GTO

The genetic training option (GTO) for BrainMaker Professional applies the latest theories of genetic algorithms to optimize your neural networks automatically!

Category: Utilitários
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What is GTO?

The genetic training option (GTO) for BrainMaker Professional applies the latest theories of genetic algorithms to optimize your neural networks automatically! Following Darwin's theories of genetic mutation and natural selection, the GTO automatically creates a large number of subtly different networks to do the same job. The GTO tests, trains, and ranks them to find the network that performs best overall.

Once a good network is found, its "genes" are altered to create another "main" network. These two networks are used as parents to raise yet another "child" through genetic crossing techniques. When children do better than their parents, they are saved as evolutionarily superior "beings" and used to produce even better generations of networks. Only the strong survive!

This new version 2 of the GTO is twice as powerful, with two time-saving and accuracy improvement techniques:

"Genetic variation" allows you to choose any combination of training parameters to vary. GTO automatically creates a large number of subtly different networks to do the same job. The GTO tests, trains, and ranks them to find the network that performs best overall.

"Genetic evolution" works on the neuronal connections of a network trained using crossover and mutation techniques. Using the concept of genetic mutation, GTO automatically creates variations of a single network and trains and tests each one for you.

Variation and evolution can be used independently or together. The best resulting nets can be selected based on five different fitness criteria. Each network is tested according to its specifications and the results of each training session are recorded in a file classified in any of the five classification parameters you choose.

GTO can help you find the set of training parameters that produce the best performing network, according to your definition of best. You can use the best network or even train several good networks and use consensus of opinion when running for even better accuracy.

System Requirements:

CPU: 1.8 GHz dual core processor

RAM: 2 GB

HDD/SSD: 50 GB of free space on main drive

Operating system: Microsoft Windows 8 32-bit, Microsoft Windows 7 32-bit and Microsoft Windows Vista 32-bit

Resolution: 1024×768

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