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Deep Learning in Neural Networks<br />

D<br />

eep learning is a recently-developed<br />

field belonging to Artificial Intelligence.<br />

It tries to mimic the human brain,<br />

which is capable of processing the complex<br />

input data, learning different knowledge<br />

intellectually and fast, and solving different<br />

kinds of complicate tasks well. Switching these<br />

features of human brain to a learning model,<br />

we wish the model can deal with the highdimensional<br />

data, support a fast and intellectual<br />

learning algorithm and perform well in the<br />

complicated AI tasks like computer vision or<br />

speech recognition. Deep architecture is<br />

believed to be such kind of model, with good<br />

learning algorithms for the deep learning and<br />

an excellent performance in solving AI tasks.<br />

Deep Learning currently is not just an academic<br />

research topic instead it’s been the prime<br />

investment (billions of dollars) of top notch<br />

software giants like Google, Microsoft,<br />

Facebook, Apple to name a few. Face<br />

recognition is one of the most important task in<br />

the area of computer vision. Deep Learning<br />

produced break through results in this task<br />

when used. Below image shows the features<br />

learnt by all the layers of a deep neuralnetwork<br />

when trained on<br />

images.<br />

The actual uses of Deep Learning in the present<br />

day are<br />

Google Brian - The project's technology is<br />

currently used in the Android Operating<br />

System's speech recognition system, photo<br />

search for Google+ and video recommendations<br />

in YouTube<br />

● Apple Siri - Siri is a part of Apple Inc.'s<br />

iOS, watchOS, and tvOS operating<br />

systems. Siri is a computer program<br />

that works as an intelligent personal<br />

assistant and knowledge navigator.<br />

● Microsoft Cortana - Cortana is an<br />

intelligent personal assistant created by<br />

Microsoft for Windows Phone 8.1,<br />

Windows 10 Mobile (where it now<br />

supersedes Bing Mobile), Microsoft<br />

Band, Xbox One, Windows 10, iOS and<br />

Android.<br />

● Deep face - DeepFace is a deep learning<br />

facial recognition system created by a<br />

research group at Facebook. It identifies<br />

human faces in digital images.<br />

M. Usha Rani<br />

III Yr II sem IT<br />

“The mind is everything . What you think you become.” – Buddha 2

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