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Two Minute Papers: Google AI Simulates Evolution On A Computer! 🦖

❤️ Check out Weights & Biases and sign up for a free demo here: https://wandb.com/papers ❤️ Their mentioned post is available here (Thank you Soumik Rakshit!): https://wandb.me/modern-evolution 📝 The paper “Modern Evolution Strategies for Creativity: Fitting Concrete Images and Abstract Concepts” is available here: https://es-clip.github.io/ 🧑‍🎨 My previous genetic algorithm implementation for the Mona Lisa […]
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Introduction to Neural Networks for Java(Class 5/16, Part 5/5) tic tac toe neural network

Learn Neural Net Programming: http://www.heatonresearch.com/course/intro-neural-nets-java In class session 5, part 5 we will look at how to use a neural network and genetic algorithm to play tic tac toe (naughts and crosses). Artificial intelligence online course presented by Jeff Heaton, Heaton Research. Source of this machine learning/AI Video
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SingularityNET: Modeling COVID-19 Using Simulated Agents with Intelligence and Culture – Dr. Deborah Duong

➡️ COVID-19 Simulation Summit Playlist: https://www.youtube.com/playlist?list=PLAJnaovHtaFR5puHCN4W_4o8cgIHdawDb ——————————————— 👀 About the speaker Dr. Deborah Duong is Director or AI Development at Rejuve and Director of Network Analytics at Singularity Net. The focus of her research is Complex Adaptive Systems, on the boundary between AI and Computational Social Science. She wrote the world’s first Intelligent Agent Based […]
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Two Minute Papers: This Neural Network Optimizes Itself | Two Minute Papers #212

The paper “Hierarchical Representations for Efficient Architecture Search” is available here: https://arxiv.org/pdf/1711.00436.pdf Genetic algorithm (+ Mona Lisa problem) implementation: 1. https://users.cg.tuwien.ac.at/zsolnai/gfx/mona_lisa_parallel_genetic_algorithm/ 2. https://users.cg.tuwien.ac.at/zsolnai/gfx/knapsack_genetic/ Andrej Karpathy’s online demo: http://cs.stanford.edu/people/karpathy/convnetjs/demo/classify2d.html Overfitting and Regularization For Deep Learning – https://www.youtube.com/watch?v=6aF9sJrzxaM Training Deep Neural Networks With Dropout – https://www.youtube.com/watch?v=LhhEv1dMpKE How Do Genetic Algorithms Work? – https://www.youtube.com/watch?v=ziMHaGQJuSI We would like to […]
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Two Minute Papers: How Do Genetic Algorithms Work? #32 •

Genetic algorithms are in the class of evolutionary algorithms that build on the principle of “survival of the fittest”. By recombining the best solutions of a population and every now and then mutating them, one can solve remarkably difficult problems that would otherwise be hopelessly difficult to write programs for.
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Time Lapse: Creating Several MergeLife Cellular Automata Online with JavaScript

Evolve artificial life cellular automata with MergeLife. This video shows how to use the online JavaScript genetic algorithm. A time-lapse evolution process is shown. This is the URL that was used to evolve the MergeLife rules: https://www.heatonresearch.com/mergelife/ml-evolve.html These were the MergeLife rules found in this video: 1d6b-6b98-9976-9106-7402-1fe2-e578-7467 8e57-c5b6-53a2-a8a9-4976-5e95-f863-3ff3 3a57-fb3f-7e3a-ae26-53f0-2086-a1fc-b2ec 7add-6f43-3996-5695-d7af-88f8-a063-76e2 81f6-f3e8-b3e3-628f-bee3-c1a7-23ae-e484 a801-7acd-f01f-87a8-5f74-9677-5020-c849 e139-cf46-664d-a41c-bdaf-93cf-8744-75d7 e1e3-3c31-3b29-68e2-4219-03f4-8504-bef0 c441-691e-a08c-61a4-8b01-4f8f-8d1e-9b2a […]
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Detecting Cancer with a RBF Network trained by a Genetic Algorithm

https://www.kickstarter.com/projects/jeffheaton/artificial-intelligence-for-humans-vol-2-nature-al This video shows a presentation for my winning entry in the Society of Actuaries 2013 Forecasting & Futurism genetic algorithm contest. For my entry I used a multi-threaded C# based genetic algorithm for training. This code is covered in my new book AIFH Vol 2: Nature Inspired Algorithms. See the above link. Source of […]
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Introduction to Neural Networks for Java(Class 5/16, Part 2/5) – genetic algorithm

Learn Neural Net Programming: http://www.heatonresearch.com/course/intro-neural-nets-java In class session 5, part 2 we will look at how to implement genetic algorithms. We will use genetic algorithms both to train a neural network and to provide a path for the traveling salesman problem. Artificial intelligence online course presented by Jeff Heaton, Heaton Research. Source of this machine […]
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Biology and Physics meet Computer Science | Learning Intelligence 7

Welcome to the seventh instalment of Learning Intelligence! A VLOG series where I document my journey learning about artificial intelligence. Instead of going back to university, I’ve created my own artificial intelligence Master’s Degree to learn about the phenomenon of teaching computers to think for themselves. My Curriculum – https://medium.com/@mrdbourke/my-self-created-ai-masters-degree-ddc7aae92d0e Please leave a comment if […]
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Introduction to Neural Networks for C# (Intro)

