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This is the problem of unstable gradients, and is most popularly referred to as the Take the Deep Learning Specialization: all our courses: to ... Ever wondered why deep neural networks sometimes stop learning or suddenly become unstable? In this video, we'll break down ... The reason is a fundamental challenge that held back AI for years, The Here, we run down how RNNs are trained via backpropagation through time, and see how this algorithm is plagued by the ... If deep neural networks are so powerful, why aren't they used more often? The reason is that they are very difficult to train due to ...
Training very deep networks can make your derivatives get very small or very large quickly. This

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Last Updated: June 17, 2026
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