Binary neural network - Part 2
Difficulty : Very Hard
Community success rate: 47%
Approved by an anonymous CodinGamer MathJason Uljahn
A higher resolution is required to access the IDE
- 57
Statement
Goal
After solving Binary neural network - Part 1, you should now know how to build a simple neural network. The training wheels are off.** Create a single neural network, with
Note that it is likely possible to solve them in some other way. You are encouraged to try using a neural network.
Things you might want to experiment with:
- Number of hidden layers
- Number of nodes in the hidden layers
- Number of training iterations
- Learning rate
While the algorithm used to generate the data is the same for both the Tests and the Validators, the data is very different between the two, so it is entirely possible to come up with a solution that can solve all Tests, but not all Validators, or vice-versa. If this happens, I recommend playing around with the above parameters some more until you get it. It's definitely possible.
Input
Line 1: Two space-separated integers: tests and trainingSets
Next tests lines: The testInputs as an8 -digit binary number
Next trainingSets lines: Two8 -digit binary numbers. The first contains the trainingInputs, and the second contains the expectedOutputs for that set of inputs.
Next tests lines: The testInputs as an
Next trainingSets lines: Two
Output
tests lines: The output for the associated testInputs. An 8 -digit binary number on each line.
Example
Input
4 80 01111010 00110111 00010010 01110011 01011011 11111111 01011011 11111111 01011111 11111111 00100001 00000000 01111011 11111111 00100001 00000000 01001110 11111111 01010111 11111111 00001000 00000000 01000101 00000000 01011001 11111111 01000110 00000000 00111010 11111111 01011010 11111111 01110111 11111111 00111010 11111111 00100001 00000000 01001000 00000000 01100111 11111111 00101111 11111111 00100001 00000000 01010110 11111111 00111001 11111111 00101100 00000000 01000000 00000000 00111011 11111111 00101111 11111111 01010101 11111111 01000110 00000000 00001100 00000000 01010110 11111111 01111111 11111111 00000100 00000000 00101011 11111111 01100110 11111111 01010101 11111111 01100110 11111111 01110001 11111111 01100111 11111111 00010001 00000000 01101011 11111111 01101101 11111111 01001101 11111111 01010000 00000000 01101111 11111111 01111111 11111111 00010101 00000000 01000110 00000000 00110111 11111111 00011110 11111111 00001101 00000000 00100111 11111111 00100010 00000000 01000010 00000000 00011000 00000000 00001111 11111111 00001111 11111111 01011011 11111111 01011011 11111111 00010111 11111111 01011001 11111111 01001100 00000000 00100011 00000000 01010010 00000000 01110101 11111111 01000011 00000000 00001100 00000000 00110000 00000000 00110111 11111111 01100100 00000000 00101100 00000000 00101100 00000000 01001101 11111111 00110101 11111111 01001011 11111111 00000101 00000000 01110100 11111111 01111100 11111111 01011100 11111111 01010110 11111111
Output
11111111 11111111 00000000 11111111
A higher resolution is required to access the IDE