Systems & Design

The New Deep Learning Memory Architectures You Should Know About

A look at the issues in storing input and temporary data, weights and activation parameters for deep neural network algorithms.


Artificial intelligence (AI) has come a long way. While our parents grew up with the dream to one day roam with robots, today we are interviewing Sophia, a citizen of Saudi Arabia, who is also the first humanoid robot to be granted a citizenship in any country. Deep learning, a brain-inspired discipline of AI has been around for a long time but has only recently taken off due to abundant data, plus advances in the Internet, machine learning algorithms and hardware accelerators. Critical decisions that used to take traditional trial and error experiments months and years to confirm are now taking minutes to hours with machine learning algorithms. Humans are relying more and more on machine learning to make better and faster business and personal decisions.

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