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CAP6938 Neuroevolution and Developmental Encoding Competitive Coevolution PowerPoint PPT Presentation

CAP6938 Neuroevolution and Developmental Encoding Competitive Coevolution - I Want to Evolve a Go Player. Go is one of the hardest games for computers. I ... NERO: Video ... Neural Network Agents in the NERO Video Game by Kenneth O. ...

I Want to Evolve a Go Player. Go is one of the hardest games for computers. I ... NERO: Video ... Neural Network Agents in the NERO Video Game by Kenneth O. ...

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CAP6938 Neuroevolution and Developmental Encoding Developmental Encoding 2 PowerPoint PPT Presentation

CAP6938 Neuroevolution and Developmental Encoding Developmental Encoding 2 - DE is a mismatch for simple problems. Hard problems are too hard to just ... French Flags http://www.elec.york.ac.uk/intsys/users/jfm7/french-flag/sld018.htm ...

DE is a mismatch for simple problems. Hard problems are too hard to just ... French Flags http://www.elec.york.ac.uk/intsys/users/jfm7/french-flag/sld018.htm ...

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CAP6938 Neuroevolution and Artificial Embryogeny Artificial Embryogeny PowerPoint PPT Presentation

CAP6938 Neuroevolution and Artificial Embryogeny Artificial Embryogeny - 100 trillion connections in the human brain. 30,000 genes in the human genome ... Heterochrony. The order of concurrent events can vary in nature ...

100 trillion connections in the human brain. 30,000 genes in the human genome ... Heterochrony. The order of concurrent events can vary in nature ...

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CAP6938 Neuroevolution and Developmental Encoding Developmental Encoding PowerPoint PPT Presentation

CAP6938 Neuroevolution and Developmental Encoding Developmental Encoding - 100 trillion connections in the human brain. 30,000 genes in the ... Computational embryology. Developmental Encoding. Indirect Encoding. Generative Mapping ...

100 trillion connections in the human brain. 30,000 genes in the ... Computational embryology. Developmental Encoding. Indirect Encoding. Generative Mapping ...

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CAP6938 Neuroevolution and Developmental Encoding Realtime NEAT PowerPoint PPT Presentation

CAP6938 Neuroevolution and Developmental Encoding Realtime NEAT - Fast enough to change while a game is played. Equivalent dynamics to regular NEAT ... Simulated demos have public appeal. Over 70,000 downloads. Appeared on Slashdot ...

Fast enough to change while a game is played. Equivalent dynamics to regular NEAT ... Simulated demos have public appeal. Over 70,000 downloads. Appeared on Slashdot ...

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CAP6938 Neuroevolution and Artificial Embryogeny Competitive Coevolution PowerPoint PPT Presentation

CAP6938 Neuroevolution and Artificial Embryogeny Competitive Coevolution - There are no good Go programs either (hypothetically) I have no idea how to measure the fitness of a Go player ... Fitness depends on direct comparisons with ...

There are no good Go programs either (hypothetically) I have no idea how to measure the fitness of a Go player ... Fitness depends on direct comparisons with ...

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CAP6938 Neuroevolution and Artificial Embryogeny Real-time NEAT PowerPoint PPT Presentation

CAP6938 Neuroevolution and Artificial Embryogeny Real-time NEAT - NERO: NeuroEvolving Robotic Operatives. NPCs improve in real time as game is played ... NERO Battle Mode. After training, evolved behaviors are saved ...

NERO: NeuroEvolving Robotic Operatives. NPCs improve in real time as game is played ... NERO Battle Mode. After training, evolved behaviors are saved ...

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Introduction to CAP6938 Neuroevolution and Artificial Embryogeny PowerPoint PPT Presentation

Introduction to CAP6938 Neuroevolution and Artificial Embryogeny - A path to solving AI. How Does this Relate to AI? ... AI. Biology. EC. NNs. Neuroevolution. Artificial Embryogeny. Neuroscience. Consciousness? ...

A path to solving AI. How Does this Relate to AI? ... AI. Biology. EC. NNs. Neuroevolution. Artificial Embryogeny. Neuroscience. Consciousness? ...

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CAP6938 Neuroevolution and Developmental Encoding Evolutionary Comptation PowerPoint PPT Presentation

CAP6938 Neuroevolution and Developmental Encoding Evolutionary Comptation - ... selection can work on computers. Selection: Picking the ... time or online evolution ... What is the optimum? What is the space being searched? What are ...

... selection can work on computers. Selection: Picking the ... time or online evolution ... What is the optimum? What is the space being searched? What are ...

