# Physics Guess – Should The Thermo Electric Peltier Plate Be Bend To Near Bending Stress Limit. To Force Electrons To Move To Even Out Heat Stresses?

# A.I Theasaurus Idea – Planets Move In A Still Fashion. One Way To Keep A Body Still Is Antiresance. Therefor I Wonder. Do Black Holes Keep The Planets Movment Still By Absorbing Energy By Gravity? Blackhole Interior Oscilating Wildy To Keep The System In Check

# Matlab Idea – Matlab With A Python Interpreter? Use Matlab’s Toolboxes With Python Code?

I think this would improve computer scientist work a lot. To work with Matlab’s many great toolboxes and at the same time use python. For machine learning this would be pretty good I think.

# Machine Learning Breakthrough – Use The Weight Vector As Input To A Secondary Layer. Using Its Own Weights To Improve Its Weights? Can Then Create Any Weights

# Physics Fusion Guess – Should Fusion Look White. Having Three Layer Colors. BGR?

Like a natural process of a lit candle. With some blue in the beginning. Should a fusion process have ?three levels of colors. Combined and it looks white?

# Physics Fusion Guess – Could The Same Ion Exist At Different Locations In The Plasma At The Same Time?

Like carpentry when two people is helping each other. What to do when there is no one around. If the electron can exist at different locations in the same time. That could have been due to some function that is very much needed.

So when building new material, ?fusion. That function is probably needed.

From this I guess that the same ion in plasma can exist at different locations at the same time.

# Physics Guess – Would It Be Possible For The Same Photon To Exist at ?many Different Positions At The Same Time? Similar Function To That Of An Electron?

# Physics Guess – Analogue Signal = model(?any signal)

# Business Innovation – Build Tiny House Cafés On Wheels For Rental Service? Cheap Tiny Shop For Sport Shoes?

# Machine Learning Physics Idea – One Liner Theory Of Everything | model_0(F) + model_1(V) + … = model_0(m*a) + model_1(R*I) + … // Per Lindholm

# Living Environment Idea – Education About Garbage? Perhaps Its The Most Important Idea On How To Clean Up The Planet

Inspired by machine learning. What about having a Recycle Number Circle like a label on each purchable item. This way you don’t have to make a decision. Which item belongs to which bin.

Just have each number with 10,20,30,40,50 for glass, paper, plastic, … then its possible with some more selection like green or clear glass for 10,11.

# Machine Learning Physics Guess – Could A Smart Equation Find And Store New Interesting Solutions Like Superposition. Self Updating Equation

# Why F.relu()? – I Think Its Since You Want To Adapt The Solution To A Non Linear Solution Or Get Away From The Trivial Linear Solution

# Trying To Solve The A.I Physics Angle – What If The Universe Sometimes Need To Choose. Model() For Which Equations To Use. I mean you get more possibilities if you can choose.

# Super Image Compression – Adapt The model(rnge()) With np.sort(Weight Matrices). This Way You Can Compress The Sorted Weight Matrices Using Another Algorithm

# Math Idea – A Self Stopping Algorithm Uses log of a number which can get negative. Ex log(-1) would self break without imaginary numbers

# Farming Idea? – Mitigate Food Shortages With Winter Farming And Evaporative Hot Water Warming Device in Green Houses. Arctic Air But For Hot Water.

# Python Idea – Simple Exercises From Images

A beginner python exercise. Fill in the missing line.

# Machine Learning – Key Idea – Iteration With model(rnge()) Where rnge() Is A Sorted List Of Numbers

When I want to solve something with machine learning. Like the Three Body Problem or something like that. I use a model( rnge() ) where

def rnge():

return 1e-5*np.linspace(0,1,100).reshape(1,100).astype(np.float32)

So the idea is that the model adapts with the ?whole number line as input. Or at least a part of it. So here I scaled it down so that the model() would have time to adapt

My model() does not need to be very deep or many units for iterations to work. Just

class Model(chainer.Chain):

def __init__(self, n_hidden,n_out):

super(Model, self).__init__()

with self.init_scope():

self.l1 = L.Linear(None, n_hidden)

self.l2 = L.Linear(None, n_hidden*2)

self.l3 = L.Linear(None, n_out)

def __call__(self, x):

x = F.relu(self.l1(x))

x = -F.relu(self.l2(-x))

x = self.l3(x)

return x

#end of class description

hidden = 15

model00 = Model(hidden,1)

optimizer00 = chainer.optimizers.Adam()

optimizer00.setup(model00)

Then in the loop you just add a = model(rnge()) and some loss = F.mean_square_error( 0 , eq(a) ). That is. Your equation that needs to be solved and then loss.backward() and then update the model with the optimizer.update().

# Ultra Battery Innovation Speculation – Would It Be Possible To Suck Ions From One Side To The Other With A Vacuum Pressure?

# Idea – Prevent Solar Panel Theft With A Built In Power To Owner Check Chip. Enables Tilted Mobil Solar Panels On Bicycle Wheels For Use Everywhere. Refugee camps?

# Efficient Water Boiling Idea – Suck Water Through A Number Of Boiling Straws? Output Is Boiling Water

# Idea – Could This Pythagoras experiment ?only hold under some low complexity. For very large a,b,c the walls should deform?

# Machine Element Innovation – Spinning Vibration Elongation(x,y,z,t) Absorbing Rock Layer

The idea is simple.

Looking at the road. I think there is a rock layer underneath. For vibration and engineering purposes. So from this. What other inventions could use rocks as a machine element.

What if you could increase performance of big electrical motors with a layer of ?small rocks. So when it rotates. I guess the stresses elongate the motor parts differently and there I think you can have a new machine element. The rock layer.