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If a program successfully calls the ALLOC function twice, it will often own two adjacent memory blocks. If it then calls DEALLOC on each block, there will be two adjacent free memory blocks. When allocating memory again, these free blocks somehow need to be coalesced so that the free memory wouldn’t become endlessly fragmented.
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为什么需要非线性？ 想象一下，如果网络里每一层都是线性的（比如 y=Wx+b），无论堆叠多少层，最终网络都只是一条线性映射。深度堆叠就没有意义了，网络的表达能力非常有限。
Фото: Liesa Johannssen / Reuters
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