New Deep Learning Neural Network with Speed of Light

The concept of deep learning is currently being harnessed furiously, enabling computer systems to understand and learn from volumes of data sets, identifying patterns that can enable detection of new data. Now, a group of University of California researchers have come up with a first-of-its-kind neural network that can function on light rather than electricity in order to make conclusion.

The results of the report have been recently published in the journal Science, wherein the researchers have explained their novel working device, their true idea, the performance of current prototype, and applications that they believe can be served by the new neural network. The researchers have created a deep learning network that runs on what is called as D2NN or diffractive deep neural network.

For this, the Researchers constructed tiny plastic plates that were printed with a 3D printer, and each were subjected to a layer of virtual neurons. Since different neurons have the ability to behave distinctly based on its biological counterparts, reflecting or transmitting inbound light. The prototype contains a sensor at the end in order to detect light and interpret the information.

Challenging their own idea, the researchers opted to develop a real neural network that was able to identify numeric values up to nine from zero. As a test, the new system was displayed 55,000 random images with numbers and came up with positive results up to 95 percent. Now that the concept has been proven, the next step in the study is to develop dedicated devices can be commercialized, such as identifying faces from a moving crowd of people.

Global Urgent Care Center Market Expands Alongside Growing Healthcare Industry

The growth of the global urgent care center market hinges on the development of the healthcare infrastructure across the world. An urgent care center provides immediate ambulatory care to patients and is usually situated outside an emergency room. Although an urgent care center is for patients who need immediate medical aid, it is different from an emergency room in the sense that it does not warrant the treatment of life-threatening injuries or disorders. A report by TMR Research lays the foundation to understand the forces operating in the global urgent care center market. The title of the report is “Urgent Care Centers Market – Global Industry Analysis, Size, Share, Trends, Analysis, Growth, and Forecast 2017 – 2025”.

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Urgent care centers not only provide immediate medical aid to patients with injuries or trauma, but also provide vaccinations, monitoring and screening, and medicines. Hence, the multiplicity of needs that are met through urgent care centers has boosted demand within the global market. The rising incidence of chronic diseases that need to be regularly monitored has also led to the growth of the global market for urgent care centers. Ease of getting appointments, rising geriatric population, and rising healthcare expenditure by the government are amongst other drivers of demand within the global market for urgent care centers.

On account of the sophisticated healthcare sector in the US and Canada, the market for urgent care centers in North America has been growing by leaps and bounds. The presence of skilled doctors, medical experts, and nurses in the US and Canada is another factor behind the growth of the regional market.

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Some of the key players in the global urgent care center market are MinuteClinic LLC, NextCare Urgent Care, and AFC/Doctors Express.

Urgent Care Centers Market to Reach US$30.5 bn by 2020 due to Emergence of Cost-Effective Medical Care

Urgent care is a type of walk-in clinic providing ambulatory care within a dedicated medical facility outside of a conventional emergency room. Urgent care centers majorly treat illnesses or injuries that need immediate care. However, these types of illnesses are not serious enough and thus do not need an ER visit. Urgent care centers thus allow easy access to an affordable healthcare experience to patients. Nowadays, urgent care centers are equipped with cutting-edge technology and offer life-saving procedures for the fast recovery of patients. In terms of service, the market for urgent care centers is segmented into injury, illness, physical, diagnostic, screening, and vaccination.

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As stated in the report, the increasing aging population and the emergence of cost-effective medical care are amongst the prime drivers stimulating the market for urgent care centers. In addition, the reduction in waiting time and the flexibility in appointment provided by urgent care centers attract huge patient pool, thus augmenting the growth of the market. Furthermore, the rising investments in the market for urgent care centers has been resulting in the rise in number of advanced urgent care centers across the world, thus impacting the market positively. On the other hand, the absence of physicians and the increasing initial establishment costs of urgent care centers may inhibit the growth of the market in forthcoming years.

In terms of geography, the global urgent care centers market is segmented into Europe, North America, Asia Pacific, and Rest of the World (RoW). Amongst these, North America led the market in 2014 and was trailed by the region of Europe, which accounted for the second-largest share in the market. The region of North America is anticipated to maintain its superiority throughout the forecast horizon. This is owing to the rising demand for walk-in health services and the increasing preference for cost-effective medical care facilities within North America. In addition, the use of urgent care centers in case of non-emergency conditions is also a prime factor augmenting the growth of the market in North America.

On the other hand, countries such as that of India, Japan, New Zealand, Australia, and China are the prime countries within the region of Asia Pacific offering great opportunities for the companies dominant in the market for urgent care centers. Within RoW, countries such as that of Mexico, South Africa, Israel, UAE, and Turkey are the prime countries in which the market for urgent care centers is predicted to grow exponentially in forthcoming years.

The report states that the market for urgent care centers is fragmented in nature and small vendors such as physician groups or physicians account for about 35% of the these centers. As per the report, the prime players operating in the market are CareSpot Express Healthcare LLC, FastMed Urgent Care, MedExpress, and Patient First and U.S. HealthWorks, Inc., among others.

View Report @ https://www.transparencymarketresearch.com/urgent-care-centers-market.html

Urgent Care Centers Market to Reach US$30.5 bn by 2020 due to Emergence of Cost-Effective Medical Care

Urgent care is a type of walk-in clinic providing ambulatory care within a dedicated medical facility outside of a conventional emergency room. Urgent care centers majorly treat illnesses or injuries that need immediate care. However, these types of illnesses are not serious enough and thus do not need an ER visit. Urgent care centers thus allow easy access to an affordable healthcare experience to patients. Nowadays, urgent care centers are equipped with cutting-edge technology and offer life-saving procedures for the fast recovery of patients. In terms of service, the market for urgent care centers is segmented into injury, illness, physical, diagnostic, screening, and vaccination.

Get Report Sample @ https://www.transparencymarketresearch.com/sample/sample.php?flag=S&rep_id=2254

As stated in the report, the increasing aging population and the emergence of cost-effective medical care are amongst the prime drivers stimulating the market for urgent care centers. In addition, the reduction in waiting time and the flexibility in appointment provided by urgent care centers attract huge patient pool, thus augmenting the growth of the market. Furthermore, the rising investments in the market for urgent care centers has been resulting in the rise in number of advanced urgent care centers across the world, thus impacting the market positively. On the other hand, the absence of physicians and the increasing initial establishment costs of urgent care centers may inhibit the growth of the market in forthcoming years.

In terms of geography, the global urgent care centers market is segmented into Europe, North America, Asia Pacific, and Rest of the World (RoW). Amongst these, North America led the market in 2014 and was trailed by the region of Europe, which accounted for the second-largest share in the market. The region of North America is anticipated to maintain its superiority throughout the forecast horizon. This is owing to the rising demand for walk-in health services and the increasing preference for cost-effective medical care facilities within North America. In addition, the use of urgent care centers in case of non-emergency conditions is also a prime factor augmenting the growth of the market in North America.

View Report @ https://www.transparencymarketresearch.com/urgent-care-centers-market.html