In TensorFlow, during the training process of the models, the parameters are maintained in the memory as variables. When a variable is created, you can use a tensor defined as a parameter of the function as an initial value, which can be a constant or a random value.

This is the latest installment in a regular series of conversations with William McDonough (@billmcdonough), designer, architect, author and entrepreneur. Joel Makower: Tell me about the innovation future roundtable you recently convened. Bill McDonough: I have been working with companies that are looking at the future of mobility in India, and designing factories and other things for them. The chairman said he would like to connect to some of the advanced thinking across many sectors and integrate that with some conversations that he could participate in. The first person I thought of for that was Jack Hidary.

Authors from the Australian National University, Monash and La Trobe provide the most complete answer yet: the size of a flaccid penis can significantly affect how attractive a man's body is to women. Writing in the Proceedings of the National Academy of Sciences (a journal commonly known by its initials as PNAS), Brian Mautz, Bob Wong, Richard Peters and Michael Jennions use a clever experimental manipulation of computer-generated imagery - CGI - to test the effects of variation in penis size relative to height and torso shape (shoulder width relative to waist width) on the attractiveness of male bodies to women. How important is penis size? Authors from the Australian National University, Monash and La Trobe provide the most complete answer yet: the size of a flaccid penis can significantly affect how attractive a man's body is to women While researchers found that torso shape was by far the most important determinant of attractiveness, penis size has about as much influence on attractiveness as height. It has been suggests that women favor slightly larger than average penises.

Armed drones could take to the air for testing alongside US fighter pilots as early as 2018. The Air Force's'Loyal Wingman' program aims to pair fifth generation fighter jets with unmanned older craft, using computer algorithms to give pilots control of the drones. The initiative would allow a drone to take the lead in navigating dangerous environments, pinpointing targets without putting a human pilot at risk. The Air Force's'Loyal Wingman' program aims to pair fifth generation fighter jets with unmanned older craft, using computer algorithms to give pilots remote control of the drones. The'Loyal Wingman' program would see the Air Force convert an older craft, like the F-16 warplane, into a semi-autonomous and unmanned fighter that flies alongside a fifth generation craft, like the F-35 jet.

Singapore: Cognizant Technology Solutions Corp., a US-based information technology (IT) firm with most of its employees working out of India, expects its business growth in the Asia-Pacific region to outpace the company average this year, maintaining the trend seen in recent years, Jayajyoti Sengupta, president and Asia-Pacific head, said in an interview. Automation, which includes robots, machine learning and artificial intelligence, will be among the new frontiers for Cognizant, as rote and repetitive processes become "digital, instrumented, analyzed and intelligent", he said. Cognizant has said it expects its revenue growth to slow to between 10% and 14.3% for the calendar year 2016. How do you see the situation in the Asia-Pacific? It would be pertinent to note that Cognizant's growth of 21% in calendar 2015 included revenues from the acquisition of TriZetto.

A patient walks into the emergency department at Rush University Medical Center with a fever and bloodshot eyes. In days of yore, doctors would have to exhaust the obvious possibilities -- like a flu or allergic reaction -- before finally figuring a patient was suffering from Zika virus. But Rush says its predictive software, a system called Guardian, helps alert doctors to a possible diagnosis hours faster than physicians normally would. When dealing with more rare diagnoses, doctors typically think, "it's going to be everything else besides smallpox," said Dr. Dino Rumoro, who's been working on the technology for more than 20 years and is the chairman of Rush's Department of Emergency Medicine. "This gives the clinician a crutch."

Iran concluded a major, three-day military exercise Friday intended to review the readiness of its armed forces. The drills, called "Great Prophet," also field-tested new military technology, including the Iranian-made Karrar tank and the Hamasseh drone, Middle East Monitor reported. The Iranian air force, elite units and local forces were involved in the exercise. The drills covered four provinces in Iran's southeast region near the border with Pakistan. The exercises came amid growing tensions in the area over the protracted civil war in Syria and the threat posed by the Islamic State group, also known as ISIS.

A patient walks into the emergency department at Rush University Medical Center with a fever and bloodshot eyes. In days of yore, doctors would have to exhaust the obvious possibilities -- like a flu or allergic reaction -- before finally figuring a patient was suffering from Zika virus. But Rush says its predictive software, a system called Guardian, helps alert doctors to a possible diagnosis hours faster than physicians normally would. When dealing with more rare diagnoses, doctors typically think, "it's going to be everything else besides smallpox," said Dr. Dino Rumoro, who's been working on the technology for more than 20 years and is the chairman of Rush's Department of Emergency Medicine. "This gives the clinician a crutch."

Yemeni government troops newly-trained by a Saudi-led coalition battling Yemen's Shiite rebels routed al-Qaida militants on Friday from a city in the country's south, military officials said. Houta, the capital of Lahj province, is now firmly under government control, the officials said. The coalition-trained troops, which are loyal to Yemen's internationally recognized government, were based in the southern Al-Anad base from where they launched the fight to retake the provincial capital, they added. The officials said the militants fled on Friday from Houta to nearby towns and farmland. The assault came at a time the coalition helicopters and U.S. drones have waged series of airstrikes targeting al-Qaida hideouts and strongholds across Yemen's southern region.

The "Artificial Intelligence Market" report provides analysis of the global artificial intelligence market for the period 2014–2024, wherein the years from 2016 to 2024 is the forecast period and 2015 is considered as the base year. The report precisely covers all the major trends and technologies playing a major role in the artificial intelligence market's growth over the forecast period. It also highlights the drivers, restraints, and opportunities expected to influence the market growth during this period. The study provides a holistic perspective on the market's growth in terms of revenue (in US Bn), across different geographies, which includes Asia Pacific (APAC), Latin America (LATAM), North America, Europe, and Middle East & Africa (MEA). Moreover, the report provides the overview of various strategies and the winning imperatives of the key players in the artificial intelligence market and analyzes their behavior in the prevailing market dynamics.