This paper reports on the findings of an ongoing project to investigate techniques to diagnose complex dynamical systems that are modeled as hybrid systems. In particular, we examine continuous systems with embedded supervisory controllers which experience abrupt, partial or full failure of component devices. The problem we address is: given a hybrid model of system behavior, a history of executed controller actions, and a history of observations, including an observation of behavior that is aberrant relative to the model of expected behavior, determine what fault occurred to have caused the aberrant behavior. Determining a diagnosis can be cast as a search problem to find the most likely model for the data. Unfortunately, the search space is extremely large. To reduce search space size and to identify an initial set of candidate diagnoses, we propose to exploit techniques originally applied to qualitative diagnosis of continuous systems. We refine these diagnoses using parameter estimation and model fitting techniques. As a motivating case study, we have examined the problem of diagnosing NASA's Sprint AERCam, a small spherical robotic camera unit with 12 thrusters that enable both linear and rotational motion.
Most people use Google's search-by-image feature to either look for copyright infringement, or for shopping. See some shoes you like on a frenemy's Instagram? Search will pull up all the matching images on the web, including from sites that will sell you the same pair. In order to do that, Google's computer vision algorithms had to be trained to extract identifying features like colors, textures, and shapes from a vast catalogue of images. Luis Ceze, a computer scientist at the University of Washington, wants to encode that same process directly in DNA, making the molecules themselves carry out that computer vision work. And he wants to do it using your photos.
On the other hand I noticed an increase in image processing competitions, where a decent graphic card/GPU-Power is required, and also a big increase in the data set size. This limits the participation possibility due to the need of a decent graphic card/GPU-Power and highspeed network. This means new investment in further compute ressources. Based on the current changes in the progression system, the privacy (activity tracker) and discussion I am wondering. Are there other sites for machine learning available?
"All you have to do is look at the attacks that have taken place recently--WannaCry, NotPetya and others--and see how quickly the industry and government is coming out and assigning responsibility to nation states such as North Korea, Russia and Iran," said Dmitri Alperovitch, chief technology officer at CrowdStrike Inc., a cybersecurity company that has investigated a number of state-sponsored hacks. The White House and other countries took roughly six months to blame North Korea and Russia for the WannaCry and NotPetya attacks, respectively, while it took about three years for U.S. authorities to indict a North Korean hacker for the 2014 attack against Sony . Forensic systems are gathering and analyzing vast amounts of data from digital databases and registries to glean clues about an attacker's infrastructure. These clues, which may include obfuscation techniques and domain names used for hacking, can add up to what amounts to a unique footprint, said Chris Bell, chief executive of Diskin Advanced Technologies, a startup that uses machine learning to attribute cyberattacks. Additionally, the increasing amount of data related to cyberattacks--including virus signatures, the time of day the attack took place, IP addresses and domain names--makes it easier for investigators to track organized hacking groups and draw conclusions about them.
For the second time in months, Syrian President Bashar al-Assad has said "we will fight on to liberate every inch of our land". The last time Assad made a similar statement, he was scolded by the Russian ambassador to the UN who said this was not in line with the Kremlin's policies. At the time, it wasn't - Russia was pushing for a political settlement and was involved in efforts with the United States to bring about a cessation of hostilities to create a conducive atmosphere for peace talks. This time around, however, Assad has so far not been told off. Instead, Russia sent its defence minister to Iran's capital Tehran to take part in talks with his Syrian and Iranian counterparts.