Now is the best time to buy a laptop--even if you're not a student. Here's what you need to know to find the best deals! 'Tis the season for heading off to school for another year of higher learning. But at the very least, there are some cool back-to-school gadgets to get excited about – including high-tech devices to keep you organized, productive and entertained while in a dorm room. And the good news is you don't have to blow your budget to get some great gear.

Acute Kidney Injury (AKI) is a common occurrence for critically ill patients in the ICU, and its early diagnosis has proven to be challenging. The accuracy of the online, machine-learning-based prediction model, AKIpredictor, was analysed for its use in a clinical setting. The study, which took place over five ICUs in Belgium, compared the predictions of AKIpredictor with physician predictions. The patient information for 250 individuals with no prior evidence of AKI or end-stage renal disease before ICU admission was used. Physicians then predicted AKI progression at three stages: at the initial admission, on the patient's first morning in the ICU and 24 hours later.

As the leading authority on coding and technology bootcamps, the team at Course Report has been researching, tracking, and sharing updates on the coding bootcamp industry since 2013. Each year, we use our knowledge and expertise to curate a list of the top data science bootcamps and data analysis bootcamps around the world. Put simply, these are the data science schools we would recommend to our own family and friends. These bootcamps teach students the skills to become a data scientist or data analyst by teaching either Python and/or R, and covering skills like data visualization, machine learning, big data, natural language processing and more. Many data science bootcamps have rigorous admissions processes and require applicants to have a degree in STEM.

So, I compared the model with ARIMA and a few interesting findings. Firstly, there doesn't appear to be any seasonal component in the data - when decomposed with statsmodels, the series simply shows a straight line. Also, ARIMA showed a mean percentage error of 23%, whereas for LSTM it was just over 8%. The daily fluctuations in electricity consumption is quite volatile, so it looks like LSTM has an advantage over ARIMA here in that it is accounting for the inherent volatility in the series. While ARIMA would usually need to be combined with a model such as GARCH to estimate this volatility, the inherent nature of LSTM allows it to handle sequential data and in this case it looks like it's handling the volatility quite well.

Technology similar to what Facebook uses for recommending what friends you should "tag" may soon be coming to hailstorms. David Gagne, a machine learning scientist at the National Center for Atmospheric Research, is using facial recognition technology to unlock the secrets behind big hail. "I'm using artificial intelligence techniques to predict the size of hailstorms," explained Gagne. Working with computer-simulated storms, he created software that is trained to determine which storms produce hail and then to recognize patterns associated with the storms behind the largest hailstones. "The shape of storms is really important."

Technology similar to what Facebook uses for recommending what friends you should "tag" may soon be coming to hailstorms.

Huawei Technologies has officially unleashed its artificial intelligence (AI) chip Ascend 910, which it says has a maximum power consumption of just 310W--lower than its originally planned specs of 350W. The chip is touted to have "more computing power than any other AI processor", delivering 256 teraflops at half-precision floating point (FP16) and 512 teraflops for integer precision calculations. The Chinese tech giant also announced the commercial availability of its MindSpore AI computing framework, which it said was designed to ease the development of AI applications and improve the efficiencies of such tools. Huawei said the AI framework handled only gradient and model data that already had been processed, so user privacy could be maintained. The platform also had "built-in protection technology" to keep AI models secured.

Research on artificial intelligence in 16th Century Prague was initially deemed a phenomenal success. By combining letters of the Hebrew alphabet in a magical arrangement, Rabbi Judah Loew ben Bezalel programmed a Golem, an animated clay figure, to protect the Jewish people from assault. But the Golem of Prague didn't always perform as expected. According to some accounts, it went on a murderous rampage, requiring Judah Loew to forcibly remove it from service. The Golem legend is an apt starting point for AI: More Than Human, a vast survey of artificial intelligence at London's Barbican Centre.

Technology, with its rapid evolution has been taking several industries across India by storm. Most experts in their field are welcoming developments like Artificial Intelligence (AI) and Internet of Things (IoT) due to their effectiveness and lack of human involvement in accomplishing a host of tasks. With regards to the business of saving lives, this evolution is truly a relief, with speed being the biggest advantage, which the healthcare industry of the country is reliant on. AI has been making inroads in this sector to ensure not just a quick turnaround, but also accessibility to those in dire need of medical aid and care. IoT too, is gradually being recognised as a key contributor to cause a paradigm shift in the industry.

MOSCOW – In a new setback for Moscow, an unmanned spacecraft carrying Russia's first humanoid robot to be sent into orbit failed to dock automatically at the International Space Station on Saturday. "Russian cosmonauts issued a command to abort the automated approach of an uncrewed Russian Soyuz spacecraft to the International Space Station," the U.S. space agency NASA said in a statement. "The craft was unable to lock onto its target at the station," and "backed a safe distance away from the orbital complex while the Russian flight controllers assess the next steps," NASA said. Russian flight controllers had told the ISS crew it appeared the problem that prevented automated docking was in the station and not the Soyuz spacecraft, NASA added. Moscow news agencies quoted the flight center control as saying the Soyuz craft had to retreat to a "secure distance" from the ISS.