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211.
by BucketSort 8y ago
He has a lecture series I've posted about a few times - https://video.ias.edu/The-Practice-of-Mathematics
212.
by BucketSort 8y ago
Thanks!
213.
by BucketSort 8y ago
See Yann's tutorial on EBM: http://yann.lecun.com/exdb/publis/pdf/lecun-06.pdf We actually ran into them when doing research in our startup. It is a really powerful perspective.
214.
by BucketSort 8y ago
In my view, intelligence is an information processing problem. Neural Networks are situated in an environment to some degree. You have inputs, outputs, and then some measure of error with respect to the outputs and some objective function.
215.
by BucketSort 8y ago
Many retailers, supermarkets, etc do this. Best Buy for example has the brands Insignia, Dynex, Rocket Fish, etc. Given that Amazon owns Whole Foods and has several retail locations, it makes sense that they are adopting this classic strate
216.
by BucketSort 8y ago
"can't distinguish a corgi from a loaf of bread or specially designed white noise" You are talking about adversarial examples, which are in most cases extremely rare and not detrimental to the typical function of the image re
217.
by BucketSort 8y ago
You are memeing AI. There are many applications in AI that require heavy R&D. For example, DARPA has their XAI project[1] which calls for developing methods to build systems for interpreting the results produced by opaque ML methods. As
218.
by BucketSort 8y ago
I'm very impressed that we don't actually bill prisoners for rent, food, etc and if they can't pay, loan them money through a high interest loan that they can never pay off. Maybe they could do this and reduce interest on the
219.
A Project Based Introduction to TensorFlow.js(kexp.io)
3 points by BucketSort 8y ago|0 comments
220.
by BucketSort 8y ago
The poor performance here isn't due to TensorFlow.js itself. It has to do with how I'm updating the DOM with the colors as the network is being trained. I could make a few tweaks here to get a dramatic improvement in performance.
221.
by BucketSort 8y ago
Nice. Thanks for adding this to the list. We certainly need more visualizations of this stuff. I'll make pr to this in future visualizations I make. I'm working on one now that shows the evolution of an autoencoder's reconstr
222.
by BucketSort 8y ago
This is a great question! I have some slides that may give some background on the evolutionary themes of this question. ( Starts at slide 20 https://docs.google.com/presentation/d/1pDZLkFTFjuZzM8lIKkuC... ). I per
223.
Neural Titanic: A TensorFlow.js demo(andrewnetwork.github.io)
73 points by BucketSort 8y ago|11 comments
224.
by BucketSort 8y ago
"If we had tried to tell this story forward, we would have lost most of our audience once they encountered Tharpe’s old-fashioned dresses, twangy guitar and sanctified lyrics." This is an obnoxious piece.
225.
by BucketSort 8y ago
How does this differ from something like TensorFlow? "Nengo is used to implement networks for deep learning, vision.." is this true? Does this system even support things like automatic symbolic differentiation? This seems more lik
226.
by BucketSort 9y ago
He deserves it! A great thinker! Here's a series of lectures he gave outlining some great fundamentals of his view on mathematics ( with very little prerequsites ). - https://video.ias.edu/The-Practice-of-Mathematics
227.
by BucketSort 9y ago
Black box with a ton of telemetry being piped into black box models though.
228.
by BucketSort 9y ago
Indeed, most tools surprisingly lack this ability. I was shocked when I needed to break my calculations down to a piece-wise form when doing matrix calc with SymPy.
229.
by BucketSort 9y ago
That's the ticket. It's all about building that intuition so you can be creative with mathematics. Linear algebra in particular is an area that continues to teach me more over the years.
230.
by BucketSort 9y ago
I'm very adamant that if you really want to be an AI researcher, it starts with the mathematics. Multi-variable calculus, linear algebra,discrete math, probability and statistics are key. The classic books and courses others have sugge
231.
by BucketSort 9y ago
He does oppose Marcus' views, but he also knows neural nets are only one approach to differentiable programming. The term is confusing though. It should read like "linear programming" does, but people are not interpreting it
232.
by BucketSort 9y ago
You may have seen DeepMind's results last year where it trained 3D models to move through space in different ways, entitled "Emergence of Locomotion Behaviours in Rich Environments" ( https://arxiv.org/pdf&#x2
233.
by BucketSort 9y ago
It was most certainly the other way around. Marcus does not focus on differentiable programming in his paper. See my edit.
234.
by BucketSort 9y ago
I believe this paper by Marcus ( https://arxiv.org/ftp/arxiv/papers/1801/1801.00631.pdf ) earlier this week inspired this. Edit: I don't mean Marcus inspired the term differentiable programming; he
235.
by BucketSort 9y ago
The consumer grade EEG's you would use for this, like Open BCI, place rudimentary sensors on the scalp. There just isn't enough information from these types of sensors to give you a real look at what signals are occurring in the b
236.
by BucketSort 9y ago
Btw this is work relating to one of the famed Millennial Problems - http://www.claymath.org/millennium-problems/navier%E2%80%93s...
237.
by BucketSort 9y ago
I come from a statically typed background (C++), but have been doing a lot of analytics in python in the past two years. It is frustrating not to have compile time guarantees when dealing with mathematical programs, because some things have
238.
by BucketSort 9y ago
This is GREAT! Reminds me of the http://explorabl.es/ project. The library it links to is very cool as well - http://jsxgraph.uni-bayreuth.de/wp/
239.
by BucketSort 9y ago
A notebook I made for exploring this relationship. If you have Jupyter notebooks setup, you can change the parameters and see how this works in a more interactive setting: https://github.com/Andrewnetwork/WorkshopScipy&
240.
by BucketSort 9y ago
I did not expect such a response to my post. Thank you for making the issue, and I updated it with a MIT licence. In my defense, this is a repo I cobbled together on the side for my AI group. I did not expect it to get a lot of attention ou

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