 dg lee
Cdc18 dg lee
 
Digital signal processing part2
Digital signal processing part2Digital signal processing part2
Digital signal processing part2
 
Core–periphery detection in networks with nonlinear Perron eigenvectors
Core–periphery detection in networks with nonlinear Perron eigenvectorsCore–periphery detection in networks with nonlinear Perron eigenvectors
Core–periphery detection in networks with nonlinear Perron eigenvectors
 
EC8553 Discrete time signal processing
EC8553 Discrete time signal processing EC8553 Discrete time signal processing
EC8553 Discrete time signal processing
 
Unit iii update
Unit iii updateUnit iii update
Unit iii update
 
Circuit Network Analysis - [Chapter5] Transfer function, frequency response, ...
Circuit Network Analysis - [Chapter5] Transfer function, frequency response, ...Circuit Network Analysis - [Chapter5] Transfer function, frequency response, ...
Circuit Network Analysis - [Chapter5] Transfer function, frequency response, ...
 
nural network ER. Abhishek k. upadhyay
nural network ER. Abhishek k. upadhyaynural network ER. Abhishek k. upadhyay
nural network ER. Abhishek k. upadhyay
 
Chapter No 7 Other Important Neural Networks Models
Chapter No 7 Other Important Neural Networks ModelsChapter No 7 Other Important Neural Networks Models
Chapter No 7 Other Important Neural Networks Models
 
Discrete Signal Processing
Discrete Signal ProcessingDiscrete Signal Processing
Discrete Signal Processing
 
Electrostatics123
Electrostatics123Electrostatics123
Electrostatics123
 
Top school in noida
Top school in noidaTop school in noida
Top school in noida
 
Technical
TechnicalTechnical
Technical
 
DSP Lab Manual (10ECL57) - VTU Syllabus (KSSEM)
DSP Lab Manual (10ECL57) - VTU Syllabus (KSSEM)DSP Lab Manual (10ECL57) - VTU Syllabus (KSSEM)
DSP Lab Manual (10ECL57) - VTU Syllabus (KSSEM)
 
UofT_ML_lecture.pptx
UofT_ML_lecture.pptxUofT_ML_lecture.pptx
UofT_ML_lecture.pptx
 

Recently uploaded

Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxthorishapillay1
 
Earth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatEarth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatYousafMalik24
 
Keynote by Prof. Wurzer at Nordex about IP-design
Keynote by Prof. Wurzer at Nordex about IP-designKeynote by Prof. Wurzer at Nordex about IP-design
Keynote by Prof. Wurzer at Nordex about IP-designMIPLM
 
Hierarchy of management that covers different levels of management
Hierarchy of management that covers different levels of managementHierarchy of management that covers different levels of management
Hierarchy of management that covers different levels of managementmkooblal
 
Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Celine George
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxNirmalaLoungPoorunde1
 
Types of Journalistic Writing Grade 8.pptx
Types of Journalistic Writing Grade 8.pptxTypes of Journalistic Writing Grade 8.pptx
Types of Journalistic Writing Grade 8.pptxEyham Joco
 
Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17Celine George
 
How to do quick user assign in kanban in Odoo 17 ERP
How to do quick user assign in kanban in Odoo 17 ERPHow to do quick user assign in kanban in Odoo 17 ERP
How to do quick user assign in kanban in Odoo 17 ERPCeline George
 
Grade 9 Q4-MELC1-Active and Passive Voice.pptx
Grade 9 Q4-MELC1-Active and Passive Voice.pptxGrade 9 Q4-MELC1-Active and Passive Voice.pptx
Grade 9 Q4-MELC1-Active and Passive Voice.pptxChelloAnnAsuncion2
 
Full Stack Web Development Course for Beginners
Full Stack Web Development Course for BeginnersFull Stack Web Development Course for Beginners
Full Stack Web Development Course for BeginnersSabitha Banu
 
ENGLISH6-Q4-W3.pptxqurter our high choom
ENGLISH6-Q4-W3.pptxqurter our high choomENGLISH6-Q4-W3.pptxqurter our high choom
ENGLISH6-Q4-W3.pptxqurter our high choomnelietumpap1
 
Judging the Relevance and worth of ideas part 2.pptx
Judging the Relevance and worth of ideas part 2.pptxJudging the Relevance and worth of ideas part 2.pptx
Judging the Relevance and worth of ideas part 2.pptxSherlyMaeNeri
 
