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Limits of AI – inklings of

I adore Jeff Jonas work for IBM, and his take on Big Data. So from time to time I check his blog. I stumbled upon his update on the G2 sensemaking engine a while ago. As I reread it today a thought struck me: One of the limits to AI stems not from the algorithms deployed, or their processing power. But from their access to input, to data. From their lack of senses, if you will.

AIA human infant is born with all 5 senses wide open, and an infinte stream of information constantly available, or, more concise, unmutable. Human senses seem custom tailored to interface reality. Much has been written about the ability of the unconcious to parallel-process Megabits of information vs. the 7 or so bits the concious mind can access simultaneously.

Computers on the other hand have to rely on humans to feed them information. Now we have two problems at hand here:

1) Translational loss: As information is digitized, a lot of context gets lost and left out, equaling a substantial bandwidth reduction.

2) Selection bias: In decinding what to feed an algorithm, we choose what’s important for us, vs what would be optimal for AI performance. A nontrivial issue as algorithms scale in complexity.

This in turn severely limits an AIs ability to truly learn and scale. Now I don’t claim to be an expert on AI. But this clearly merits some consideration. If you have any input or information on how this is addressed please share.

building the perfect NAS

I recently bought a Zyxel NSA 210 NAS, which, truth be told, really really sucks. No telnet, No ssh, you can only administer it via a rather slow and cumbersome web interface, that takes all of my patience just to copy all the music I have to the folder I wish to.

I shortly experimented with using an FFP stick, but the system wasn’t that stable, leaving me unable to login to the web interface after a couple of days use for more than once.

So, I decided to get rid of it, and finding QNAP and Synology a little expensive for my liking I found I could build my own NAS. The ingredients:

  • Intel D425 KT Desktop board – Atom processor, 10W TDP, passive cooling, 50€, yes!
  • The 1,5 GB Samsung HD that I have in my Zyxel
  • picoPSU 80W power supply
  • TP-Link Gigabit NIC

Total cost will be about 110€ – on par with the small QNAPs – but I can install the OS of MY choice, Ubuntu Server, Fedora, Debian 6…. even Win Server if I wanted to. Eat that run-of-the-mill NAS!

I’m going to put all that in a soapbox for some gritty industrial good-looks. Stay tuned for pics!