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[b]Opinion : The war in Ukraine is moving into a new phase. Biden and the West had better get ready. [/b] U.S., other world powers to tap strategic oil reserves in bid to ease gasoline prices To our best knowledge, the concept of exploiting temporal structure, e.g., for video captioning, for generating fine-grained feature set with bilinear pooling, is yet unexplored. Another research track focuses on visual feature sophistication with an intuition that richer features can lead to subtle clues for guiding the decoder. A straightforward approach is to capture features from different architectures and unify them into a fixed dimension. The networks can be frame-level 2D CNN. Clip-level 3D CNN features. We argue that word prediction models can better differentiate between the candidate vocabularies when features from multiple origins are fed into the decoder. Also, the aggregation approach of the works above fuse features at a single stage, either by concatenation or with a linear layer. Yet, hierarchical dependence between the streams was ignored. In this scenario, a feature stream can hardly identify attributes already addressed by the prior streams, resulting in redundancy. This work proposed a module that attends to specific feature sets from respective streams in a forward pass. Instead, it will be built into a tough but pliable fabric frame. Even the screen will able to bend and fold and will have a thickness and flexibility similar to a laminated sheet of paper. Furthermore, how could it be predicted to hit the market in just a few years? Experts say it will be available in 2 to 10 years. Find out why this technology really is right around the corner and why some of its seemingly futuristic features aren't actually so different from what's being offered by products available on the market today. Keep reading to learn how a computer could be built within a flexible fabric frame instead of a more traditional rigid metal housing. Conventional computer hard disk drives are large and bulky, but flash memory, common today in memory sticks and cameras, is a possible lightweight alternative for memory storage in the laptops of tomorrow. To understand how a laptop computer could be designed to be flexible, let's first consider why conventional laptops aren't flexible.|Computers have come a long way in the past few decades -- from filling up a room to slim. Sleek designs that can nearly fit in your pocket. Take a look at some of the old and new models and learn about all the different features and types of these amazing machines. It is sometimes described as "the beginning of the era of the modern computer" and weighed 10,000 pounds. A woman works at an IBM 650 computer in 1955, which was designed for electro-mechanical punch card-processing. See the first computer with a motherboard next. The Apple I was the first computer to come with a fully assembled motherboard (central printed circuit board) in 1976. It sold for $666.66 and let Apple begin a three-decades-and-counting run as a global trendsetter among tech lovers. It was designed by Apple co-founder Steve Woziak. After several other enhancements to the basic Apple model, Steve Jobs unveiled the first Macintosh computer in 1984. It was the first successful computer to have a mouse and graphical user interface. Simply by searching online, you are likely to come across a number of consultancy firms in your area. In addition, there are many guide books and references which you can find in a business library. You may need to find a comprehensive resource such as a university library to get all the information you need. Check out the business section for industry related guide books and publications. Furthermore, a trade magazine is a good place to pick up insider tips. These are not always widely accessible, but some inquiries among you colleagues is a good way to get lead. Ask for their suggestions for the best leading trade magazines which are widely consulted for the latest news. You should not overlook the Web which has an extremely rich array of resources for business professionals. On the Internet, there are many websites and guides aimed at providing tips on this subject. Make sure that you check facts and resources very thoroughly as failing to obtain accurate information can be costly and also dangerous. A final point is the most important consideration. Make it your first priority to follow safe practices in every aspect of your business. This also applies to obtaining information on such an important topic as handling of materials. Make sure to carefully and thoroughly check your sources to ensure that they offer safe, accurate and reliable advice. Genevive B. Mata has taught plastics molding techniques for over 15 years. He specializes in injection molding and thermoforming. If you are interested in learning more plastic solutions then he recommends you visit his friends at PTM: Plastic Injection Molding Services. 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