Latest version of my neural network class: https://www.youtube.com/watch?v=EQ38k6z2aks&list=PLjy4p-07OYzulelvJ5KVaT2pDlxivl_BN Learn Neural Net Programming: http://www.heatonresearch.com/course/intro-neural-nets-cs Introduction to Neural Networks with C# is a course that introduces the C# programmer to the world of Neural Networks and Artificial Intelligence. Neural network architectures, such as the feedforward, Hopfield, and self-organizing map architectures will be presented. Training techniques, such as […]
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Introduction to Neural Networks for Java (intro)

Learn Neural Net Programming: http://www.heatonresearch.com/course/intro-neural-nets-java Introduction to Neural Networks with Java is a course that introduces the Java programmer to the world of Neural Networks and Artificial Intelligence. Neural network architectures, such as the feedforward, Hopfield, and self-organizing map architectures will be presented. Training techniques, such as backpropagation, genetic algorithms and simulated annealing are also […]
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Introduction to Neural Networks for C#(Class 5/16, Part 2/5) – genetic algorithm

Learn Neural Net Programming: http://www.heatonresearch.com/course/intro-neural-nets-java In class session 5, part 2 we will look at how to implement genetic algorithms. We will use genetic algorithms both to train a neural network and to provide a path for the traveling salesman problem. Artificial intelligence online course presented by Jeff Heaton, Heaton Research. Source of this machine […]
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Introduction to Neural Networks for Java(Class 5/16, Part 1/5) – genetic algorithm

Learn Neural Net Programming: http://www.heatonresearch.com/course/intro-neural-nets-java In class session 5, part 1 we will look at an introduction to genetic algorithms. We will use genetic algorithms both to train a neural network and to provide a path for the traveling salesman problem. Artificial intelligence online course presented by Jeff Heaton, Heaton Research. Source of this machine […]
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Using genetic algorithms to manipulate DNA (experiment)

I’ve been going through the Coursera Bioinformatics Specialization learning how to manipulate DNA nucleotide strings with code. I decided to use what I’d learned and see if I could find a toy problem to practice my skills on. Note: The code/experiments in this video should not be taken as scientifically or biologically sound, they were […]
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Introduction to Neural Networks for C#(Class 5/16, Part 1/5) – genetic algorithm

Learn Neural Net Programming: http://www.heatonresearch.com/course/intro-neural-nets-cs In class session 5, part 1 we will look at an introduction to genetic algorithms. We will use genetic algorithms both to train a neural network and to provide a path for the traveling salesman problem. Artificial intelligence online course presented by Jeff Heaton, Heaton Research. Source of this machine […]
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Introduction to Neural Networks for C#(Class 5/16, Part 5/5) tic tac toe neural network

Learn Neural Net Programming: http://www.heatonresearch.com/course/intro-neural-nets-cs In class session 5, part 5 we will look at how to use a neural network and genetic algorithm to play tic tac toe (naughts and crosses). Artificial intelligence online course presented by Jeff Heaton, Heaton Research. Source of this machine learning/AI Video
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Finding interesting Cellular Automata by evolving universal constants using a genetic algorithm

This is a very early version of what became MergeLife. This version had no objective function, so it was up to the human user to choose which CA’s would be used for crossover and mutation. For information on the current project refer to: Online Demos/Examples: https://www.heatonresearch.com/mergelife/ Academic Publication: https://doi.org/10.1007/s10710-018-9336-1 Source of this machine learning/AI Video
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Introduction to Neural Networks for Java (Class 1/16, Part 1/3)

Learn Neural Net Programming: http://www.heatonresearch.com/course/intro-neural-nets-java Introduction to Neural Networks with java is a course that introduces the java programmer to the world of Neural Networks and Artificial Intelligence. Neural network architectures, such as the feedforward, Hopfield, and self-organizing map architectures will be presented. Training techniques, such as backpropagation, genetic algorithms and simulated annealing are also […]
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Introduction to Neural Networks for C# (Class 1/16, Part 1/3)

Learn Neural Net Programming: http://www.heatonresearch.com/course/intro-neural-nets-cs Introduction to Neural Networks with C# is a course that introduces the C# programmer to the world of Neural Networks and Artificial Intelligence. Neural network architectures, such as the feedforward, Hopfield, and self-organizing map architectures will be presented. Training techniques, such as backpropagation, genetic algorithms and simulated annealing are also […]
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AI learns to play snake using Genetic Algorithm and Deep learning

Using a neural network and the genetic algorithm I trained an AI to play snake. Time Passing By by Audionautix is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Artist: http://audionautix.com/ YouTube Source for this AI Video
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AI learns Snake Part 2 || Snake Fusion

Using the genetic algorithm and neural networks I trained up 5 snakes who will then fuse to become the ultimate snake… Check out the source code https://github.com/Code-Bullet/SnakeFusion Music: EDM Detection Mode by Kevin MacLeod is licensed under a Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) Source: http://incompetech.com/music/royalty-free/index.html?isrc=USUAN1500026 Artist: http://incompetech.com/ Balzan Groove – Vadodara by Kevin MacLeod is […]