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Deep Learning
Tutorials

LeNet – Convolutional Neural Network in Python

August 1, 2016

In today’s blog post, we are going to implement our first Convolutional Neural Network (CNN) — LeNet — using Python and the Keras deep learning package. The LeNet architecture was first introduced by LeCun et al. in their 1998 paper,…

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Deep Learning
PyImageSearch Gurus
Tutorials

Convolutions with OpenCV and Python

July 25, 2016

I’m going to start today’s blog post by asking a series of questions which will then be addressed later in the tutorial: What are image convolutions? What do they do? Why do we use them? How do we apply them?…

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Deep Learning
Libraries
Tutorials

Installing Keras for deep learning

July 18, 2016

The purpose of this blog post is to demonstrate how to install the Keras library for deep learning. The installation procedure will show how to install Keras: With GPU support, so you can leverage your GPU, CUDA Toolkit, cuDNN, etc.,…

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Deep Learning
OpenCV Tutorials
Tutorials

Compiling OpenCV with CUDA support

July 11, 2016

Alight, so you have the NVIDIA CUDA Toolkit and cuDNN library installed on your GPU-enabled system. What next? Let’s get OpenCV installed with CUDA support as well. While OpenCV itself doesn’t play a critical role in deep learning, it is…

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Deep Learning
Tutorials

How to install CUDA Toolkit and cuDNN for deep learning

July 4, 2016

If you’re serious about doing any type of deep learning, you should be utilizing your GPU rather than your CPU. And the more GPUs you have, the better off you are. If you already have an NVIDIA supported GPU, then…

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Deep Learning
Libraries

My Top 9 Favorite Python Deep Learning Libraries

June 27, 2016

So you’re interested in deep learning and Convolutional Neural Networks. But where do you start? Which library do you use? There are just so many! Inside this blog post, I detail 9 of my favorite Python deep learning libraries. This…

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Deep Learning
Resources

Considerations when setting up deep learning hardware

June 13, 2016

In last week’s blog post, I discussed my investment in an NVIDIA DIGITS DevBox for deep learning. It was quite the investment, weighing in at a staggering (and wallet breaking) $15,000 — more than I ever thought I would spend on…

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Deep Learning

Hands-on with the NVIDIA DIGITS DevBox for Deep Learning

June 6, 2016

I’ve got a big announcement today: I will be doing more Deep Learning and Convolutional Neural Network tutorials on the PyImageSearch blog over the coming months. I’m dead serious about this — and I’ve put my money where my mouth…

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Deep Learning
Resources

Deep dream: Visualizing every layer of GoogLeNet

August 3, 2015

A few weeks ago I introduced bat-country, my implementation of a lightweight, extendible, easy to use Python package for deep dreaming and inceptionism. The reception of the library was very good, so I decided that it would be interesting to…

Read More of Deep dream: Visualizing every layer of GoogLeNet

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