My only invention home with suction is the vacuum cleaner. So from this. If we were to invent efficient suction. What other inventions could we come up with that uses this method of mass transport?
Like for the CPU. What if there we used the suction method instead of blowing air through metal sheets. I’m thinking. What if the CPU cooler were a block with tiny hole tubes in it. Like you need to draw air through a straw.
I think ions in gas produce different colors. There exist some network reason. So could there exist a safe gas. That together with other components in the battery. Enhance the performance. This idea is more meant as a philosophical possibility and that I’m close to 1000 ideas.
Playing around with a new machine learning library. Neural Networks in Python, NeuPy. I came across an example of connection visualization.
The connections does not seems all that complex. Hmm here might be room for complex improvement. Playing around with ’heal section” under GIMP I created a non linear mock image of the connections. Maybe this can serve as inspiration.
So how can non-linear connections work and improve machine learning?
I have an idea that because there is no a single right way to convert a 2D matrix to a long vector I would assume its a complex process.
That is. I think its possible to take advantage of the model optimizing capability of machine learning libraries to generate an index vector as a conversion tool.
The length of the index select vector need not be of exact length of the data. It could be smaller, exact or bigger. I guess it could sample problem areas much more than others. Generating duplicates of data in the same long vector.
So whenever there is a problem assume a network model. Like which data come clustered together in the vector.
Plants and aquarifish need clean water to live. So does the coral reef. So the idea is to ?filter water for contaminants using solar power and some reverse osmosis like process. Continuously reinsert cleaned water to the coral reef surrounding to battle the speed of contamination.
Perhaps contamination could be slowed down by some smart enclosure of some size? But this is more complex I guess. Maybe some algorithmic enclosure where you have a machine learned algorithm to control water in and out transfer could help.
You can’t have a real world samples for every problem that could arise. But I think I have a start of a ?solution for this.
Using Generative Adversarial Networks or GAN’s. The kind of network that is trained to tell the difference between fake and real and generate real looking fakes.
It should be possible to create ’photo realistic’ fake problems. Then train a ?separate model on these imagination examples.
This way you extend real world example problem model with a imaginative based model which would be trained by a ?large number of real looking problems.
With a GAN network it would also be possible for a human engineer to do paint assist problems. That is. You would roughly paint the start of a problem and the network would iterate a photo realistic video of the problem.
The ?spin directions of a material is suppose to go in random directions otherwise you get a magnet. The power guess here is that there is no such thing as a free lunch. Meaning that the level of randomness is achieved rather than given by nothing.
So the idea is that there could be a field, a confusion matrix field. Responsible for randomizing the electron spin directions. Other similar confusion fields would then be responsible for other universe objects which could carry random properties.
Perhaps its not so difficult to green the desert. To prevent hurricanes. To cut billions of losses due hurricanes. To make the whole desert green. What would the uptake of CO2 be alone. The Sahara Desert needs ??40+ desalinations plants only. With ongoing advances and investments in reverse osmosis desalination and solar power. It could be the best investment we can make. Apart from another 1000 other things we need to do ..
Water has a ?fantastic ability to dissolve salt. Therefore I wonder if mobile desalination plants could be used to clean salty hurricane water downfall. To save farmland I ?guess you can sanitize it using desalinated water in reuse process.