Weight normalization neural networks

Steps into neural nets
o Data normalization ** consideration point 1
- how it trains some neural nets to properly recognize patterns you desire
- how the network processes information
1. a neuron or neurons consist a layer which could become either a input layer or a output layer
in some case, that layer could become a hidden layer or hidden layers
2. the input data or patterns is presented to your neural nets through the input neurons in a input layer in the form of a normalized input vector
3. the input data or pattern is made up by the floating point numbers which should be normalized to the range between -1 and 1
4. the normalization step could be referred to a third layer besides input and output layers as two actual neuron layers
5. the normalization factor can be determined by the vector length of the input data
6. the output data is produced through the output layer consists of output neurons
7. almost every neurons in a layer could interact with other neurons in the other layer and their interactions have some connection weights
8. the output data is generated by using the dot products of the input neurons and their connection weights calculated, then multiplying by the normalization factor, and then converted to bipolar numbers
9. in Kohonen, only one of the output neurons produce

Source: to my round

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2009-05-08 08:18:59 by vivattown

That is a misunderstanding of Biblical prophecy
the antichrist will not have a 7 year reign, this is commonly referred to as the 'seven years of tribulation'. find that phrase for me in the Bible- it doesnt exist.
it is a misunderstanding of the 70 weeks prophecy located in Daniel 9:24-27. the Jews have placed a talmudic curse on anyone that attempts to calculate the numbers give in these verses because it proves that Jesus was the Messiah. It proves the date He would come, how long His ministry would last, and that He would be crucified 3 and 1/2 years into His ministry.
today, prevalent in theology (read that, Jesuit theology-- which has slithered its way into protestant seminaries ((preterism/futurism))) has come up with the idea that the last 'week' (7 days, or,...

I posted this story in anothr forum but thought

2009-05-07 10:03:30 by ronca

Someone here might gain something from it. It is true.
For the past week I have had prolonged bouts of crying. I have not been able to sleep or eat and didnt answer the phone. What would cause this? Death in the family? Losing the house? Cancer diagnosis? Not at all.
My depression has been over the stock market. Not over how much money I've lost, but rather how much money I would have made had I not sold my stock. I invested 50% of our money into it so we're not talking chump change. It would have been enough to buy a house, more as it continues to climb.
Now I am not normally an emotional person. Prior to investing in the markets, I maybe would cry 1-2 times a year and always for a reason. I have a good life with no money worries, loving husband, my health, etc. but I...

Obama has prescience.

2008-06-11 12:43:59 by Drosophila

Cut and paste the whole link.
Good afternoon. Let me begin by saying that although this has been billed as an anti-war rally, I stand before you as someone who is not opposed to war in all circumstances.
The Civil War was one of the bloodiest in history, and yet it was only through the crucible of the sword, the sacrifice of multitudes, that we could begin to perfect this union, and drive the scourge of slavery from our soil. I don’t oppose all wars.
My grandfather signed up for a war the day after Pearl Harbor was bombed, fought in Patton’s army. He saw the dead and dying across the fields of Europe; he heard the stories of fellow troops who first entered Auschwitz and Treblinka. He fought in the name of a larger freedom, part of that arsenal of...

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