Archives for Energy-Based Models

02 Dec

This ML Model Can Help Robots Learn About The Relationships Between Objects

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image-28907
MIT researchers have developed a new machine-learning model. As a result, the robots may understand the world’s interactions similarly to how humans do. Numerous deep learning models struggle to see the environment because they are unaware of the intricate interactions between individual items. For example, without this understanding, a robot built to assist someone in…
16 Dec

How Classifiers Are Secretly Just Energy-Based Models

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image-8922

The popularity of GANs and generative modelling is clearly on the rise. However, there is a significant performance gap between the strongest generative modelling approach and customised solutions for each specific problem.  Practitioners believe that many tasks that are discriminative in nature, including the state-of-the-art generative models, have diverged quite heavily from state-of-the-art discriminative architectures. …

The post How Classifiers Are Secretly Just Energy-Based Models appeared first on Analytics India Magazine.

25 Oct

What Are Deep Energy-Based Memory Models?

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image-7933

Associative memory is a strategy developed by living organisms over many years of evolution. This is true of humans, as we use associative memory to tell a story about two unrelated things to grasp more information in less time. Memory optimisation is important in case of resource-hungry deep learning tasks as well. Though the analogy…

The post What Are Deep Energy-Based Memory Models? appeared first on Analytics India Magazine.