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An Introduction to Deep Learning and it's role for IoT/ future cities
This article is a part of an evolving theme. Here, I explain the basics of Deep Learning and how Deep learning algorithms could apply to IoT and Smart city domains. Specifically, as I discuss below, I am interested in complementing Deep learning algorithms using IoT datasets. I elaborate these ideas in the Data Science for Internet of Things program which enables you to work towards being a Data Scientist for the Internet of Things (modelled on the course I teach at Oxford University and UPM โ Madrid).
10 Famous Machine Learning Experts
Unlike most other lists of top experts, this one is a hand-picked selection, not based on influence or Klout scores, or the number of Twitter followers and re-tweets, or other similar metrics. Each of these experts has his/her own Wikipedia page. Some might not even have a Twitter account. All of them have had a very strong academic and research career in the most prestigious places. Jeffrey Hawkins is the American founder of Palm Computing (where he invented the Palm Pilot) and Handspring (where he invented the Treo).
As SAG-AFTRA strikes, video game companies hit back
Close to 350 actors took their grievances to Electronic Arts in Playa Vista on Monday, marching and chanting for more pay and better working conditions for performers who do voice-over and motion-capture work on blockbuster video game titles. The picket line was the latest signal from SAG-AFTRA that it is preparing for a long fight with several prominent game companies, as both sides have failed to agree on the union's demand for residual-like payments that are commonplace in film and TV but not in the gaming industry. SAG-AFTRA also wants employers to reveal the titles of games when hiring actors, but companies including Activision Blizzard, Electronic Arts and Take Two Interactive are arguing that level of transparency is impossible and could put them at a competitive disadvantage. On Monday, the video game companies hit back, accusing SAG-AFTRA negotiators of failing to communicate the most recent proposal to its members before officially calling the strike Friday. "If I was a performer, I would want the opportunity to say yes or no," said Scott Witlin, a lawyer at Barnes & Thornburg and chief negotiator for the gaming companies, during a news conference Monday afternoon.
Is the Cost Disease Dead? - Marginal REVOLUTION
Even though William Baumol didn't win the Nobel prize this year it got me to thinking about the cost disease, as did the death last week of William Bowen, the co-author of Performing Arts โ The Economic Dilemma which brought the cost disease to public attention. The cost disease says that if two sectors have unequal levels of productivity growth then the sector with lower growth will increase in relative price. If in 1900, for example, it took 1 day of labor to produce one A good and 1 day of labor to produce one B good then the goods will trade 1:1. Now suppose that by 2000 1 unit of labor can produce 10 units of A but still only one unit of B. Now the goods trade 10:1. In other words, in 1900 the price or opportunity cost of one B was one A but in 2000 the to get one B you must give up 10 A. B goods have become much more expensive.
Chaos, Prediction and Golang: Using AWS Machine Learning to Mispredict The Mandelbrot Set
When I was a CS student about 13 years ago (damn it, I'm getting old), I was very much fascinated by Fractals. After doing some coding, debugging and fixing things, I had my first Mandelbrot explorer up and running with zoom capabilities. Then, in the closest thing I have ever had to a religious experience, I witnessed how the most simple and random looking way of generating the set produces something that is infinitely self similar and amazingly complex. It was the first time I truly understood how order can spawn out of chaos. It's one of the best examples of how chaotic systems are sensitive to initial conditions.
What will AI make possible that's impossible today?
I had the honor to be one of the warmup acts for President Obama at the White House Frontiers Conference at Carnegie Mellon University in Pittsburgh. Here is the prepared text and slides from the talk I delivered there. As you'll see if you watch the video, what I ended up saying isn't exactly what I had written out in advance, but it is reasonably close. Hearing that Bob Dylan just won the Nobel Prize for Literature, how could I not begin this talk with his famous line, "Something is happening here, but you don't know what it is, do you, Mr. Jones?" The future is full of amazing things.
Alan Lepofsky on Microsoft's New AI Tech at Ignite 2016
In 1977 when Star Wars introduced the world to C-3PO and R2D2, artificial intelligence (AI) seemed as fantastical as that galaxy far, far away. But at Ignite this year when Satya Nadella, CEO of Microsoft, took to the keynote stage it was very clear that AI is right at our feet. Instead, their vision for AI enhances the many tools we use already use at work and in our everyday lives! At day two of the conference, I had the pleasure of talking with Alan Lepofsky, Principal Analyst of Collaboration Software at Constellation Research, who was even more excited than I was about the whole thing, Check out our interview to hear more about Microsoft's new direction and what a future powered by AI tools might be like for people and businesses everywhere. Dux: Hey everybody, this is Dux.
IBM Watson: Not So Elementary
David Kenny took the helm of IBM's Watson Group ibm in February, after Big Blue acquired The Weather Company, where Kenny had served as CEO. In the months since then, the Watson business has grown dramatically, with well over 100,000 developers worldwide now working with more than three dozen Watson application program interfaces (APIs). Fortune Deputy Editor Clifton Leaf caught up with Kenny in mid-October, when IBM Watson's General Manager was in San Francisco, getting ready to open Watson West--the AI system's newest business outpost--and to launch the company's second World of Watson conference, a gathering of its burgeoning ecosystem of partners and users, in Las Vegas on Oct. 24. FORTUNE: We hear a lot of terms on the AI front these days--"artificial intelligence," "machine learning," "deep learning," "unsupervised learning," and the one IBM uses to describe Watson: "cognitive computing." KENNY: Deep learning is a subset of machine learning, which essentially is a set of algorithms. Deep-learning uses more advanced things like convolutional neural networks, which basically means you can look at things more deeply into more layers. Machine learning could work, for example, when it came to reading text. Deep learning was needed when we wanted to read an X-ray. And all of that has led to this concept of artificial intelligence--though at IBM, we tend to say, in many cases, that it's not artificial as much as it's augmented.
WTF? What's The Future? โ What's The Future of Work?
Last Thursday, I had the honor to be one of the warmup acts for President Obama at the White House Frontiers Conference at Carnegie Mellon University in Pittsburgh. Here is the prepared text and slides from the talk I delivered there. As you'll see if you watch the video, what I ended up saying isn't exactly what I had written out in advance, but it is reasonably close. Let me know if you like this format for sharing talks.) Hearing that Bob Dylan just won the Nobel Prize for Literature, how could I not begin this talk with his famous line, "Something is happening here, but you don't know what it is, do you, Mr. Jones?"
SAG-AFTRA goes on strike against video game companies
The largest actors union in Hollywood officially called a strike early Friday morning against several prominent video game companies after the two sides failed to reach an agreement on an increase in compensation for performers who do voice-over and motion-capture work for popular games. SAG-AFTRA said Friday the work stoppage began at 12:01 a.m. Friday and covers games made by the companies that went into production after Feb. 17, 2015. Many of the most sophisticated games take years to develop and bring to market, and employ large casts of actors over that development process. Members of SAG-AFTRA are planning to picket one of the companies -- Electronic Arts -- at its location in Playa Vista on Monday.