Implementing Neural Networks in Java

Deep neural networks for speech and image processing
Neural network play the role

Microsoft Research | Deep Neural Networks for Speech and Image Processing: Neural networks are experiencing a renaissance, thanks to a new mathematical formulation, known as restricted Boltzmann machines, and the availability of powerful GPUs and increased processing power.

Unlike past neural networks, these new ones can have many layers and thus are called “deep neural networks”; and because they are a machine-learning technique, the technology is also known as “deep learning.”

In this talk, Alex Acero describes this new formulation and its signal-processing application in such fields as speech recognition and image recognition. In all these applications, deep neural networks have resulted in significant reductions in error rate. This success has sparked great interest from computer scientists, who are also eager to learn from neuroscientists how neurons in the brain work.

Source: Microsoft Research

Source: AboutAI

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In November 1999, Enron Corp. Chief Executive Kenneth Lay and one of his senior executives, Lou Pai, set out to create the first online retailer of electricity and natural gas.
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LAP LAMBERT Academic Publishing AUTOENCODER NEURAL NETWORKS: A Performance Study Based on Image Reconstruction, Recognition and Compression
Book (LAP LAMBERT Academic Publishing)

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