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All Blog Posts Tagged 'deep' (60)

Things that Aren’t Working in Deep Learning

Summary:  This may be the golden age of deep learning but a lot can be learned by looking at where deep neural nets aren’t working yet.  This can be a guide to calming the hype.  It can also be a roadmap to future opportunities once these barriers are behind us.

 

We are living in the golden age of deep…

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Added by William Vorhies on November 18, 2018 at 11:14am — 1 Comment

The Best Opportunities in AI for Data Scientists

Summary:  Looking for your next job in an early stage company but want to make sure your startup has staying power.  Follow the expert rankings by CB Insights that also show us the changing trends in how AI startups should be focusing their offerings.

 

Let’s suppose you’re early in your data science career and your…

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Added by William Vorhies on November 5, 2018 at 4:18pm — No Comments

Facial Recognition and its Applications

Facial Recognition

Facial recognition technology was always a mythical concept that we thought could be a tool that could solve many of our problems but would never see the light of day. Today, facial recognition is everywhere and is a part of the everyday technology that we use. The…

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Added by Abhimanyu on October 25, 2018 at 12:50am — No Comments

Practicing ‘No Code’ Data Science

Summary:  We are entering a new phase in the practice of data science, the ‘Code-Free’ era.  Like all major changes this one has not sprung fully grown but the movement is now large enough that its momentum is clear.  Here’s what you need to know.

 

We are entering a new phase in the practice of data science, the ‘Code-Free’…

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Added by William Vorhies on October 9, 2018 at 9:54am — 3 Comments

Data Science Glossary

There has been much hype surrounding deep learning and data science learning in recent times, and one of the cornerstones of deep learning is the neural network. In this article, we will look at what a neural network is and get familiar with the relevant terminologies.

In simplest terms, a neural network is an interconnection of neurons. Now the question arises, what is a neuron? To understand neurons in deep learning, we first…

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Added by Divya Singh on September 20, 2018 at 4:00am — No Comments

Democratizing Deep Learning – The Stanford Dawn Project

Summary:  How about we develop a ML platform that any domain expert can use to build a deep learning model without help from specialist data scientists, in a fraction of the time and cost.  The good news is the folks at the Stanford DAWN project are hard at work on just such a platform and the initial results are extraordinary.

 …

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Added by William Vorhies on September 4, 2018 at 8:02am — No Comments

New book: Machine Learning Algorithms Second Edition

The second edition (fully revised, extended, and updated) of Machine Learning Algorithms has been published (Packt).

From the back cover:

Machine learning has gained tremendous popularity for…

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Added by Giuseppe Bonaccorso on September 2, 2018 at 7:18am — No Comments

Breaking Through the Cost Barrier to Deep Learning

Summary:  Remember when we used to say data is the new oil.  Not anymore.  Now Training Data is the new oil.  Training data is proving to be the single greatest impediment to the wide adoption and creation of deep learning models.  We’ll discuss current best practice but more importantly new breakthroughs into fully automated image labeling that are proving to be superior even to hand labeling.

 …

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Added by William Vorhies on August 28, 2018 at 7:27am — No Comments

New Book: Mastering Machine Learning Algorithms

The book "Mastering Machine Learning Algorithms" has been published by Packt 

From the back cover:

Machine learning is a subset of AI that aims to make modern-day computer systems smarter and more…

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Added by Giuseppe Bonaccorso on June 15, 2018 at 6:30am — 2 Comments

Image identification using a convolutional neural network

This blog  explores a typical image identification task using a convolutional ("Deep Learning") neural network. For this purpose we will use a simple JavaCNN packageby D.Persson, and make our example small and concise using the Python scripting language. This example can also be rewritten in Java, Groovy, JRuby or any scripting language supported by the Java virtual machine.



This example will use images in the grayscale format (PGM). The name "PGM" is an acronym derived from…

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Added by jwork.ORG on May 31, 2018 at 1:30pm — No Comments

Free eBooks on Hadoop, Deep Learning and DataViz by Packt

R Deep Learning Essentials

By Joshua F. Wiley

Get everything you need to know to enter the world of deep learning when it comes to R with this book. Get started from the packages you need to have for your side,…

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Added by Packt Publishing on May 15, 2018 at 10:00pm — No Comments

Data or Algorithms – Which is More Important?

Summary:  Which is more important, the data or the algorithms?  This chicken and egg question led me to realize that it’s the data, and specifically the way we store and process the data that has dominated data science over the last 10 years.  And it all leads back to Hadoop.

 

Recently I was challenged to speak on the role of data in data…

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Added by William Vorhies on November 28, 2017 at 10:36am — 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

Ranking Popular Deep Learning Libraries for Data Science

Michael Li is founder and CEO at The Data Incubator. The company offers curriculum based on feedback from corporate and government partners about the technologies they are using and learning, for masters and PhDs. 

The Rankings

Below is a ranking of 23 open-source deep learning libraries that are useful for Data Science, based on Github and Stack Overflow activity, as well as Google search results. The…

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Added by Michael Li on October 17, 2017 at 12:00pm — No Comments

Here is How Big Data is changing the Oil Industry

In 2006, marketing commentator Michael Palmer had blogged, “Data is just like crude. It’s valuable, but if unrefined it cannot really be used.

After nine years, the statement still holds true across any industry that depends on large volumes of data. It is true that until and unless, data is not broken down into pieces and analyzed, it holds little value.

As the world becomes more receptive to the advantages of big data, the oil industry does not seem to be far…

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Added by Deena Zaidi on October 4, 2017 at 7:00pm — No Comments

Why Deep Learning is Taking off? Season 1 : Part 1

First it was Machine Learning, and now all of a sudden Deep Learning is taking all the thunder even from Machine Learning. So what's the difference, and why all of a sudden Deep Learning has become the most buzzing new Technology of our Era? Is Deep Learning a false idol being Ubiquitously worshiped or is it the panacea which is…
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Added by Ammar A. Raja on August 20, 2017 at 10:00am — 1 Comment

Building Convolutional Neural Networks with Tensorflow

In the past year I have also worked with Deep Learning techniques, and I would like to share with you how to make and train a Convolutional Neural Network from scratch, using tensorflow. Later on we can use this knowledge as a building block to make interesting Deep Learning applications.

The contents of this blog-post is as follows:

  1. Tensorflow basics:
    • 1.1 Constants and Variables
    • 1.2 Tensorflow Graphs and Sessions
    • 1.3 Placeholders and…
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Added by Ahmet Taspinar on August 15, 2017 at 4:00am — No Comments

Quantum Computing, Deep Learning, and Artificial Intelligence

Summary:  Quantum computing is already being used in deep learning and promises dramatic reductions in processing time and resource utilization to train even the most complex models.  Here are a few things you need to know.

 

So far in this series of articles on Quantum computing we showed that…

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Added by William Vorhies on June 13, 2017 at 8:00am — No Comments

How Data Science apply to Robotics?

Robotics has been and still is an enormous fascination for us humans. Even when we did not have computers, we were fascinated with Mary Shelley's Frankenstein because the concept of creating life out of nothing so resonates with us.

Fast forward to the modern word, making a…

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Added by Ammar A. Raja on May 26, 2017 at 9:00pm — No 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

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