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CAP6938 Neuroevolution and Artificial Embryogeny Intro to Neuroevolution PowerPoint PPT Presentation

CAP6938 Neuroevolution and Artificial Embryogeny Intro to Neuroevolution - CAP6938 Neuroevolution and Artificial Embryogeny Intro to Neuroevolution Dr. Kenneth Stanley January 30, 2006 Main Idea: Combine EC and Neural Networks Evolving ...

CAP6938 Neuroevolution and Artificial Embryogeny Intro to Neuroevolution Dr. Kenneth Stanley January 30, 2006 Main Idea: Combine EC and Neural Networks Evolving ...

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CAP6938 Neuroevolution and Developmental Encoding Working with NEAT PowerPoint PPT Presentation

CAP6938 Neuroevolution and Developmental Encoding Working with NEAT - Keep a list of species with ... Track generations since last improvement for each species. Drop fitnesses of stagnant species to near 0. Crossover Issue ...

Keep a list of species with ... Track generations since last improvement for each species. Drop fitnesses of stagnant species to near 0. Crossover Issue ...

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CAP6938 Neuroevolution and Developmental Encoding Overview of NEAT and CPPNs PowerPoint PPT Presentation

CAP6938 Neuroevolution and Developmental Encoding Overview of NEAT and CPPNs - Playing a video game. Playing music. The fittest survive and reproduce. ANNs can Sense and React ... Music is a Pattern over Time ...

Playing a video game. Playing music. The fittest survive and reproduce. ANNs can Sense and React ... Music is a Pattern over Time ...

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CAP6938 Neuroevolution and Artificial Embryogeny NeuroEvolution of Augmenting Topologies NEAT PowerPoint PPT Presentation

CAP6938 Neuroevolution and Artificial Embryogeny NeuroEvolution of Augmenting Topologies NEAT - TWEANN Problems Reminder. Competing conventions problem. Topology matching problem ... More complex can't compete in the short run. Need to protect innovation ...

TWEANN Problems Reminder. Competing conventions problem. Topology matching problem ... More complex can't compete in the short run. Need to protect innovation ...

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CAP6938 Neuroevolution and Developmental Encoding Evolutionary Computation Theory PowerPoint PPT Presentation

CAP6938 Neuroevolution and Developmental Encoding Evolutionary Computation Theory - ... is proportional to fitness: Thus, increases or decreases in instances depends on schema average fitness ... Information about a function can be elaborated ...

... is proportional to fitness: Thus, increases or decreases in instances depends on schema average fitness ... Information about a function can be elaborated ...

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CAP6938 Neuroevolution and Developmental Encoding Neural Network Weight Optimization PowerPoint PPT Presentation

CAP6938 Neuroevolution and Developmental Encoding Neural Network Weight Optimization - Linearly separable problems do not require hidden nodes (nonlinearities) Bias ... Videos: watch the connections change. Perceptron Learning. Will converge on ...

Linearly separable problems do not require hidden nodes (nonlinearities) Bias ... Videos: watch the connections change. Perceptron Learning. Will converge on ...

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CAP6938 Neuroevolution and Artificial Embryogeny Evolving Adaptive Neural Networks PowerPoint PPT Presentation

CAP6938 Neuroevolution and Artificial Embryogeny Evolving Adaptive Neural Networks - None of these weight changes during a lifetime are happening in static models! ... Proceedings of the 2003 IEEE Congress on Evolutionary Computation (CEC-2003) ...

None of these weight changes during a lifetime are happening in static models! ... Proceedings of the 2003 IEEE Congress on Evolutionary Computation (CEC-2003) ...

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CAP6938 Neuroevolution and Developmental Encoding Non-Neural NEAT and Closing Remarks PowerPoint PPT Presentation

CAP6938 Neuroevolution and Developmental Encoding Non-Neural NEAT and Closing Remarks - Protecting innovation is a general concept. Therefore, they can apply to ... Melanie Mitchell, James P. Crutchfield, and Rajarshi Das, 'Evolving Cellular ...

Protecting innovation is a general concept. Therefore, they can apply to ... Melanie Mitchell, James P. Crutchfield, and Rajarshi Das, 'Evolving Cellular ...

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CAP6938 Neuroevolution and Developmental Encoding NonNeural NEAT and Closing Remarks - ... Evolutionary Computation and Its Applications (EvCA'96), Russian Academy ... Practical implementation issues. Questions and group discussion/problem solving ...

... Evolutionary Computation and Its Applications (EvCA'96), Russian Academy ... Practical implementation issues. Questions and group discussion/problem solving ...

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Cap6938 PowerPoint PPT Presentations