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Aaron Li
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I was revisiting the thoughts I shared on Google+ during the last 3 years and I found a good idea. Just need to find some time to fool around with it.
Some thoughts about compression: Can we design some encoding that has each symbol mapped to multiple probabilistic values? The benefit is, during the process of decoding a sequence of words, the joint density of each possible outcome can be used to determine the result. This approach does not go beyond the lower bound of Kolmogorov complexity governing the maximum compression ratio in general case, but it may work well for frequent phrases, to some extent, pieces of information that we have prior knowledge of, such as texts and human languages.

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One of the many reasons I signed up Google Glass for. Also reminds me one of the Assassin's Creed III videos (unlocked when you levelled up to around level 30-40 in Multiplayer PVP mode)... Assassin's Creed III - Animus OS (Original + Hacked) with subtitles 

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The monitor of the next generation is coming.

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"GPU-accelerated Keyword Matching and Expression Evaluation for Real-time Text Search" By Brendan Wood. 

Use 2 GPUs to handle massive stream (billions?) of tweet feed 

Perhaps in a few years Google's huge CPU-powered supercomputer cluster will become obsolete. 

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Massive distributed neural network construction & the future of machine learning: unsupervised vs supervised
For machine learning people: TechTalks.tv just posted online my NIPS 2012 Workshop talk on Deep Learning + the Google project, plus my thoughts on some future research directions for ML and computer vision. If you watch any part of this and have comments, please post them below!

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The second part of this video is a lot more interesting: How quantum computing solves the local minima problem in machine learning, and how it can quickly solve NP-hard and NP-Complete problem.

(The first part of the talk is on feature learning and choice of features.)

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They only need $200k more. The deadline is two weeks from now. Here is the trailer of season 1: Video Game High School (VGHS) - Trailer and all the episodes: http://www.rocketjump.com/category/vghs . If you like it you can help them on the link below. I sponsored $300.

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