4,025 karma · joined February 8, 2015
The holy grail is something like: feed in some data, or parameters and have an algorithm generate the corresponding correct Bayesian inference and posterior distribution. It's very easy for scientists, even with years of knowledge and experience, to implement things incorrectly ;)
Check out Stan and Figaro:
https://www.cra.com/technical-expertise/probabilistic-modeli...
Secret of Winston Churchill's unpopular Sutherland portrait revealed
http://www.telegraph.co.uk/news/winston-churchill/11730850/S...
Kudos to both Blizzard and DeepMind. Anticipating a lot of fun with this. StarCraft 2 could indeed become the AI pedagogy standard.
The Responsive Eye (1965). Exploration into "retinal" art. Amazing how it presaged cognitive and vision sciences current obsessions with optical illusions.
Perhaps a teaching-focused site that explicates all the tips and tricks you've gleaned about atomic microscopy. Maybe featuring a WebGL microscope simulator. And extensive Youtube tutorials for beginners.
Or a data bank. Resources that would appeal to researchers rather than students. Modelled after something like the Electron Microscopy Data Bank:
http://www.ebi.ac.uk/pdbe/emdb/
Your goal is simply to convey that when it comes to this particular characterization technique, you're the world's #1 expert. Not so different than the inbound-style, content-rich influencer marketing all of us are seeking to master here ;)
Good luck!
https://www.poetryfoundation.org/poems-and-poets/poets/detai...
Had he come of political consciousness during the Digital Age, rather than the Cold War, his message would be exactly the same.
Any technological advancements that take us further away from the Mysterious Unity, the Mother of All, will necessarily bind us in webs of illusion and ultimately lead to disunity and strife.
Take an icy plunge right into the "Titanic: Machine Learning from Disaster" dataset ;)
Also worth checking out is Dylan's controversial speech upon receiving the the MusiCares Person of the Year 2015 award. I wonder what he'll have to say to the World when he gets to Stockholm ;)
Read Bob Dylan's Complete, Riveting MusiCares Speech
http://www.rollingstone.com/music/news/read-bob-dylans-compl...
And of course some essential viewing. D.A. Pennebaker's seminal documentary classic Don't Look Back which follows Dylan on his concert tour of the U.K. in 1965.
Inside Criterion's Incredible Restoration of Dylan Doc 'Don't Look Back'
http://www.rollingstone.com/movies/news/inside-the-restorati...
And from that timeless English tour, a masterful performance ;)
"It Ain't Me Babe" (Live, 5/7/65 - Free Trade Hall, Manchester, England)
The GAOs latest report suggested it would miss its 2018 first test launch due to technical challenges (software-related):
Stanford economist Paul Romer once theorized that breakthrough technologies don't really become productive for a generation. That lag time has shrunk to about a decade.
So instead of obsessing over the "vertical" invention, think about what it means to solve the "horizontal" problem. That in less than ten years time, something you take for granted today could be at the fingertips of 4B+ people ;)
Zaha Hadid’s successor: my blueprint for the future
https://www.theguardian.com/artanddesign/2016/sep/11/zaha-ha...
MIT Scratch: Create shareable stories, games and animations
Minecraft: Hour of Code
Processing: flexible software sketchbook for learning how to code within the context of the visual arts
Google Blocky: the library for building visual programming editors
That said I'm getting back into GUI editors. Anaconda for research computing. And Atom for text and code. Including Markdown.
The advantage is Atom's module system. 5000+ third-party creations. Including really edge cases. That, I believe, is due to the reach of JS/HTML/CSS.
And the way to prove if it is true or not is by "reverse induction." Remove one-by-one all the supposed "fruits" (wealth, glory, honor, respect, celebrity, etc) of your labors. And determine if it is still really important to you. Or to Us.
Alan Watts ~ Egocentricity In Humanity
http://evanw.github.io/webgl-filter/
https://inspirit.github.io/jsfeat/
Next step is definitely trying face detection in the pipeline. So you can do Snapchat style filter art ;)
But its super hard getting it to run in web media stream capture at even 30 fps!
