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How quants use models for stock market prediction

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I am learning machine learning to use it for stock market price forecasting. While doing that I got this question. If we take any country with stock exchange they have more than one investment assests for trading and investing such as commodity, stock, futures,option,forex etc. Lets say a quant wants to make a machine learning model for stock price prediction in US market. There are thousands of companies (about 2800) stocks are listed in NYSE. How a quant will make a ML model for predicting stock price?


I am sending pouting selfies to a robot. Its AI is well buff

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I like to pick roses on a summer's day and meeting friends. I dearly wish for world peace. I hope to work with children, just as soon as I have completed my doctorate in astrophysics. Not really, but I am in training. I am about to enter a beauty contest.


Intelligent Machines: Do we really need to fear AI? - BBC News

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Picture the scenario - a sentient machine is "living" in the US in the year 2050 and starts browsing through the US constitution. Having read it, it decides that it wants the opportunity to vote. Oh, and it also wants the right to procreate. Pretty basic human rights that it feels it should have now it has human-level intelligence. "Do you give it the right to vote or the right to procreate because you can't do both?" asks Ryan Calo, a law professor at the University of Washington.


Computer Vision: Where are we and what's next for CV? ITProPortal.com

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Computer Vision (CV) is an engine that can understand and separate the visual components of either a still or moving image. It currently has many practical applications but we are likely to see further uses in the next five years which will greatly impact and shape the tech sector. The current uses of CV are wide ranging. From an everyday standpoint, companies such as Shutterstock and Facebook are using the technology to improve their user experience, by making photo navigation easier. At the other end of the spectrum of usage, surveillance and security agencies are also increasingly relying on CV technology in order to better analyse CCTV footage.


IBM Extends Health Care Bet With Under Armour, Medtronic

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IBM announced a deal with sports and fitness retailer Under Armour Inc. to use machine learning technology from Watson and showed off an application for diabetic care developed with the supercomputer's data, highlighting the company's effort to expand Watson's capabilities for the health-care industry. IBM and Under Armour released an updated fitness application for Apple Inc.'s iPhones that uses data powered by Watson, IBM Chief Executive Officer Ginni Rometty said Wednesday in a speech at the International Consumer Electronics Show in Las Vegas. Separately, Medtronic Plc CEO Omar Ishrak joined Rometty on stage to unveil a prototype for a diabetes-management app that tests have shown may be capable of predicting hypoglycemic events as early as three hours in advance. The application still needs to go through regulatory review -- it will roll out this summer, Rometty said. The ability to predict the hypoglycemic events is a "breakthrough," she said.


This Web Bot Can Automatically Design Hundreds of Logos for You

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It's hard to deny that technological breakthroughs have benefited modern designers, but it has also become increasingly clear that advances in artificial intelligence could have a big impact on the future of human creativity. Case in point are hyper-personalized programs like Mark Maker, a new prototype that generates logos and refines them based on the user's feedback. Using a genetic algorithm, Mark Maker generates logos based on a random "gene pool"; when logos are "liked" by the user, new logos are then created by borrowing and recombining their traits. Each logo is created by breaking a design in half, so that it contains both a base design and an accent element. The result is a system that "learns" and can create a personalized, visual vernacular for virtually any company, while also hinting at possibly significant changes in the lives of human designers.


New interactive "robot goddess" unveiled in east China - Xinhua

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The University of Science and Technology of China on Friday officially launched the robot "Jiajia" it invented for interactive experience. HEFEI, April 15 (Xinhua) -- A new interactive robot, named Jia Jia, was unveiled Friday by the University of Science and Technology of China (USTC) in Hefei, capital of east China's Anhui Province. Welcome!" the eye-catching robot said as it greeted the audience at the university's multi-media center. "Don't come too close to me when you are taking a picture. It will make my face look fat," Jia Jia said. Jia Jia was developed by a robot research and development team at the USTC, which also developed the model service robot "Kejia." It took the team three years to research and develop this new-generation interactive robot, which can speak, show micro-expressions, move its lips, and move its body, according to team director Chen Xiaoping. Compared to previous interactive robots, Jia Jia's eyeballs roll naturally and its speech is in sync with its lip movements, in addition to her human-like form, Chen said. Jia Jia can not cry or laugh and these are areas to be developed, Chen added. "We hope to develop the robot so it has deep learning abilities.


IoT Won't Work Without Artificial Intelligence

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As the Internet of Things (IoT) continues its run as one of the most popular technology buzzwords of the year, the discussion has turned from what it is, to how to drive value from it, to the tactical: how to make it work. IoT will produce a treasure trove of big data – data that can help cities predict accidents and crimes, give doctors real-time insight into information from pacemakers or biochips, enable optimized productivity across industries through predictive maintenance on equipment and machinery, create truly smart homes with connected appliances and provide critical communication between self-driving cars. The possibilities that IoT brings to the table are endless. As the rapid expansion of devices and sensors connected to the Internet of Things continues, the sheer volume of data being created by them will increase to a mind-boggling level. This data will hold extremely valuable insight into what's working well or what's not – pointing out conflicts that arise and providing high-value insight into new business risks and opportunities as correlations and associations are made.



Artificial Intelligence Investing, P1

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Nathan Benaich of Playfair Capital joins Nick to cover Artificial Intelligence Investing, Part 1.