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Deep Learning
Libraries
Tutorials

How to install mxnet for deep learning

November 13, 2017

When it comes to deep learning, Keras is my favorite Python library… …but a close runner up is mxnet. What I like about mxnet is that it combines the best of both worlds in terms of performance and ease of…

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Deep Learning
OpenCV Tutorials
Tutorials

Deep learning: How OpenCV’s blobFromImage works

November 6, 2017

Today’s blog post is inspired by a number of PyImageSearch readers who have commented on previous deep learning tutorials wanting to understand what exactly OpenCV’s blobFromImage function is doing under the hood. You see, to obtain (correct) predictions from deep…

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Deep Learning
Object Detection
OpenCV Tutorials
Raspberry Pi

Raspberry Pi: Deep learning object detection with OpenCV

October 16, 2017

A few weeks ago I demonstrated how to perform real-time object detection using deep learning and OpenCV on a standard laptop/desktop. After the post was published I received a number of emails from PyImageSearch readers who were curious if the…

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Deep Learning
OpenCV Tutorials
Raspberry Pi

Optimizing OpenCV on the Raspberry Pi

October 9, 2017

This tutorial is meant for advanced Raspberry Pi users who are looking to milk every last bit of performance out of their Pi for computer vision and image processing using OpenCV. I’ll be assuming: You have worked through my previous…

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Deep Learning
Machine Learning

Deep learning on the Raspberry Pi with OpenCV

October 2, 2017

I’ve received a number of emails from PyImageSearch readers who are interested in performing deep learning in their Raspberry Pi. Most of the questions go something like this: Hey Adrian, thanks for all the tutorials on deep learning. You’ve really…

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Deep Learning
Object Detection
OpenCV Tutorials
Tutorials

Real-time object detection with deep learning and OpenCV

September 18, 2017

Today’s blog post was inspired by PyImageSearch reader, Emmanuel. Emmanuel emailed me after last week’s tutorial on object detection with deep learning + OpenCV and asked: Hi Adrian, I really enjoyed last week’s blog post on object detection with deep…

Read More of Real-time object detection with deep learning and OpenCV

Deep Learning
Object Detection
OpenCV Tutorials
Tutorials

Object detection with deep learning and OpenCV

September 11, 2017

Last updated on July 7, 2021. A couple weeks ago we learned how to classify images using deep learning and OpenCV 3.3’s deep neural network (dnn ) module. While this original blog post demonstrated how we can categorize an image…

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Deep Learning
OpenCV Tutorials
Tutorials

Deep Learning with OpenCV

August 21, 2017

Two weeks ago OpenCV 3.3 was officially released, bringing with it a highly improved deep learning (dnn ) module. This module now supports a number of deep learning frameworks, including Caffe, TensorFlow, and Torch/PyTorch. Furthermore, this API for using pre-trained…

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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…

Read More of ImageNet classification with Python and Keras

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You can learn Computer Vision, Deep Learning, and OpenCV.

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