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Obviously, multiple cameras enhance photos and make smartphones more DSLR-like.

But more importantly, they provide higher-resolution data to AI and AR applications

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A government laboratory in Illinois will receive the fastest supercomputer in the United States in 2021, and it will be the first to hit what’s called exascale-level processing. The mammoth machine, called Aurora, will live at Argonne National Laboratory, and will be able to accomplish tasks like simulating complex systems, running artificial intelligence, and conducting materials-science research.

Artificial intelligence is further defined as “narrow AI” or “general AI”. Narrow AI, which we interact with today, is designed to perform specific tasks within a domain (e.g. language translation). General AI is hypothetical and not domain specific, but can learn and perform tasks anywhere. This is outside the scope of this paper. This paper focuses on advances in narrow AI, particularly on the development of new algorithms and models in a field of computer science referred to as machine learning.

Shallow neural network: The Shallow neural network has only one hidden layer between the input and output.

Deep neural network: Deep neural networks have more than one layer. For instance, Google LeNet model for image recognition counts 22 layers.

Nowadays, deep learning is used in many ways like a driverless car, mobile phone, Google Search Engine, Fraud detection, TV, and so on.

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Physiotherapy is an important part of treatment for most people with arthritis. It’s run by physiotherapists, who are part of a team of healthcare professionals who help you to resume or maintain an active and independent life both at home and work. They’re experts in assessing movement and can show you how to protect your joints. Your physiotherapist will:

offer advice and reassurance
help you to feel confident about managing your condition
address any concerns or uncertainties
set appropriate goals to keep you as active as possible.
Specialist physiotherapists are trained in diagnosing and treating joint and muscle problems, and your GP may refer you to a specialist physiotherapist rather than to a rheumatologist or orthopaedic surgeon.

Your physiotherapist will start by asking you questions and examining the joint(s) you’re finding painful. This assessment will let them tailor the treatment to your needs. Treatment may include:

a programme of specific exercises
general advice on increasing your activity level and avoiding exercise-related injuries
pain-relief treatments such as heat or ice packs, TENS (transcutaneous electrical nerve stimulation) machines, massage, manipulation, acupuncture or taping
providing walking aids or splints to help you stay mobile and independent.

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