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[Project]How to use search algorithms instead of backpropagation??

So basically I have to build a neural network but instead of backpropagation , i should use any search algorithm ( hill climbing , simulated annealing) . I have no idea on how to implement that. Can you guys help me out. Any help is appreciated.

submitted by /u/suhas_bn_1412
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Toronto AI is a social and collaborative hub to unite AI innovators of Toronto and surrounding areas. We explore AI technologies in digital art and music, healthcare, marketing, fintech, vr, robotics and more. Toronto AI was founded by Dave MacDonald and Patrick O'Mara.