The vultures of Britain's International Centre for Birds of Prey don't know it, but they're dupes. Every day, the giant birds carefully tend to their eggs, rotating them periodically so they incubate just right. But…take a closer look at that nest. Not every egg in there is made of calcium carbonate, and they don't always contain baby birds. No, at this conservation center, some of those eggs are actually 3-D printed.

One of the hot topics on Machine Learning is, with no doubts, feature engineering. In fact, it comes before the buzz on this topic, simple when we talk about Data Mining. Remembering the CRISP-DM process, feature engineering (and, consequently, feature selection) is the core of a great data mining project – it comes to life on the Data Preparation phase, that is the task to have constructive data preparation operations such as the production of derived attributes or entire new records, or transformed values for existing attributes. A very good definition, elegant in its simplicity, is that feature engineering is the process to create features that make machine learning algorithms work. And what makes it so important?

In this post, we have scraped various signals (e.g. We have combined all signals to compute the Quality Score for each book and publish the list of top Machine Learning and Data Mining books.

I do not have a head for it, but I do have love for it. Practically, I profit from it; philosophically, I endorse it.; Curiosity, inquiry and a willingness to be proved wrong, to bow to the better explanation when it comes along -- these are tonics against the inflexible fundamentalism, the epidemic unthinking, that makes the world a shakier place. And so I have been taking comfort and inspiration from what seems to be a great flowering of science-themed programming, much of it on the Internet, where subjects that mainstream commercial television dubs "not for everyone" may take root and flourish. Apart from PBS, home to "Nova" and "Nature," and some dedicated (or half-dedicated) cable networks like National Geographic Channel, Science and Discovery, television tends to like its science fictional. And while science fiction is a known gateway to a career in serious science and can be similarly stimulating, the workings of the nonfictional universe are more profoundly exciting and all the more amazing for being, you know, real.

Matrix completion under interval uncertainty can be cast as matrix completion with element-wise box constraints. We present an efficient alternating-direction parallel coordinate-descent method for the problem. We show that the method outperforms any other known method on a benchmark in image in-painting in terms of signal-to-noise ratio, and that it provides high-quality solutions for an instance of collaborative filtering with 100,198,805 recommendations within 5 minutes.

Increasingly flexible, responsive, sensing, even humanlike, robots are beginning to augment and replace labour in a wide range of industries: a megatrend that is transforming the economics of manufacturing and reshaping the business landscape. Already used to fight wars, remove dangerous land mines, and fill customer orders, robots can also clean, dance, and play the violin; assist with surgery and rehabilitation, bathe elderly patients, measure and deliver medication, and offer companionship; and provide disaster relief, report the news, and drive cars. In short, robots can perform quite a few of the jobs that humans currently do – often more efficiently and at a far lower cost. Because robots can sharply improve productivity and offset regional differences in labour costs and availability, they'll likely have a major impact on the competitiveness of companies and countries alike. For instance, countries with a greater number of robotic programmers and robotic infrastructure could become more attractive to manufacturers than countries with cheap labour.

Any savvy investor with a hand in tech stock knows that an innovation gold rush is well underway. Although the market is viciously competitive, creative upstarts that aim to change the game in their field are increasingly gaining an edge over bigger, less adaptable entities. The name of the game is Change, so the companies to watch are those who are making the biggest waves in their industry, the ones who promise to disrupt the status quo, the ones who are launching new methods and ideas in stagnant landscapes. In 2016, these are just five companies to keep an eye on, because when their innovations go mainstream, we'll be looking at tidal waves. Ten years ago, when the concept of "the cloud" first got rolling, the public looked at the technology with a skeptical eye.

Shape-shifting robots could soon be morphing their way from the realms of science fiction into reality. Researchers have developed a metal-based material that can alter its shape and can even heal after it is damaged, conjuring up images of the T-1000 from the Terminator films. The group behind the material said it could have a number of applications, such as for the wings of an aircraft which could change their shape and even flexible skin for robots. Scientists have developed a metal-based material which can alter its shape, combining the stiffness of a metal alloy with the flexibility of a soft, porous rubber foam. The new composite material (pictured) has a stiff scaffold structure which'melts away' when needed By combining a stiff metal with soft, porous rubber foam, the team was able to combine the properties from both into a new composite material which has a stiff scaffold structure that'melts away' when needed.

Apple has developed a new tool that deconstructs iPhones after they are returned. The robotic cutting tool, called Liam, removes the valuable materials from iPhone parts so they can be repurposed into other products. Apple shared some details about the tool during a press event Monday. Some of the materials removed include cobalt, gold, silver, platinum and tungsten. For example, Tungsten is repurposed in precision cutting tools.

A new material being researched could make shape-shifting robots real, but let's hope they aren't as violent as the Transformers from the movies. Researchers have developed a flexible material that can stretch when heated and will allow robots to change shapes. The material, which can also be rigid, is a mix of elastomer foam with a soft metal alloy. With the material, robots could become more versatile. Most robots are rigid, much like human skeletons, but by morphing into new shapes, they could be used for new tasks.