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All Blog Posts Tagged 'adversarial' (7)

Where Do We Stand With GANs?

Summary:  GANs (Generative Adversarial Nets) originally thought to be a tool for inexpensively creating DNN training data have instead become the tools for creating deep fake images.  However the deep fake technology is now finding uses in the commercial world and promises valuable results.

 

Generative…

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Added by William Vorhies on May 6, 2019 at 7:57am — No Comments

One Shot Learning and Other Strategies for Reducing Training Data

Summary: Not enough labeled training data is a huge barrier to getting at the equally large benefits that could be had from deep learning applications.  Here are five strategies for getting around the data problem including the latest in One Shot Learning.

 

For at least the last two years we’ve been in an…

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Added by William Vorhies on January 28, 2019 at 9:56am — 1 Comment

The Three Way Race to the Future of AI. Quantum vs. Neuromorphic vs. High Performance Computing

Summary:  There’s a three way technology race to bring faster, easier, cheaper, and smarter AI.  High Performance Computing is available today but so are new commercial versions of actual Quantum computers and Neuromorphic Spiking Neural Nets.  These two new entrants are going to revolutionize AI and deep learning starting now.

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Added by William Vorhies on November 14, 2017 at 8:07am — 4 Comments

The Three Ages of AI – Figuring Out Where We Are

Summary:  Just where are we in the Age of AI, where are we going, and what happens when we get there?

 

When things are changing fast, sometimes it’s necessary to take a step back and see where you are.  It’s very easy to get caught up in the excitement over the details.  The individual data science technologies that underlie AI are all moving forward on different paths at different speeds, but all of those speeds are fast.  So before you change careers or…

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Added by William Vorhies on May 9, 2017 at 9:30am — 1 Comment

How to Put AI to Work

Summary:  Whether you are a startup person or data science-minded executive in a larger organization what logic can you apply to spot the most compelling opportunities for AI in your organization.

 

In 2014 Kevin Kelly, founder of Wired magazine and prolific futurist famously said, “The business plans of the next 10,000 startups are…

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Added by William Vorhies on March 12, 2017 at 9:00am — No Comments

The Data Science Behind AI

Summary:  For those of you traditional data scientist who are interested in AI but still haven’t given it a deep dive, here’s a high level overview of the data science technologies that combine into what the popular press calls artificial intelligence (AI).

 

We and others have written quite a bit about the various types of data science that…

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Added by William Vorhies on February 7, 2017 at 7:02am — No Comments

A Primer in Adversarial Machine Learning – The Next Advance in AI

Summary:  What comes next after Deep Learning?  How do we get to Artificial General Intelligence?  Adversarial Machine Learning is an emerging space that points to that direction and shows that AGI is closer than we think.

Deep Learning, Convolutional Neural Nets (CNNs) have given us dramatic improvements in image, speech, and text recognition over the last two years.  They suffer from the flaw however that…

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Added by William Vorhies on September 27, 2016 at 10:25am — 3 Comments

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