Not sure if it's my favorite. And the subject is more technology than "tech". But the talk that keeps haunting me is Michael Dearing's lecture from the Reid Hoffman "Blitzscaling" class at Stanford:
Heroes of Capitalism From Beyond The Grave
https://www.youtube.com/watch?v=3vCdfa_aeI8
Dearing draws upon an obscure letter by Daniel McCallum, superintendant of the New York and Erie Railroad, written to his bosses in the 1850s. In the report, McCallum bemoans the stress and frustration of operating a railroad system spanning thousands of miles. All of the joy and magic he used to revel in whilst running a fifty mile stretch back in his home town has long since dissipated. Furthermore, the unit cost per mile seems to be exploding rather counter-intuitively!
Dearing goes on to elucidate the absolute necessity of the railroads ("the thing to know about the railroads is: they were startups once") themselves. As guarantors of civilization and progress. Beacons bringing light and reason to the dark swamps of ignorance and inhumanity. And not just in the physical transport of goods, people and ideas across the continent. But as the wealth created from that creative destruction remains the best cure for all of our other inimical maladies: poverty, injustice, disease and stagnation.
So, no pressure. But civilization depends upon you!
Links to References in the Talk:
Estimates of World GDP: From One Million BC to the Present
http://delong.typepad.com/print/20061012_LRWGDP.pdf
The Process of Creative Destruction by Joseph Schumpeter
http://www.econlib.org/library/Enc/CreativeDestruction.html
The Visible Hand: The Managerial Revolution in American Business by Alfred D. Chandler, Jr.
http://www.hup.harvard.edu/catalog.php?isbn=9780674940529
Report of D. C. McCallum to the stockholders of the New York and Erie Railroad
https://books.google.com/books?id=4Gc9AQAAMAAJ&pg=PA33#v=one...
Things As They Are In America by William Chambers
Bit of a Catch-22. Can't invest directly in Chinese markets until the Yuan is convertible. And closed markets affect the Yuan's stability. But foreign demand, it's in the trillions:
China’s debt markets start to stir foreign appetite
https://www.ft.com/content/7c6708f6-8627-11e6-8897-2359a58ac...
So what I'm really after is a way to iteratively "perturb" the sample in such a way that the resulting texture will smoothly reflect those changes.
Take a look at this rough illustration:
Op-Art Texture Synthesis
You mentioned rotation and mirroring type bitmap ops in your algorithm. But how do we precisely apply a series of dynamic filters to the input to "evolve" the patch? Even using overlapping kernels it seems quite intensive! And prone to artefacts...
But is your algorithm really qualitatively all that different from previous search methods (e.g. Efros and Leung), if you are still (uniform random?) sampling over the input distribution of patches?
I notice also your input textures tend to have sharp boundaries (as is common in pixel art). It would be interesting to see the results when the input has a lot of "noise", such as high def images of rocks or clouds ;)
While I still prefer search methods because they are easy to implement (and give better results), "deep" methods are definitely gaining some ground:
Deep Textures
http://bethgelab.org/deeptextures/
Combining Markov Random Fields and Convolutional Neural Networks for Image Synthesis
http://www.cnbc.com/cleveland-hustles/
Re-formatting mid-size post-industrial cities into thriving locally-focused entrepreneurial hubs provides an alternative to the NYC, LA, DC, SF model. Instead of seeking to re-locate, why not attempt to foster what you value in your own backyard first ;)
Small Tech Hubs: Buffalo, Pittsburgh, Nashville, and New Orleans want your startup
http://venturebeat.com/2016/06/26/small-tech-hubs-buffalo-pi...
https://gotocon.com/dl/goto-chicago-2016/slides/MattRanney_W...
Any speculation as to why Uber doesn't just want to use something like Netflix Eureka / Hystrix instead?
$10K revenue per month
100,000 monthly users (or 100 recurring enterprise customers)
10% monthly growth
6.869: Advances in Computer Vision (Fall 2015)
http://6.869.csail.mit.edu/fa15/index.html
Or just jump right into the deep end with OpenCV: