@@ -9,22 +9,22 @@ In this project, a single hidden layer neural network is used, with sigmoid acti
99### Explanation of Maths behind Neural Network:
1010Following work shows the maths behind a single hidden layer neural network:
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12- ![ pic1] ( https://user-images.githubusercontent. com/41015749/71526629-c3ec9c80-28a5-11ea-85db-13a6ecd9a432 .jpg )
12+ ![ pic1] ( https://github. com/shayanalibhatti/Coding-neural_network-for-XOR-logic-from-scratch/blob/master/pic1 .jpg?raw=true )
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14- ![ pic2] ( https://user-images.githubusercontent. com/41015749/71526634-c818ba00-28a5-11ea-993d-f527a397f202 .jpg )
14+ ![ pic2] ( https://github. com/shayanalibhatti/Coding-neural_network-for-XOR-logic-from-scratch/blob/master/pic2 .jpg?raw=true )
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16- ![ pic3] ( https://user-images.githubusercontent. com/41015749/71526635-c9e27d80-28a5-11ea-86b0-3e019fd15f16 .jpg )
16+ ![ pic3] ( https://github. com/shayanalibhatti/Coding-neural_network-for-XOR-logic-from-scratch/blob/master/pic3 .jpg?raw=true )
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18- ![ pic4] ( https://user-images.githubusercontent. com/41015749/71526636-cb13aa80-28a5-11ea-984e-8f8ca64eab18 .jpg )
18+ ![ pic4] ( https://github. com/shayanalibhatti/Coding-neural_network-for-XOR-logic-from-scratch/blob/master/pic4 .jpg?raw=true )
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2020### Results
2121Following image shows the loss function for our network, it can be seen that it is decreasing.
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23- ![ pic5] ( https://user-images.githubusercontent. com/41015749/71526684-feeed000-28a5-11ea-86e7-ecffc4d5e2e8 .jpg )
23+ ![ pic5] ( https://github. com/shayanalibhatti/Coding-neural_network-for-XOR-logic-from-scratch/blob/master/pic5 .jpg?raw=true )
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2525Following are the predictions of neural network on test inputs:
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27- ![ pic6] ( https://user-images.githubusercontent. com/41015749/71526730-3cebf400-28a6-11ea-870a-a36c946b445d .jpg )
27+ ![ pic6] ( https://github. com/shayanalibhatti/Coding-neural_network-for-XOR-logic-from-scratch/blob/master/pic6 .jpg?raw=true )
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2929Please view the jupyter notebook file attached, it has the code with comments to make it easy to understand for the readers.
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