Quarter 4 Peace-education.pptx Catch Up Friday
Quarter 4 Peace-education.pptx Catch Up FridayQuarter 4 Peace-education.pptx Catch Up Friday
Quarter 4 Peace-education.pptx Catch Up FridayMakMakNepo
 
Field Attribute Index Feature in Odoo 17
Field Attribute Index Feature in Odoo 17Field Attribute Index Feature in Odoo 17
Field Attribute Index Feature in Odoo 17Celine George
 
Influencing policy (training slides from Fast Track Impact)
Influencing policy (training slides from Fast Track Impact)Influencing policy (training slides from Fast Track Impact)
Influencing policy (training slides from Fast Track Impact)Mark Reed
 
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Solving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxSolving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxOH TEIK BIN
 

Recently uploaded (20)

Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptx
 
Earth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatEarth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice great
 
Keynote by Prof. Wurzer at Nordex about IP-design
Keynote by Prof. Wurzer at Nordex about IP-designKeynote by Prof. Wurzer at Nordex about IP-design
Keynote by Prof. Wurzer at Nordex about IP-design
 
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
 
Hierarchy of management that covers different levels of management
Hierarchy of management that covers different levels of managementHierarchy of management that covers different levels of management
Hierarchy of management that covers different levels of management
 
Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptx
 
Types of Journalistic Writing Grade 8.pptx
Types of Journalistic Writing Grade 8.pptxTypes of Journalistic Writing Grade 8.pptx
Types of Journalistic Writing Grade 8.pptx
 
Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17
 
How to do quick user assign in kanban in Odoo 17 ERP
How to do quick user assign in kanban in Odoo 17 ERPHow to do quick user assign in kanban in Odoo 17 ERP
How to do quick user assign in kanban in Odoo 17 ERP
 
Grade 9 Q4-MELC1-Active and Passive Voice.pptx
Grade 9 Q4-MELC1-Active and Passive Voice.pptxGrade 9 Q4-MELC1-Active and Passive Voice.pptx
Grade 9 Q4-MELC1-Active and Passive Voice.pptx
 
Full Stack Web Development Course for Beginners
Full Stack Web Development Course for BeginnersFull Stack Web Development Course for Beginners
Full Stack Web Development Course for Beginners
 
Rapple "Scholarly Communications and the Sustainable Development Goals"
Rapple "Scholarly Communications and the Sustainable Development Goals"Rapple "Scholarly Communications and the Sustainable Development Goals"
Rapple "Scholarly Communications and the Sustainable Development Goals"
 
ENGLISH6-Q4-W3.pptxqurter our high choom
ENGLISH6-Q4-W3.pptxqurter our high choomENGLISH6-Q4-W3.pptxqurter our high choom
ENGLISH6-Q4-W3.pptxqurter our high choom
 
Judging the Relevance and worth of ideas part 2.pptx
Judging the Relevance and worth of ideas part 2.pptxJudging the Relevance and worth of ideas part 2.pptx
Judging the Relevance and worth of ideas part 2.pptx
 
Quarter 4 Peace-education.pptx Catch Up Friday
Quarter 4 Peace-education.pptx Catch Up FridayQuarter 4 Peace-education.pptx Catch Up Friday
Quarter 4 Peace-education.pptx Catch Up Friday
 
Field Attribute Index Feature in Odoo 17
Field Attribute Index Feature in Odoo 17Field Attribute Index Feature in Odoo 17
Field Attribute Index Feature in Odoo 17
 
Influencing policy (training slides from Fast Track Impact)
Influencing policy (training slides from Fast Track Impact)Influencing policy (training slides from Fast Track Impact)
Influencing policy (training slides from Fast Track Impact)
 
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
 
Solving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxSolving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptx
 

Neural Network

  • 1. Neural Network to solve Traveling Salesman Problem
  • 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.
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38.
  • 39. Shortest path generated Concurrent Neural Network (2127 km) Self Organizing Maps (1311km)
  • 40. Behavior in terms of probability Concurrent Neural Network Self Organizing Maps
  • 41.
  • 42.
  • 43.
  • 44.  
  • 45.
  • 46.
  • 47. Path lengths Concurrent Neural Network Self Organizing Maps