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

OpenVINO, OpenCV, and Movidius NCS on the Raspberry Pi

April 8, 2019

Inside this tutorial, you will learn how to utilize the OpenVINO toolkit with OpenCV for faster deep learning inference on the Raspberry Pi. Raspberry Pis are great — I love the quality hardware and the supportive community built around the…

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Deep Learning
Face Applications
Tutorials

Liveness Detection with OpenCV

March 11, 2019

In this tutorial, you will learn how to perform liveness detection with OpenCV. You will create a liveness detector capable of spotting fake faces and performing anti-face spoofing in face recognition systems. A dataset containing real and spoof facial images…

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Deep Learning
OpenCV Tutorials
Tutorials

Holistically-Nested Edge Detection with OpenCV and Deep Learning

March 4, 2019

In this tutorial, you will learn how to apply Holistically-Nested Edge Detection (HED) with OpenCV and Deep Learning. We’ll apply Holistically-Nested Edge Detection to both images and video streams, followed by comparing the results to OpenCV’s standard Canny edge detector.…

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Deep Learning
Keras and TensorFlow
Medical Computer Vision
Tutorials

Breast cancer classification with Keras and Deep Learning

February 18, 2019

In this tutorial, you will learn how to train a Keras deep learning model to predict breast cancer in breast histology images. Back 2012-2013 I was working for the National Institutes of Health (NIH) and the National Cancer Institute (NCI)…

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Deep Learning
Keras and TensorFlow
Tutorials

Fashion MNIST with Keras and Deep Learning

February 11, 2019

In this tutorial, you will learn how to train a simple Convolutional Neural Network (CNN) with Keras on the Fashion MNIST dataset, enabling you to classify fashion images and categories. The Fashion MNIST dataset is meant to be a (slightly…

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Deep Learning
Keras and TensorFlow
Tutorials

Keras: Multiple Inputs and Mixed Data

February 4, 2019

Last updated on July 8, 2021. In this tutorial, you will learn how to use Keras for multi-input and mixed data. You will learn how to define a Keras architecture capable of accepting multiple inputs, including numerical, categorical, and image…

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Deep Learning
DL4CV

macOS Mojave: Install TensorFlow and Keras for Deep Learning

January 30, 2019

Inside this tutorial, you will learn how to configure macOS Mojave for deep learning. After you’ve gone through this tutorial, your macOS Mojave system will be ready for (1) deep learning with Keras and TensorFlow, and (2) ready for Deep…

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Deep Learning
DL4CV

Ubuntu 18.04: Install TensorFlow and Keras for Deep Learning

January 30, 2019

Inside this tutorial you will learn how to configure your Ubuntu 18.04 machine for deep learning with TensorFlow and Keras. Configuring a deep learning rig is half the battle when getting started with computer vision and deep learning. I take…

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Deep Learning
Keras and TensorFlow
Tutorials

Keras, Regression, and CNNs

January 28, 2019

In this tutorial, you will learn how to train a Convolutional Neural Network (CNN) for regression prediction with Keras. You’ll then train a CNN to predict house prices from a set of images. Today is part two in our three-part…

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

Get your FREE 17 page Computer Vision, OpenCV, and Deep Learning Resource Guide PDF. Inside you’ll find our hand-picked tutorials, books, courses, and libraries to help you master CV and DL.


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  • Face Applications
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