The idea is to follow the function that has a singularity with two models. One main with the function as argument and another with the functions argument as a model.

link:https://youtu.be/5QIpQ0faOlk

Peace Idea Syria – What about Water Cooperation?

Machine Learning Insight Learning – Use random numbers np.random.rand() as input X to a model same shape as orgininal input and again the same X as the target. Meassure of the model. X->X check.

Machine Learning Physics Idea – Could there exist dual work? Work done by pairs of electrons. A dual energy form? Classified as dual energy by machine learning algorithms. Unsupervised learning of energy? // Per

My Genious Idea – Since Everything is classifiable and since we have different atoms. Forces acting upon steel are iron atom forces. They are like mathematical functions or machine learning models(…) (matrices) that knows the atom it acts on // Per Lindholm Atom Specific Force

Nice. What about a pressurized air container in the winter sun and a heat pump drawing heat from it to the house?

If Power Grid Failure – Dual Fuel Generator For The Electric Car Idea – Simply charge the battery with a dual fuel fast charging generator. As a backup to the powergrid going down. // Per

Truce Innovation – Truce innovation needed. What are the regular problems and what can we do about it.

Machine Learning Physics – I wonder if gravity is a reaction of something. Maybe mass loses energy internally and like an optimization function goes in the direction of higher energy gain. // Per

Machine Learning Math – What if numbers come from different generators like in GAN’s. Then you can take a number from the real generator and use a discriminator function to see if its an integer. To solve in ?function space. Almost functions to true functions. // Per

There should exist a possibility to create a Machine Learning Cooler. With water and air as input to a model(…) and lowest temperature as output. Lots of pressure valves that are dynamically adjustable.

Machine Learning vs Chaos Theory – Chaos result goes to zero with the ?right model.

Machine Learning Breakthrough? – Sample instead of using algorithmic reduce. Keep matrices square from the start to the finish then sample out [:,:10]. Wow 98.5 on MNIST using an MLP. So the size of all the layers are 784*784 as the input size.

Trillion Dollar Idea – Buy a Two or Three Story Private Citizen Building like you buy a house. For rental or buy apartments. Truly majort affect in countries desperatly in need of housing. Three Story Apartment Tiny House . Wow trillions. // Per Lindholm

Machine Learning Idea – Inexact Computing – I wonder if you can take advantage of machine learning model(…) which has a CPU as target. A loss function loss = MSE( model(CPU), CPU ). This way it can compute ?anything.

UNHCR Innovation – Refugee Desalination – All our problems belong to lack of water. Mitigate the refugee situation with desalination. Whats the cost of desalination compared to influx of refugees and destabiliation around the world and wars. Innovate water desalination. // Per

Desalination Innovation – Clothing Type Washingmachine For cleaning water – How do the ocean clean itself. Everything must have a reason. So waves have a cleaning reason. A washing machine comes to mind. As a way to clean water. There must exist something like this. // Per

Machine Learning Battery Guess – Could there exist something like entropy modulation? We have particles like ions and electrons so they will excibit randomness. So a battery has to do with randomness. // Per Lindholm

Machine Learning Battery – Regulate PH? – PH has something to do with the stomach so it has to do with chemical energy. So maybe our batteries feels a bad Ph so why not regulate it. // Per