Linear regression: Oldest type of regression, designed 250 years ago; computations (on small data) could easily be carried out by a human being, by design. Can be used for interpolation, but not suitable for predictive analytics; has many drawbacks when applied to modern data, e.g. A better solution is piecewise-linear regression, in particular for time series. Logistic regression: Used extensively in clinical trials, scoring and fraud detection, when the response is binary (chance of succeeding or failing, e.g. for a new tested drug or a credit card transaction). Suffers same drawbacks as linear regression (not robust, model-dependent), and computing regression coeffients involves using complex iterative, numerically unstable algorithm.

Artificial intelligence came alive in the 80s with many startups, governments, and large enterprises deploying new systems that executed tasks typically performed by human experts. These were largely rule-based systems that encoded behaviors in rules versus the strict procedural logic of traditional programming languages. Then, as memory became more affordable, systems were able to handle much more computationally-intense tasks such as machine learning, planning and scheduling, and natural language understanding. Now in the age of Big Data, many believe AI has completely changed the tech landscape, but in some ways, as the Talking Heads song goes, it's the "same as it ever was". What remains the same are the core elements of an intelligent application.

SYS-CON Events announced today that Fusion, a leading provider of cloud services, will exhibit at SYS-CON's 20th International Cloud Expo, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Fusion, a leading provider of integrated cloud solutions to small, medium and large businesses, is the industry's single source for the cloud. Fusion's advanced, proprietary cloud service platform enables the integration of leading edge solutions in the cloud, including cloud communications, cloud connectivity, and cloud computing. Fusion's innovative, yet proven cloud solutions lower our customers' cost of ownership, and deliver new levels of security, flexibility, scalability, and speed of deployment. For more information, please visit http://www.fusionconnect.com.

An artificial intelligence program has written a Christmas carol. Researchers at the University of Toronto used their "" program to write a Christmas carol based off of a "Christmassy photograph," The Guardian reports. The scientists simply uploaded the photograph into a computer hosting the program and then "let it do its thing." The artificial intelligence program then wrote several lines of lyrics and sang them to music it Read More ... Tags: Computer systems Computer Software Artificial intelligence Google's DeepMind'Lab' opens up source code, joins race to develop artificial general intelligence Following right on its heels came Google's that, its machine learning platform, has created a "lab." The DeepMind Lab offers a 3D training environment, and its entire code library is now available on the open source hosting service GitHub. With Universe, OpenAI aimed to address a primary challenge for AI research, which is a lack of "a large variety of realistic environments [for AI agents to] learn progressively more Read More ... Tags: Computer systems Artificial intelligence Artificial general intelligence Places: Americas North America United States Microsoft's digital assistant, Cortana, could be getting an upgrade--and Intel may be helping.

An artificial intelligence program has written a Christmas carol. Researchers at the University of Toronto used their "neural karaoke" program to write a Christmas carol based off of a "Christmassy photograph," The Guardian reports. The scientists simply uploaded the photograph into a computer hosting the program and then "let it do its thing." The artificial intelligence program then wrote several lines of lyrics and sang them to music it composed during the process. All things considered, the results were impressive, but the artificial intelligence-generated Christmas carol still falls flat in many ways.

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Today's workforce and automation of key functions is moving us toward an unprecedented level of innovation. One recent study from KPMG found that about three out of every four U.S. tech industry CEOs believe automation and machine learning are likely to replace at least 5 percent of their manufacturing, technology, sales, and marketing workforce by 2019. Yet the same study found that over half of the executives expect their organization's headcount to grow by at least 6 percent. While some big businesses might assume A.I. is their ticket to paying less in labor costs, if we go this route we're selling our workforces short. The human brain possesses something computers still don't: mindfulness.

As the AI era continues to unfold, the idea of a future driven by artificial intelligence can evoke mixed emotions.Microsoft (NASDAQ: MSFT) co-founder and Chairman Bill Gates referred to AI as the "holy grail" in computer science. On the other hand, and taking a far more apocalyptic perspective, Tesla CEO Elon Musk likened the development of artificial intelligence technologies to "summoning the demon." Regardless of our feelings on the matter, artificial intelligence is set to play an increasingly prominent role in our day-to-day lives. Let's examine 9 statistics that speak to how artificial intelligence is set to become one of the most important technology trends of our lifetimes. Forget GE! Heres how to play the largest growth opportunity in history Forget GE! Heres how to play the largest growth opportunity in history In a survey of corporate executives, 32% of respondents said voice recognition software like Apple'sSiri, Alphabet's (NASDAQ: GOOG) (NASDAQ: GOOGL) Google Assistant, and Amazon.com's

How will AI shape the average North American city by 2030? A panel of experts assembled as part of a century-long study into the impact of AI thinks its effects will be profound. The One Hundred Year Study on Artificial Intelligence is the brainchild of Eric Horvitz, technical fellow and a managing director at Microsoft Research. Every five years a panel of experts will assess the current state of AI and its future directions. The first panel, comprised of experts in AI, law, political science, policy, and economics, was launched last fall and decided to frame their report around the impact AI will have on the average American city.

As the AI era continues to unfold, the idea of a future driven by artificial intelligence can evoke mixed emotions.Microsoft (NASDAQ: MSFT) co-founder and Chairman Bill Gates referred to AI as the "holy grail" in computer science. On the other hand, and taking a far more apocalyptic perspective, Tesla CEO Elon Musk likened the development of artificial intelligence technologies to "summoning the demon." Regardless of our feelings on the matter, artificial intelligence is set to play an increasingly prominent role in our day-to-day lives. Let's examine 9 statistics that speak to how artificial intelligence is set to become one of the most important technology trends of our lifetimes. Forget GE! Heres how to play the largest growth opportunity in history Forget GE! Heres how to play the largest growth opportunity in history In a survey of corporate executives, 32% of respondents said voice recognition software like Apple'sSiri, Alphabet's (NASDAQ: GOOG) (NASDAQ: GOOGL) Google Assistant, and Amazon.com's