The Singapore students using Cloud for smarter recycling

News Saleb-,Newspapers are usually issued daily or weekly. The Singapore students using Cloud for smarter recycling, Magazine News weekly, but they also had a magazine format. Newspapers with common interests usually publish news articles and articles about national and international news as well as local news. These include news events and personalities of the political, business and finance, crime, weather, and natural hazards; health and medicine, science, and computers and technology; Sports; and entertainment, community, food and cuisine, apparel and home fashion, and the arts.

A wide range of materials have been published in newspapers. In addition to news,The Singapore students using Cloud for smarter recycling ,information and opinions expressed above, including weather forecasts; Criticism and reviews Arts (including literature, film, television, theater, art, and architecture) and local services such as a restaurant; obituaries, notices of birth and graduation announcements; Entertainment features such as crossword puzzles, horoscopes, editorial cartoons, jokes, cartoons and comics; Advice column, food, and other columns; and a list of radio and television (program schedule). In the year 2017, newspapers can also provide information about new movies and TV shows available on streaming video services such as Netflix. The newspaper has been classified ad section in which people and businesses can buy a small ad to sell goods or services; In the year 2013, a large increase in internet sites to sell goods, such as Craigslist and eBay have caused ad sales are much less classified for newspapers.The Singapore students using Cloud for smarter recycling Since 1983, it has been known mainly because of its annual report and rankings that influence in college and grad school, lies in most fields and subjects. U.s. News World Report is and academic institution is the oldest and most famous in America, [5] and covering the areas of business, law, medicine, engineering, social sciences, education and public affairs, in addition to many other areas. Print Edition] has consistently included in the list of national bestsellers, coupled with online subscriptions. Additional rankings published by U.s. News World Report and includes hospitals,The Singapore students using Cloud for smarter recycling, medical and specialty cars.
The Singapore students using Cloud for smarter recycling-News of the United States was founded in 1933 by David Lawrence (1888-1973), which also started the World Report in 1946. The two magazines are covering national and international news separately, but Lawrence combines them into news reports of U.S. in World and 1948 [1] and Later sold the magazine to its employees. Historically, this magazine tends to be a bit more conservative than the two main competitors, Time and Newsweek, and focus more on the story of economic, health, and education. It's also distancing news, entertainment and sports celebrities. [2] an important milestone in the history of the beginning of the magazine is including the introduction of the "Washington Whispers" column in 1934 and the column "News You Can Use" in 1952. [3] [4] in 1958, the circulation of the weekly magazine passed one million and two million in 1973. (wikipedia) The Singapore students using Cloud for smarter recycling

Coming up with big ideas in technology used to take the kind of time and money that only large companies had.  Now open source tools—like TensorFlow, which provides access to Google’s machine learning technology—mean anyone with a smart concept has the opportunity to make it a reality. Just ask Arjun Taneja and Vayun Mathur, two friends and high school students from Singapore with a big ambition to improve recycling rates.  

Arjun and Vayun realized that separating waste is sometimes confusing and cumbersome—something that can derail people's good intentions to recycle. Using TensorFlow, they built a “Smart Bin” that can identify types of trash and sort them automatically. The Smart Bin uses a camera to take a picture of the object inserted in the tray, then analyzes the picture with a Convolutional Neural Network, a type of machine learning algorithm designed to recognize visual objects.  

To train the algorithm, Arjun and Vayun took around 500 pictures of trash like glass bottles, plastic bottles, metal cans and paper. It’s a process that would normally be laborious and expensive. But by using Google’s Colab platform for sharing resources and advice, the students could access a high powered graphics processor (GPU) in the cloud for free. They were also able to access Tensor Processing Units, Google’s machine learning processors which power services like Translate, Photos, Search, Assistant and Gmail. These tools helped their system analyze large amounts of data at once, so the students could correct the model if it didn't recognize an object. As a result, the model learned to classify the objects even more quickly. Once the Smart Bin was trained, all they had to do was place an object in the tray, and the system could predict whether it was metal, plastic, glass or paper—with the answer popping up on a screen. 

Building on their successful trials at home, Arjun and Vayun showcased the Smart Bin with a stall at last week’s Singapore Maker Faire, and they continue to work on other projects. It’s a great example of how tools available in the cloud are cutting out processes and costs that might have held back this kind of invention in the past.


by Antonio Gulli via The Keyword

Title :The Singapore students using Cloud for smarter recycling
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