Fuzzy Cellular Neural Networks

Deep learning: a sensational theorem and its evolutionary implications
Full-size image (165 K)  I recently stumbled upon this article in the New York Times: Scientists See Promise in Deep-Learning Programs These sentences initially caught my eye:

"But what is new in recent months is the growing speed and accuracy of deep-learning programs, often called artificial neural networks or just “neural nets” for their resemblance to the neural connections in the brain


'There has been a number of stunning new results with deep-learning methods, ” said Yann LeCun, a computer scientist at New York University who did pioneering research in handwriting recognition at Bell Laboratories. “The kind of jump we are seeing in the accuracy of these systems is very rare indeed.' "


Intrigued, I followed the link to Geoffry Hinton's home page. There are links to many papers there, including: A Fast Learning Algorithm for Deep Belief Nets From the summary:
"...we derive a fast, greedy algorithm that can learn deep, directed belief networks one layer at a time..."
Folks, this is an astounding result!  One would imagine that training a neural net with N layers would require adjusting weights of all N layers simultaneously.  If instead, training can be done one layer at

Source: Explorations

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Forex Market Investing

2009-03-31 19:11:16 by forexman

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Learn to Trade Forex (Foreign Currency)

2009-01-09 11:41:26 by droekle

Integrity FX, Inc announced today that it would begin offering Live Forex training in the Southern California area at the IntegrityFX Training Center in February. Held in Riverside, California on the week of February 23-27th, this 5-day, hands-on training course is designed to teach potential investors interested expanding their portfolio to Forex about the market from top to bottom.
“IntegrityFX Live is an interactive FOREX training experience,” said Vice President of Operations, Patrick Patterson. “We offer a fully equipped classroom so that student traders are afforded all the tools needed to learn. The courses provide student traders with the knowledge they need to plan and manage trades like professionals.”
Traders interested in learning how to trade in the Forex market...

IntegrityFX Announces LIVE Forex Training & Education in Souther

2009-01-09 11:55:18 by forexdave

Integrity FX, Inc announced today that it would begin offering Live Forex training in the Southern California area at the IntegrityFX Training Center in February. Held in Riverside, California on the week of February 23-27th, this 5-day, hands-on training course is designed to teach potential investors interested expanding their portfolio to Forex about the market from top to bottom.
“IntegrityFX Live is an interactive FOREX training experience,” said Vice President of Operations, Patrick Patterson. “We offer a fully equipped classroom so that student traders are afforded all the tools needed to learn. The courses provide student traders with the knowledge they need to plan and manage trades like professionals.”
Traders interested in learning how to trade in the Forex market...

Here's your daily Prosper reading material...

2007-11-30 10:16:48 by grativo

1. The loan is being used for investment account with Ameritrade. Recently completed bankruptcy #7, Their is no outstanding debt at this time
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3. Purpose of loan: I am just checking out PROSPER.COM. I invest in Real Estates, FOREX, Stocks and have some consulting opportunities in Energy industry. I am also a lender at Prosper. I diversify my portfolio where ever opportunities surface....I strongly believe in growth of capital investment. According to Donald Trump, "Cash is the king" and 2007 is the year...

Weekly S&P Report(64)  — Inside Futures
The company is a leader in sustainable investing through diversified products including managed funds, futures, forex, options, full-service and discount brokerage, trader education, market research, and direct online futures trading through its …

ISE adds forex options to weekly expirations  — Futures Magazine
By Press Release NEW YORK, May 17, 2012 - The International Securities Exchange (ISE) today expanded its offering of weekly options to its ISE FX Options® product portfolio. The euro/US dollar option (ticker: EUU) was the first cash-settled FX product …

Forex options shift in yen keeps moving in dollar's favor  — Reuters
By Julie Haviv | NEW YORK May 23 (Reuters) - Investors have ducked for cover in the Japanese yen during the latest chapter of Europe's debt crisis, but the options market views the US dollar as a safer bet. The dollar and yen both benefit from …

World Scientific Pub Co Inc Universality and Emergent Computation in Cellular Neural Networks (World Scientific Series on Nonlinear Science, Series a, 43)
Book (World Scientific Pub Co Inc)

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