We have the numbers 0,1,2,3,4,5,6,7,8 and 9. But what are the most accurate or best shape of the numbers? That is. You don’t know exactly what a number looks like. But you want to use calculations to find out.
So my idea is would be to use machine learning and an evolutionary algorithm to generate the shape of the numbers.
The idea is to use unsupervised learning for a set of number images that start with random pixels. The strategy is that the images gets the right label from different relations. That is. You could have the problem to cluster the images into odd and even. So it would happen that picture1 gets label ”odd” and picture2 gets label ”even” and so on.
Based on the miss classifications you get for every thinkable problem. You then use an evolutionary algorithm to evolve a better picture0 to picture9.
One such problem could be to use an ?active handwriting filter to see if the pictures produce good output. Also rotating the numbers could reveal that the typical 6, 9 problem and be a cause for the recognition and genetic algorithm to change the picture representations.
I’m amazed at the progress of the countries in Africa. I think they got many good ideas. Therefor I am a bit worried that gained freedom could turn into a disaster. Not everything needs to be fixed at once.
Why not have a site which targets the goal of global fire and accident prevention? A lot of household product are the same. Therefor a lot of risk are the same. Not everyone knows the best ways to avoid accidents. So why not a site that addresses these. I don’t think youtube is the best choice for questions of safety.
To find new innovative products I think you can use machine learning or AI. Here is an example of a ?unlikely innovation hit by youtube video selector. The connection is simple. A flashlight or helmet light that uses multiple LEDs in different directions.
The idea is that you program machine learning searches that humans then can use as easy inspiration or guide. The idea to use AI for innovation I think is very important for our ability to handle future challenges. Climate and more.
I tested my simple aiptek tablet with a smartphone. It worked better than I expected. So good in fact that I am convinced a standalone bluetooth pen. Capable of drawing on a table. Acting like a drawing mouse on the smartphone screen. Is a very good product.
If you make it as cheap as a pc mouse than I believe it could be a very important accessory to the phone. Drawing on the phone screen is not very smart since the size is so small. Better to use the whole table area and a blue tooth ?mouse pen. Or like a drawing tablet cover like the below image.
With information abundant on the web in the form of news articles and perhaps low earnings. A better job idea for Africa could be to create online courses. A ”Pay what you want” option might make it easier to get started.
There are plenty of programming and IT courses I wish existed.
Come to think of it. I believe this could be an excellent strategy and motivator for learning a profession. You study for the type of developer you want by creating a course in it.
I think every township in Sweden needs a public hub for people to get together and explore different opportunities.
Further I believe you need to create markets. One such idea is to take a solar powered projector and open it up for African makers of e-learning courses. This way you have something like offline MOOCs in rural areas. At the same time you create all the benefits associated with having markets. Which is important for sustaining progress.
Inspired by Blender 3D raytracing engine. You can set the number of samples the software will use. But for many scenes the amount of samples will never seem to be enough.
Could this problem also exist in the universe? I mean. The energy conservation law gives you a limited amount of light or samples you can use. But the images of reality we see are not noisy.
From this I wonder if there exist a smart photon emission decision system in physics.
Blender has this smart denoise filter for different classifications of raytracing functions. Inspired by this I wonder if there exists a physics system. With several denoise filter layers. That gives back decision information to the atoms.
The idea is that the universe cant afford to waste energy so it has to scatter light as smart as possible.
Philosophically we could have experienced a universe with much noise or much blurriness (few samples). But if the universe is smart then there should exist other possibilities.
So inspired by Blenders smart denoise filters. Could light exist as different types of waves? Depending on the light path. Be that transparency, diffuse, glossy, transmission or volume.
The reason is that this might make a smart smoothing of the image somehow. Without loosing detail.
So the idea is to see if machine learning could be used to create a ?wave function that produces a clear and fast image in 3D software. By a similar problem guess. This should indicate whats happening in the real world also.
As a way to save money for the reader. We should perhaps have a family newspaper. Something for the whole family. Everything from drawing/reading exercises, raspberry pi education, science to regular news. All bound in one newspaper.
So the idea is for a startup to put together a “newspaper” filled with articles for the whole familiy.
We now have cheap effective LED lights. So I wonder. For outdoor farming not garden houses. Could there exist crop variates that can take a colder climate only the amount of available light is the same. I mean. This can be huge if this is a possibility.
Also for cloudy days. Could growth be kept at optimal levels with optional outdoor lighting via something like LED streetlights.
The idea is simple. Art and science has gone together a long time. Imagination is important and comes from advancements in art. Now in machine learning I guess the situation is the same. We could use the strategy to advance art using machine learning to get some more useful science.
So the idea is to mix and come up with new machine intelligences to create music for instance. That is. Better art might require new algorithms that then could be used to advance science.
I think the strategy is faster since there exist much art material that we can compare with which is important in machine learning.
The guess is that there exist different classes of batteries. Then there could exist a super battery. These might not be mobile class batteries but vehicle class.
How do you get to a super battery. I guess you can watch natural energy devices like the sun. But what comes to my mind is volcanoes. A lot of energy is in motion there.
There is something about the smell sulfur. It is as if the brain tells me there energy transformations here. It feels almost genetic. So if the brain suspects a smell has something to do with energy maybe there is some truth to it.
So the idea is that you could set generate new types of batteries by smell association. Are there other smells which some people associate with energy?
So what type of battery could do with sulfur. Does there exist volcano chemistry?
Strategically, I think this is an excellent opportunity for companies like Ericsson to make a comeback. With a much wanted product you can pretty much get into any market.
Inspired by volcanos. Could smoke enhance the effect of electricity? I mean it could happen naturally with lightning so what if physics is or rather ?gets adapted to these naturally occuring events.
Maybe can this knowledge lead to a battery system that have recharging periods with minimal exhaust. A fuelcell together with a battery in a system?
With this you could restrict charging while driving in areas affected by smog. So you have a smaller fuelcell together with the larger battery.
If everything has different classes. Why not forces. I mean. What is a smart force. Could it be a network of some kind acting at a distance like spooky action. How can different events be recognized as coming from a force. Could it be that the result is not random?
Then I thought. Should not this affect energy. So to solve this I wonder if energy could also classified into different groups. One being a network type energy.
This way you don’t break energy conservation laws since the two energy system are ?independent.
To break Internet viciousness towards people or countries. I wonder if we could have appreciation days. Like Google does with their logo giving attention to famous people only on a bigger and more broader scale. In news, TV media and more.
The reason for the idea is simple. For this world to achieve greatness. Its easier in a climate of goodness rather than the opposite.