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Deep Learning
Tutorials

How to (quickly) build a deep learning image dataset

April 9, 2018

When I was a kid, I was a huge Pokemon nerd. I collected the trading cards, played the Game Boy games, and watched the TV show. If it involved Pokemon, I was probably interested in it. Pokemon made a lasting…

Read More of How to (quickly) build a deep learning image dataset

Interviews

An interview with David Austin: 1st place and $25,000 in Kaggle’s most popular image classification competition

March 26, 2018

In today’s blog post, I interview David Austin, who, with his teammate, Weimin Wang, took home 1st place (and $25,000) in Kaggle’s Iceberg Classifier Challenge. David and Weimin’s winning solution can be practically used to allow safer navigation for ships…

Read More of An interview with David Austin: 1st place and $25,000 in Kaggle’s most popular image classification competition

Deep Learning
Resources

My review of Microsoft’s data science virtual machine (DSVM) for deep learning

March 21, 2018

Over the past few months, I’ve been using Microsoft’s Ubuntu deep learning and data science virtual machine (DSVM) for a few projects I’m working on here at PyImageSearch. At first, I was a bit hesitant (and perhaps even a bit…

Read More of My review of Microsoft’s data science virtual machine (DSVM) for deep learning

Book
Resources

The 7 best deep learning books you should be reading right now

March 5, 2018

In today’s post I’m going to share with you the 7 best deep learning books (in no particular order) I have come across and would personally recommend you read. Some of these deep learning books are heavily theoretical, focusing on…

Read More of The 7 best deep learning books you should be reading right now

Deep Learning
Face Applications
OpenCV Tutorials
Tutorials

Face detection with OpenCV and deep learning

February 26, 2018

Last updated on July 4, 2021. Today I’m going to share a little known secret with you regarding the OpenCV library: You can perform fast, accurate face detection with OpenCV using a pre-trained deep learning face detector model shipped with…

Read More of Face detection with OpenCV and deep learning

Deep Learning
Embedded/IoT and Computer Vision
IoT
Movidius
Object Detection
Raspberry Pi
Tutorials

Real-time object detection on the Raspberry Pi with the Movidius NCS

February 19, 2018

Today’s post is inspired by Danielle, a PyImageSearch reader who emailed me last week and asked: Hi Adrian, I’m enjoying your blog and I especially liked last week’s post about image classification with the Intel Movidius NCS. I’m still considering…

Read More of Real-time object detection on the Raspberry Pi with the Movidius NCS

Deep Learning
Embedded/IoT and Computer Vision
IoT
Movidius
Raspberry Pi
Tutorials

Getting started with the Intel Movidius Neural Compute Stick

February 12, 2018

Let me ask you three questions: What if you could could run state-of-the-art neural networks on a USB stick? What if you could see over 10x performance on this USB stick compared to your CPU? And what if this entire…

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APIs
Deep Learning
Keras and TensorFlow

Deep learning in production with Keras, Redis, Flask, and Apache

February 5, 2018

Shipping deep learning models to production is a non-trivial task. If you don’t believe me, take a second and look at the “tech giants” such as Amazon, Google, Microsoft, etc. — nearly all of them provide some method to ship…

Read More of Deep learning in production with Keras, Redis, Flask, and Apache

APIs
Deep Learning
Keras and TensorFlow

A scalable Keras + deep learning REST API

January 29, 2018

In today’s blog post we are going to create a deep learning REST API that wraps a Keras model in an efficient, scalable manner. Our Keras + deep learning REST API will be capable of batch processing images, scaling to…

Read More of A scalable Keras + deep learning REST API

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

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Topics

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  • Face Applications
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