I really like your Hidden Unit Zoo here http://colinmorris.github.io/rbm/zoo/ as a window into what this thing is actually "thinking" about. The "top matches" for a given hidden unit are pretty helpful.
Your examples just look like spelling errors ("contact", "framework", "Word", "square".) I got a lot of ones that looked indistinguishable from real repos, at least on first glance. E.g., "WebDashApp", "PlayFrameProject", "check-bat", "language-1", "data-cores", etc. As a random sample of just the first 5 I got.
I wonder what libdog would do. Is it meant to be used by dogs, or used by humans to interface with dogs. Or perhaps an accessibility library to make regular apps usable by dogs.
I wish this was restricted to just the 3.9 million repos of the JavaScript build systems and task runners. The remainder of the repos just tainted the training set.
I can only assume that "Scalp_game" is either a new PC title that involves phrenology, or a means by which shampoo companies can alter product ratings.
It's guaranteed to not exist in the training set (i.e. to not be a real GitHub repo that existed before 2015). But the model can certainly repeat itself.
One thing that I find amazing about this job is how it retarget the purpose of a neural network. This is not a classifier, this is not a here-are-a-bunch-of-fuzzy-images-tell-me-what-character-it-is.
This using knowledge, combines the fundamentals to create something new and plausible. A thin shadow of imagination?
It's not a new idea. Since char-rnn came out, people have been using it to generate music, generate fake linux code, write Shakespeare, make chatbots, etc. And before that people were using markov models to do the same things. There have been a lot of markov generators including a fake headline generator, and a subreddit populated entirely by markov chain bots.
it will be great if you can add some optional features to the interface, like the programming language(python, ruby, java, etc.), the category of the repo (game, development, database, etc), etc
fhood|9 years ago
mintplant|9 years ago
It looks like jashkenas is getting into the soft-serve business with "backbone.dq".
fhood|9 years ago
Maybe I should integrate all three. Who wouldn't invest in the Power-Thing Plugin-plugin, powered by git-later-test technology.
axelf4|9 years ago
Alain-lf|9 years ago
captaincrowbar|9 years ago
But I'm not sure I'd trust Data-Trater with my database.
fla|9 years ago
... internet of things is everywhere
wxs|9 years ago
spdustin|9 years ago
> Practical Applications
> None whatsoever.
Excellent write-up, and great visualizations of the hidden layers!
justinlardinois|9 years ago
Relevant xkcd: https://xkcd.com/624/
camtarn|9 years ago
"HelloWaurd", "ruby-franwork", "Contect-Server", "php-squere", "griend" (friend + grind?).
Also: "libdog". A library, for dogs. Does exactly what it says on the tin.
Houshalter|9 years ago
I wonder what libdog would do. Is it meant to be used by dogs, or used by humans to interface with dogs. Or perhaps an accessibility library to make regular apps usable by dogs.
HillRat|9 years ago
TeMPOraL|9 years ago
"grindfriend"? Sounds like a good way to call people playing MMOs with you. Or an alternative for "coworker". :D.
whatupdave|9 years ago
dasboth|9 years ago
camtarn|9 years ago
Also, the map of the imaginary Township of La Lala in the header is brilliant.
NietTim|9 years ago
zeveb|9 years ago
ythl|9 years ago
neurotrace|9 years ago
danvoell|9 years ago
gravypod|9 years ago
I got bookwark.js, I wonder what that is meant to do.
aldanor|9 years ago
asimuvPR|9 years ago
erubin|9 years ago
hectormalot|9 years ago
IgorPartola|9 years ago
MrZongle2|9 years ago
johnward|9 years ago
komali2|9 years ago
spriggan3|9 years ago
halfeatenscone|9 years ago
unknown|9 years ago
[deleted]
jorgeleo|9 years ago
This using knowledge, combines the fundamentals to create something new and plausible. A thin shadow of imagination?
Houshalter|9 years ago
dasboth|9 years ago
criloz2|9 years ago
clux|9 years ago
ExampleTester
Commanater
java-cruft
Generatter
the-git
serbrech|9 years ago
jwilk|9 years ago
unknown|9 years ago
[deleted]
glaberficken|9 years ago
=)