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PyImageConf

Save the Date: PyImageConf 2018

November 20, 2017

Imagine taking the practical, hands-on teaching style of the PyImageSearch blog… …and translating it to a live, in person conference. Sound interesting? If so, mark the date on your calendar now: PyImageConf is taking place on August 26th-28th 2018 at…

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Deep Learning
Keras and TensorFlow
Tutorials

How-To: Multi-GPU training with Keras, Python, and deep learning

October 30, 2017

Keras is undoubtedly my favorite deep learning + Python framework, especially for image classification. I use Keras in production applications, in my personal deep learning projects, and here on the PyImageSearch blog. I’ve even based over two-thirds of my new…

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Deep Learning
Machine Learning
Tutorials

ImageNet: VGGNet, ResNet, Inception, and Xception with Keras

March 20, 2017

A few months ago, I wrote a tutorial on how to classify images using Convolutional Neural Networks (specifically, VGG16) pre-trained on the ImageNet dataset with Python and the Keras deep learning library. The pre-trained networks inside of Keras are capable…

Read More of ImageNet: VGGNet, ResNet, Inception, and Xception with Keras

Deep Learning
Libraries
Tutorials

Installing Keras with TensorFlow backend

November 14, 2016

A few months ago I demonstrated how to install the Keras deep learning library with a Theano backend. In today’s blog post I provide detailed, step-by-step instructions to install Keras using a TensorFlow backend, originally developed by the researchers and…

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Deep Learning
Machine Learning
Tutorials

A simple neural network with Python and Keras

September 26, 2016

If you’ve been following along with this series of blog posts, then you already know what a huge fan I am of Keras. Keras is a super powerful, easy to use Python library for building neural networks and deep learning…

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Deep Learning
Machine Learning
Tutorials

ImageNet classification with Python and Keras

August 10, 2016

Normally, I only publish blog posts on Monday, but I’m so excited about this one that it couldn’t wait and I decided to hit the publish button early. You see, just a few days ago, François Chollet pushed three Keras…

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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
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
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…

Read More of My Top 9 Favorite Python Deep Learning Libraries

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