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We previously learned about the k-NN classifier — a machine learning model so simple that it doesn’t do any actual “learning” at all. We simply have to store the training data inside the model, and then predictions are made at…
Read More of Parameterized Learning and Neural Networks
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 models (VGG16,…
Read More of ImageNet classification with Python and Keras
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, Gradient-Based Learning Applied to…
Read More of LeNet – Convolutional Neural Network in Python
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?…
Read More of Convolutions with OpenCV and Python
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.,…
Read More of Installing Keras for deep learning
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 used by other…
Read More of Compiling OpenCV with CUDA support
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 the next logical…
Read More of How to install CUDA Toolkit and cuDNN for deep learning
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 list…
Read More of My Top 9 Favorite Python Deep Learning Libraries
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…
Read More of Considerations when setting up deep learning hardware
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