The test for what is'fair' is a matter of degree and the impression the court forms of the defendant's conduct.

X, formerly known as the Google X lab before spinning off into a new unit under parent Alphabet after a company restructuring, has tapped artificial intelligence to drive one of its most popular projects. Project Loon, which looks to launch balloons into the stratosphere to provide internet access to users on Earth, made a major breakthrough recently. One of its balloons was able to stay up in Peruvian airspace for 98 days, an impressive feat considering the difficulty to keep a balloon at a certain spot for a long period of time. The breakthrough was announced by the Project Loon team through its official Google page, where it stated that it was hard at work in the development of the navigation technology that its balloons will use. The latest updates were put to the test this summer on one of Project Loon's flights, launching the balloon from a site in Puerto Rico and then having it travel to Peru.

Mad Street Den, an India-U.S. startup focused on artificial intelligence that was started by ex-Silicon Valley founders, has pulled in an undisclosed Series A round of funding from Sequoia Capital India. Existing investors Exfinity Ventures and growX Ventures also took part. The two-and-a-half-year-old company is registered in the U.S. but principally located in Chennai, India, with offices in London and San Francisco. Mad Street Den was founded by husband and wife duo Anand Chandrasekaran and Ashwani Asokan who spent more than 25 years combined working in the U.S. -- he is a neuroscientist who graduated Stanford, while she spent most of her career Stateside with Intel Labs. We wrote about Mad Street Den when it picked up a 1.5 million seed round in January 2015.

This topic doesn't have much to do with nicer code, but there is probably some overlap in interest. However, some of the topics that we cover arise naturally here, so read on! MCMC is simply an algorithm for sampling from a distribution. The term stands for "Markov Chain Monte Carlo", because it is a type of "Monte Carlo" (i.e., a random) method that uses "Markov chains" (we'll discuss these later). MCMC is just one type of Monte Carlo method, although it is possible to view many other commonly used methods as simply special cases of MCMC.

Salesforce has been talking about building AI into its wide-ranging cloud portfolio for the last couple of years, and teased the Einstein brand more recently. After acquiring a long list of startups developing cognitive computing or AI technologies and assembling a team of 175 data scientists, it's ready to demonstrate what Einstein looks like beyond a cartoon version of the world's most famous German scientist. With the release, Salesforce is bringing to its CRM and other line of business software tools the AI layer that others in the industry are also looking to provide. Putting rapidly-scalable cloud computing power towards crunching huge data sets seems to be a focus for many vendors, as John Ball, senior vice-president and general manager of Einstein at Salesforce says. "Everyone and everything is connected. All those connections are generating vastly more data than ever before and thanks to the cloud, we have access to vast computing capability," he says.

According to Elo's research, the biggest threat for the well-being of Finnish entrepreneurs seem to be the challenge of time management and the lack of supporting networks. This is one of the challenges hackers in'Elo Data Science Hack' hackathon are set to solve. "The aim of our hackathon is to help entrepreneurs flourish and maintain balance in their working life. As Finland's most popular employment pension insurer, we feel passionate about Finnish entrepreneurs' well-being. We have over 85,000 customers and the only way to reach each and every one of them is with digital solutions. This also calls for a new kind of intelligent services," tells Satu Huber, CEO of Elo Mutual Pension Insurance Company.

Ben Robinson, chief strategy & marketing officer at banking software firm Temenos, explains how the future of finance will be shaped by artificial technology. Google's DeepMind triumph this year over one of the world's highest ranked champions at Go is a sign: computers with artificial intelligence (AI) are learning how to outperform us. If computers can learn to beat us at a game, why not at things that we can't afford to get wrong – medical diagnostics, risk analysis, legal and investment advice? And what effect over time – say 20 years – will this have on the way a host of services, such as banking, are delivered? "Service will be all about data and algorithms," David Brear, co-founder and CEO at 11:FS recently suggested.

Chatbots are not new, especially for this generation. In fact, back in 2000, if any of you had ever been an avid user of AOL Instant Messenger, you probably tried chatting with its bot, SmarterChild. I used it to request movie times and to be honest, called him names too (apparently, he didn't mind). SmarterChild was the only bot at that time and was loved for so many reasons. Who knew he would rest in peace so soon?

Scientists at Sony have claimed that they have created "first-ever entire songs composed by Artificial Intelligence". The two songs'Daddy's Car' and'Mister Shadow' have been developed using'FlowMachines', an AI system that learns music styles from a vast database of songs to compose new songs. 'Daddy's Car' has been composed in the style of the English band'The Beatles'.

Sony recently released two songs composed by AI and French composer Benoît Carré arranged, produced the songs, and wrote the lyrics. Sony has also announced a full album made by their AI to be released in 2017. Earlier, AI had written the screenplay for a short film (though it doesnt make too much sense, for now). It is already known that many media sources, including Yahoo, have been using AI to write articles for their websites. AI at Google has attempted its hand at poetry and with good result.