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10 Charts That Will Change Your Perspective On Artificial Intelligence’s Growth - by @louiscolumbus
"Machine Learning, Deep Learning and Natural Language Processing (NLP) are the three most in-demand skills on Monster.com. Just two years ago NLP had been predicted to be the most in-demand skill for application developers creating new AI apps. In addition to skills creating AI apps, machine learning techniques, Python, Java, C++, experience with open source development environments, Spark, MATLAB, and Hadoop are the most in-demand skills. Based on an analysis of Monster.com entries as of today, the median salary is $127,000 in the U.S. for Data Scientists, Senior Data Scientists, Artificial Intelligence Consultants and Machine Learning Managers."
business  technology  software  ai  startups  artificial  intelligence  byline=louis  columbus  louis  machine  learning  stanford  one  hundred  year  study  on  (ai100)  university 
4 days ago by jonerp
Stanford University: Tensorflow for Deep Learning Research
Course Description
TensorFlow is a powerful open-source software library for machine learning developed by researchers at Google. It has many pre-built functions to ease the task of building different neural networks. TensorFlow allows distribution of computation across different computers, as well as multiple CPUs and GPUs within a single machine. TensorFlow provides a Python API, as well as a less documented C++ API. For this course, we will be using Python.

This course will cover the fundamentals and contemporary usage of the Tensorflow library for deep learning research. We aim to help students understand the graphical computational model of TensorFlow, explore the functions it has to offer, and learn how to build and structure models best suited for a deep learning project. Through the course, students will use TensorFlow to build models of different complexity, from simple linear/logistic regression to convolutional neural network and recurrent neural networks to solve tasks such as word embedding, translation, optical character recognition, reinforcement learning. Students will also learn best practices to structure a model and manage research experiments.
stanford  machine_learning  TensorFlow  education 
10 days ago by amy
Stanford Lecture: Don Knuth's Christmas Tree Lecture 2017 - YouTube
From HN: "I attended this on Thursday. Knuth started with a problem about rectangles inside rectangles (https://imgur.com/faWRt2q — it's going to be an exercise in 7.2.2.1 of TAOCP when that's published, currently in the draft version of Pre-Fascicle 5C). He worked through some small cases, made a conjecture, showed a problem submitted to the Monthly, and lots of cool stuff with generating functions. The lecture was also peppered with jokes and cool stories, including a fascinating conjecture by Bill Gosper, who has a long history of coming up with these Ramanujan-like identities. He also showed a wonderful conjecture (involving queens on an infinite chessboard) that he thinks may never be proved, and showed a snippet of his CWEB program for the problem." https://news.ycombinator.com/item?id=15898919
knuth  video  youtube  stanford  talk  lecture  math  cs 
20 days ago by joecamel
Design Thinking is Kind of Like Syphilis — It’s Contagious and Rots Your Brains
"Miller never bothers to define all the modes, and we will consider them more below. But for now, we should just note that the entire model is based on design consulting: You try to understand the client’s problem, what he or she wants or needs. You sharpen that problem so it’s easier to solve. You think of ways to solve it. You try those solutions out to see if they work. And then once you’ve settled on something, you ask your client for feedback. By the end, you’ve created a “solution,” which is also apparently an “innovation.”

Miller also never bothers to define the liberal arts. The closest he comes is to say they are ways of “thinking that all students should be exposed to because it enhances their understanding of everything else.” Nor does he make clear what he means by the idea that Design Thinking is or could be the new liberal arts. Is it but one new art to be added to the traditional liberal arts, such as grammar, logic, rhetoric, math, music, and science? Or does Miller think, like Hennessy and Kelly, that all of education should be rebuilt around the DTs? Who knows.

Miller is most impressed with Design Thinking’s Empathize Mode. He writes lyrically, “Human-centered design redescribes the classical aim of education as the care and tending of the soul; its focus on empathy follows directly from Rousseau’s stress on compassion as a social virtue.” Beautiful. Interesting.

But what are we really talking about here? The d.school’s An Introduction to Design Thinking PROCESS GUIDE says, “The Empathize Mode is the work you do to understand people, within the context of your design challenge.” We can use language like “empathy” to dress things up, but this is Business 101. Listen to your client; find out what he or she wants or needs.

Miller calls the Empathize Mode “ethnography,” which is deeply uncharitable — and probably offensive — to cultural anthropologists who spend their entire lives learning how to observe other people. Few, if any, anthropologists would sign onto the idea that some amateurs at a d.school “boot camp,” strolling around Stanford and gawking at strangers, constitutes ethnography. The Empathize Mode of Design Thinking is roughly as ethnographic as a marketing focus group or a crew of sleazoid consultants trying to feel out and up their clients’ desires.

What Miller, Kelly, and Hennessy are asking us to imagine is that design consulting is or could be a model for retooling all of education, that it has some method for “producing reliably innovative results in any field.” They believe that we should use Design Thinking to reform education by treating students as customers, or clients, and making sure our customers are getting what they want. And they assert that Design Thinking should be a central part of what students learn, so that graduates come to approach social reality through the model of design consulting. In other words, we should view all of society as if we are in the design consulting business."



