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Iaroslav Omelianenko
Iaroslav Omelianenko

30 Followers

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Published in Becoming Human: Artificial Intelligence Magazine

·Aug 28, 2018

Creation of Autonomous Artificial Intelligent Agents using Novelty Search method of fitness function optimization

For billions of years of evolution, biological intelligent agents have mastered the power to find optimal solutions in deceptive environments that we encounter in our daily interactions with the real world. We can easy navigate themselves through the maze of a big city subways and roadways. But for artificial intelligent…

Artificial Intelligence

15 min read

Creation of Autonomous Artificial Intelligent Agents using Novelty Search optimization method
Creation of Autonomous Artificial Intelligent Agents using Novelty Search optimization method
Artificial Intelligence

15 min read


Apr 3, 2018

Self-replication to preserve innate learned structures in Artificial Neural Networks

It’s interesting to investigate combination of deep neuro-evolution and self-replication to evolve Artificial Neural Networks (ANNs) able to keep and complexify innate learned structures aimed to fulfill auxiliary tasks (orthogonal to the self-replication). In such a way, it may became possible to build evolutionary lineage tree of ANNs specialized to…

Artificial Intelligence

4 min read

Self-replication to preserve innate leaned structures in Artificial Neural Networks
Self-replication to preserve innate leaned structures in Artificial Neural Networks
Artificial Intelligence

4 min read


Published in Becoming Human: Artificial Intelligence Magazine

·Mar 28, 2018

Neuroevolution — evolving Artificial Neural Networks topology from the scratch

The most popular method of Artificial Neural Networks (ANN) training -at the time of this essay writing - is to use some form of Gradient Descent (GD) combined with error back propagation wrt objective function defining our learning goal. This methodology was invented about 30 years ago by Geoffrey Hinton…

Machine Learning

8 min read

Neuroevolution — evolving Artificial Neural Networks topology from the scratch
Neuroevolution — evolving Artificial Neural Networks topology from the scratch
Machine Learning

8 min read

Iaroslav Omelianenko

Iaroslav Omelianenko

30 Followers

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