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Machine Learning Physics Guess – Engineering From Nothing

Constructive forces can make something. But like in a ?GAN machine learning network you need a discriminator force to shape it into something good. A destructive force. So I wonder. Could this be made into an engineering technique of some kind. For instance. Could it work for a fatigue engineering problems?

I mean. I think GAN networks produce the most advanced type of images. So it ?could work for producing fatigue predictions.

Machine Learning Idea – Do Cells Solve Problems By Splitting?

I think one problem with deep learning is that if you add an ?odd looking training sample to the model(). Then it could ?perhaps deflect a little. Give off a little on the prediction accuracy.

So the idea is to check what the response new samples have on the already learned samples. Maybe its possible to have a system that senses deflection in the weights. One idea would be split the problem into two units and so on? Something similar to cells?

My Machine Learning Idea – You Can Use A Parity Method To Check Classification Errors. Possibly Correcting Single Errors Given Three Or So Parity Bits. Testing On MNIST

Basically you encode the labels with the error correcting fomula. Like the Hamming Code. Just google ecc error correcting code.

Then train. On the test set you can then verify a little that the classification is correct by computing the three parity bits from the data and compare. It should also be possible to correct a classification.

Here I got a data bit error [1]. 4 bits index [0,1,2,4] were data bits. The other 3 were parity bits.

The correct was y_test[1].

 

Fusion Guess – Could Ideas For Fusion Be Extracted From Planet Formation? Should the hydrogen in fusion be cold stored at -space temperatures. What is the temperature preparation for fusion?

Since planet formation is an extreme event. Some heat from fusion processes is probably needed to ?melt the rocks. These being the building materials.

Therefor there should exist plenty of ideas that can be derived from planet formation.

For instance. Should the hydrogen in fusion be cold stored at -space temperatures. What is the temperature preparation for fusion?