Big data in machine learning is the future. But how to deal with data analysis and limited resources: Computational power, data distribution, energy or memory? From September 25th to 28th, 2017 TU Dortmund University, Germany, hosts the 4th summer school on resource-aware machine learning. Topics of the lectures include: Exercises help bringing the contents of the lectures to life. The PhyNode low power computation platform was developed at the collaborative research center SFB 876.

Due to the recent achievements of artificial neural networks across many different tasks (such as face recognition, object detection and Go), deep learning has become extremely popular. This post aims to be a starting point for those interested in learning more about it. If you already have a basic understanding of linear algebra, calculus, probability and programming: I recommend starting with Stanford's CS231n. The course notes are comprehensive and well-written. The slides for each lesson are also available, and even though the accompanying videos were removed from the official site, re-uploads are quite easy to find online.

Deep learning is not a beginner-friendly subject -- even for experienced software engineers and data scientists. If you've been Googling this subject, you may have been confused by the resources you've come across. To find the best resources, we surveyed engineers on their favorite sources for deep learning, and these are what they recommended. These educational resources include online courses, in-person courses, books, and videos. All are completely free and designed by leading professors, researchers, and industry professionals like Geoffrey Hinton, Yoshua Bengio, and Sebastian Thrun.

A collaborative course incorporating labs in TensorFlow and peer brainstorming along with lectures.

The technology landscape changed immensely in 2016–especially among the players that influence the digital marketing and advertising environments. Five key technologies played a hand in this year's advancements, but the speed of progress for each varied, and not all lived up to expectations. With the familiar traffic light as our analogy, let's take a deeper look and also consider what 2017 has in store for all of them. I've given each area an objective (but unscientific) status value based on my own observations through the year, defined as follows: From Advertising To Experience Current landscape: Research suggests that U.S. consumers are exposed to between 3,000 and 5,000 commercial messages daily. Little wonder that marketers, who are investing a lot of money and effort in marketing campaign development, still struggle to break through the noise.

Throughout 2017, I have been running polls on the public's appetite for risk regarding the pursuit of superintelligence. I've been running these on Surveymonkey, paying for audiences so as to minimize distortions in the data. I've spent nearly $10,000 on this project. I did this in about the most scientific way I could. It is not a "passed around" survey, but rather paid polling across the entire American spectrum.

Chinese billionaire has said that the world's best CEO will be a robot within the next 30 years. The 52-year-old founder of Alibaba - China's equivalent of eBay and the world's largest retail platform - warned that robots will bring'far more pain than happiness' in the next three decades. But he added that artificial intelligence will ultimately improve our everyday lives. Self-made billionaire and China's second richest man Jack Ma (pictured) has warned that robots rule over the world's biggest companies within 30 years Ma, who is worth £22.8 billion ($28.4 billion), said that advances in technology will render CEOs irrelevant within the next 30 years. 'In 30 years, a robot will likely be on the cover of Time Magazine as the best CEO,' Ma said in a speech over the weekend at an entrepreneurship conference in central China, according to CNN.

Siri co-founder and Apple product designer Tom Gruber envisions a future much like Black Mirror, where artificial intelligence augments human memories so we never forget anything again. 'Superhuman abilities' brought about by AI are'inevitable,' Gruber said at TED2017 today, allowing us to remember every name and song ever heard, or everything we've ever read. The expert argues that AI will work with humans – not against, as many have feared – to allow us to overcome our limitations. 'Superhuman abilities' brought about by AI are'inevitable,' Gruber said at TED2017 today, allowing us to remember every name and song ever heard, or everything we've ever read. A recent survey found that three out of four of British people believe robots are'unsafe' and could be open to attack.

China is talking with the European Space Agency about collaborating on a human settlement on the moon. The secretary general for China's space agency, Tian Yulong, disclosed the talks today in Chinese state media. The ESA has previously described its'Moon Village' as a potential international launching pad for future missions to Mars. China is talking with the European Space Agency about collaborating on a human settlement on the moon. Pictured is an artist's illustration released by the ESA last year The European Space Agency's CEO Jan Woerner said the project could allow exploration of the far side of the moon.

China's talking robot Jia Jia had a dismal first interview in English where she forgot where the Great Wall of China was. The mechanical marvel has been sent back to humanoid school to hone her skills after stumbling over basic words and phrases during the Skype interview. Jia Jia was unable to respond to basic questions about the number of letters in the alphabet or describe the American journalist she was talking to. Chinese robot Jia Jia (right) was interviewed by Kevin Kelly (left) co-founder of Wired magazine over Skype but the mechanical marvel's conversation was not coherent It took the team three years to complete the robot, which can speak, show micro-expressions, move its lips and body, yet seems to hold its head in a submissive manner. The humanoid is programmed to recognise human/machine interaction, has autonomous position and navigation and offers services based on cloud technology. This humanoid has natural eye movement, speech that is in sync with its lip movement and refers to its male creators as'lords'.