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How to Cope with a Lack of Data in Machine Learning

#artificialintelligence

Voice technology interviews hosted by Carl Robinson. This show brings you the latest research and developments in the field of voice technology, through a series of entertaining, inspirational, and informative conversations with voice technology experts. You'll hear about the latest products and concepts in voice, get new ideas for your own voice projects, and learn about the tools and techniques that will turn those ideas into reality. I conduct interviews with people who've actually implemented voice technologies in a project, including academic researchers, CTOs, engineers and software developers, voice interface designers, product managers, human computer interaction experts and more. We delve into all aspects of voice technology, including the enabling technologies such as speech recognition such as speech-to-text (STT) and speech-to-intent; voice synthesis such as text-to-speech (TTS); transformation of identity/emotion; AI, machine learning and data science related to voice audio; and natural language processing (NLP).


Our Favorite 25 Wired Covers of All Time

WIRED

Much like a blockbuster movie poster or a photo on a book of donut recipes, a magazine cover is an essential opportunity to grab a reader and tell them what delicious stories are inside, with as much wit and visual persuasion possible. And while the Bengali typhoon of the digital revolution may have wiped away the importance of a print cover to sell magazines, the cover is still very important to us as a piece of design work and a symbolic representation of the issue. Planning the ultimate cover is an insane process. We always seem to have so much time for it โ€ฆ until we don't. You would think a month would always be enough, but no. Sometimes we know months in advance what the cover story is going to be; other times we don't find out until a couple weeks before we ship an issue to the printer. The same goes with cover art.


Researchers build AI that scans source for fake news

#artificialintelligence

In a bid to combat fake news, researchers at the MIT's CSAIL and Qatar's Computing Research Institute have built an artificially intelligent system that is capable of scanning not the news per say, but its source to identify for falsehood. The AI, which is still under development, uses machine learning algorithm which has been trained using Media Bias/Fact Check's analysis of over 2,000 news outlets to look for the linguistic cues of sites that push fake or distorted news, Engadget reported. Additionally, the machine learning approach is also capable of drawing links between a site's authenticity and its Wikipedia page or web addresses. However, the system is not perfect yet, and can only detect accuracy with 65 percent effectiveness and bias with 70 percent.


The AI Gold Rush: Artificial Intelligence And Machine Learning

#artificialintelligence

We are on the verge of the AI gold rush. Like the prospectors of the infamous historical gold rush, however, only a few leading organizations will strike gold. Real economic growth will be achieved by the companies selling the equivalent of picks, food, supplies, shovels, and jeans for artificial intelligence and machine learning. Think of all the tools required: training data, governance tools, consulting and integration services, and most critical, the creation of new sustainable revenue models. Startups, incumbent tech companies, and corporate innovation centers have already started using artificial intelligence and machine learning to solve real business problems across nearly every industry, including manufacturing, healthcare, transportation, and energy.


H2O.ai Announces Industry Leading Lineup for H2O AI World London 2018

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H2O.ai, the open source leader in AI, today announced the latest additions to the speaker lineup for H2O AI World London, a two-day interactive event featuring deep-dive technical sessions, talks on real-world business use cases and hands-on training. With speakers from PwC, Barclays, NVIDIA, IBM, Citi and more, the conference will bring together data scientists, business analysts and executives across multiple industries to discuss the latest trends in artificial intelligence, machine learning and data science, important use cases and the biggest challenges currently facing the industry. Join H2O.ai in London to connect with the community and learn how to harness the full value of AI, ML, deep learning and data science from industry-recognized speakers and hands-on training sessions. Register here to secure your spot. On day one of the conference, sessions will focus on hands-on technical training for H2O.ai's groundbreaking products, H2O Driverless AI, H2O-3 and Sparkling Water, to empower data scientists and analysts of all levels to work on projects faster and more efficiently through automation and state-of-the-art computing power.


Former CNN Exec Klein Brings News on Artificial Intelligence - Broadcasting & Cable

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Why This Matters: While TV companies tout navigation, Silicon Valley giants are using AI, personalization to draw viewers to OTT. Leave it to a reporter to find a good navigation tool. Former CBS News and CNN executive Jon Klein believes the TV business needs artificial intelligence to compete with the digital giants whose streaming and over-the-top video offering are accumulating viewers and revenues. Klein is worth listening to. At CNN, he was an early adopter of social media as a newsgathering tool.


The combination of context information to enhance simple question answering

arXiv.org Artificial Intelligence

Abstract--With the rapid development of knowledge base, question answering based on knowledge base has been a hot research issue. In this paper, we focus on answering singlerelation factoid questions based on knowledge base. We build a question answering system and study the effect of context information on fact selection, such as entity's notable type, outdegree. Experimental results show that context information can improve the result of simple question answering. Question answering (QA) is a classic natural language processing task, which aims at building systems that automatically answer questions formulated in natural language [1]. In recent years, several large-scale general purpose knowledge bases (KBs) have been constructed, including Freebase [2], YAGO [3], DBpedia [4] and Wikidata [5] .


Killer robots are almost a reality and need to be banned, warns leading AI scientist

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The technology to create killer robots is already here and needs to be banned, a leading artificial intelligence scientist has warned. Stuart Russell, a professor of computer science at Berkeley University, California, said "allowing machines to choose to kill humans" would be "devastating" for world peace and security. The professor, who has worked in the field of artificial intelligence (AI) for more than 35 years, also warned that the window to ban lethal robots was "closing fast". His warning comes as campaigners are making the case at the United Nations (UN) this week for a global prohibition on lethal autonomous weapons systems. Yesterday the pressure group, the Campaign to Stop Killer Robots, showed a short film it produced to a meeting of countries participating in the Convention on Conventional Weapons, which painted a dystopian scenario based on existing technologies.


Netflix 'addict' reportedly checks into treatment in Indian clinic's first case

USATODAY - Tech Top Stories

Here is what is streaming on Netflix in October of 2018, including "Empire Records," the second season of "Big Mouth" and "Making a Murderer: Part 2" USA TODAY Netflix eats up 15% of the global internet's bandwidth capacity by streaming video to over 125 million users. Netflix knows it has a grip on viewers: The average subscriber streamed 50 minutes of Netflix a day last year, according to a CNBC report, and CEO Reed Hastings admits he wants to keep you watching. "You know, think about it, when you watch a show from Netflix and you get addicted to it, you stay up late at night," Hastings said in an earnings call last year, per Recode. Now, a Netflix superuser in India who watched more than seven hours a day has admitted he needs help, the Hindu reported. The unidentified 26-year-old checked into the National Institute of Mental Health and Neurosciences in Bangalore last week after using Netflix to escape the reality of his unemployment for six months, according to the newspaper.


Amazon Echo Show (2018) review: Much-needed refinements

Engadget

When Amazon unveiled the Echo Show last year, many people made fun of it for its bulky, awkward appearance. But it proved to be a pioneer in the smart display category, showing that adding a screen to a voice assistant was actually useful. So much so, that Google followed a few months later with its own line of Echo Show rivals, thanks to partners like Lenovo and JBL. Google's smart displays were better-looking and had a more intuitive interface, with desirable features like step-by-step recipes and YouTube integration. Amazon must have taken note of the competition, however, because the new Echo Show has undergone a serious upgrade, with an improved design, superior sound quality and enhanced entertainment options.