In recent episode of the Design Observer podcast, Jen added further thoughts on Design Thinking. “The marketing of design thinking is completely bullshit. It’s even getting worse and worse now that [Stanford has] three-day boot camps that offer certified programs — as if anyone who enrolled in these programs can become a designer and think like a designer and work like a designer.” She also resists the idea that any single methodology “can deal with any kind of situation — not to mention the very complex society that we’re in today.”

In informal survey I conducted with individuals who either teach at or were trained at the top art, architecture, and design schools in the USA, most respondents said that they and their colleagues do not use the term Design Thinking. Most of the people pushing the DTs in higher education are at second- and third-tier universities and, ironically, aren’t innovating but rather emulating Stanford. In afew cases, respondents said they did know a colleague or two who was saying “Design Thinking” frequently, but in every case, the individuals were using the DTs either to increase their turf within the university or to extract resources from college administrators who are often willing to throw money at anything that smacks of “innovation.”

Moreover, individuals working in art, architecture, and design schools tend to be quite critical of existing DT programs. Reportedly, some schools are creating Design Thinking tracks for unpromising students who couldn’t hack it in traditional architecture or design programs — DT as “design lite.” The individuals I talked to also had strong reservations about the products coming out of Design Thinking classes. A traditional project in DT classes involves undergraduate students leading “multidisciplinary” or “transdisciplinary” teams drawing on faculty expertise around campus to solve some problem of interest to the students. The students are not experts in anything, however, and the projects often take the form of, as one person put it, “kids trying to save the world.”

One architecture professor I interviewed had been asked to sit in on a Design Thinking course’s critique, a tradition at architecture and design schools where outside experts are brought in to offer (often tough) feedback on student projects. The professor watched a student explain her design: a technology that was meant to connect mothers with their premature babies who they cannot touch directly. The professor wondered, what is the message about learning that students get from such projects? “I guess the idea is that this work empowers the students to believe they are applying their design skills,” the professor told me. “But I couldn’t critique it as design because there was nothing to it as design. So what’s left? Is good will enough?

As others put it to me, Design Thinking gives students an unrealistic idea of design and the work that goes into creating positive change. Upending that old dictum “knowledge is power,” Design Thinkers giver their students power without knowledge, “creative confidence” without actual capabilities.

It’s also an elitist, Great White Hope vision of change that literally asks students to imagine themselves entering a situation to solve other people’s problems. Among other things, this situation often leads to significant mismatch between designers’ visions — even after practicing “empathy” — and users’ actual needs. Perhaps the most famous example is the PlayPump, a piece of merry-go-round equipment that would pump water when children used it. Designers envisioned that the PlayPump would provide water to thousands of African communities. Only kids didn’t show up, including because there was no local cultural tradition of playing with merry-go-rounds.

Unsurprisingly, Design Thinking-types were enthusiastic about the PlayPump. Tom Hulme, the design director at IDEO’s London office, created a webpage called OpenIDEO, where users could share “open source innovation.” Hulme explained that he found himself asking, “What would IDEO look like on steroids? [We might ask the same question about crack cocaine or PCP.] What would it look like when you invite everybody into everything? I set myself the challenge of . . . radical open-innovation collaboration.” OpenIDEO community users were enthusiastic about the PlayPump — even a year after the system had been debunked, suggesting inviting everyone to everything gets you people who don’t do research. One OpenIDEO user enthused that the PlayPump highlighted how “fun can be combined with real needs.”

Thom Moran, an Assistant Professor of Architecture at the University of Michigan, told me that Design Thinking brought “a whole set of values about what design’s supposed to look like,” including that everything is supposed to be “fun” and “play,” and that the focus is less on “what would work.” Moran went on, “The disappointing part for me is that I really do believe that architecture, art, and design should be thought of as being a part of the liberal arts. They provide a unique skill set for looking at and engaging the world, and being critical of it.” Like others I talked to, Moran doesn’t see this kind of critical thinking in the popular form of Design Thinking, which tends to ignore politics, environmental issues, and global economic problems.

Moran holds up the Swiffer — the sweeper-mop with disposable covers designed by an IDEO-clone design consultancy, Continuum — as a good example of what Design Thinking is all about. “It’s design as marketing,” he said. “It’s about looking for and exploiting a market niche. It’s not really about a new and better world. It’s about exquisitely calibrating a product to a market niche that is underexploited.” The Swiffer involves a slight change in old technologies, and it is wasteful. Others made this same connection between Design Thinking and marketing. One architect said that Design Thinking “really belongs in business schools, where they teach marketing and other forms of moral depravity.”

“That’s what’s most annoying,” Moran went on. “I fundamentally believe in this stuff as a model of education. But it’s business consultants who give TED Talks who are out there selling it. It’s all anti-intellectual. That’s the problem. Architecture and design are profoundly intellectual. But for these people, it’s not a form of critical thought; it’s a form of salesmanship.”

Here’s my one caveat: it could be true that the DTs are a good way to teach design or business. I wouldn’t know. I am not a designer (or business school professor). I am struck, however, by how many designers, including Natasha Jen and Thom Moran, believe that the DTs are nonsense. In the end, I will leave this discussion up to designers. It’s their show. My concern is a different one — namely that… [more]
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24 days ago by robertogreco

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