Ep 117: Sleep, reset and brain wash

Ep 117: Sleep, reset and brain wash

Sleep, reset and brain wash While you are sleeping, your brain performs a reset of sorts. Synaptic weights that increased over the course of the day decrease while you are sleeping. At the same time, the fluid your brain floats in, rushes through your brain tissue, clearing out wastes that couldn’t be removed over the …

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Ep 116: Bit seat drivers

Ep 116: Bit seat drivers

Bit seat drivers Deep learning algorithms, and neural networks in general, require much more training than humans do. They are unable to generalize well enough to handle situations not covered in the training data, and can be thrown off by things that a human wouldn’t even notice. Today we look at these challenges by examining …

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Ep 115: do we need something else, or just more?

Ep 115: do we need something else, or just more?

do we need something else, or just more? Though deep learning has had some promising results, there are still some things that it simply doesn’t do well at. There are other algorithms that do as well or better at certain tasks. On the other hand, we’ve only been able to implement comparatively small neural networks. …

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Ep 114: Use of graphics cards for neural networks

Ep 114: Use of graphics cards for neural networks

Use of graphics cards for neural networks Your graphics card holds a GPU—graphics processing unit. Unlike your CPU, which does one operation at a time, the GPU does many simple operations on many numbers at once. This allows your computer to run your favorite game, and it can be used to run artificial neural networks, …

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Ep 113: Diving into deep learning

Ep 113: Diving into deep learning

Diving into deep learning Neural networks have had their ups and downs. However, in the last decade or so, they’ve really taken off. There were a couple of breakthroughs that made all the difference. Today we look at one of them, called “Deep Learning.” Here’s a 4-post long blog series on deep learning concepts and …

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Ep 112: Evolving neural networks with polyworld

Ep 112: Evolving neural networks with polyworld

Evolving neural networks with polyworld Figuring out exactly what structure of a neural network could capture intelligence is a complicated problem. Why not let evolution do it for you? Today we look at Polyworld, where they did and are continuing to do that very experiment. Here’s a talk on polyworld and some of their results. …

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Ep 111: Unsupervised learning

Ep 111: Unsupervised learning

Unsupervised learning When you are teaching an AI to solve a problem or do some task, you usually have to provide the right answer. However, sometimes, the AI can learn by itself, without being told what the right answer is.