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Adversarial Images
Deep Learning
Keras and TensorFlow
Tutorials

Targeted adversarial attacks with Keras and TensorFlow

October 26, 2020

In this tutorial, you will learn how to perform targeted adversarial attacks and construct targeted adversarial images using Keras, TensorFlow, and Deep Learning. Last week’s tutorial covered untargeted adversarial learning, which is the process of: Step #1: Accepting an input…

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Adversarial Images
Deep Learning
Keras and TensorFlow
Tutorials

Adversarial images and attacks with Keras and TensorFlow

October 19, 2020

In this tutorial, you will learn how to break deep learning models using image-based adversarial attacks. We will implement our adversarial attacks using the Keras and TensorFlow deep learning libraries. Imagine it’s twenty years from now. Nearly all cars and…

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Deep Learning
Face Applications
Keras and TensorFlow
Medical Computer Vision
Object Detection
Tutorials

COVID-19: Face Mask Detector with OpenCV, Keras/TensorFlow, and Deep Learning

May 4, 2020

In this tutorial, you will learn how to train a COVID-19 face mask detector on a custom dataset with OpenCV, Keras/TensorFlow, and Deep Learning. Last month, I authored a blog post on detecting COVID-19 in X-ray images using deep learning.…

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Deep Learning
OpenCV Tutorials
Tutorials

Human Activity Recognition with OpenCV and Deep Learning

November 25, 2019

In this tutorial you will learn how to perform Human Activity Recognition with OpenCV and Deep Learning. Our human activity recognition model can recognize over 400 activities with 78.4-94.5% accuracy (depending on the task). A sample of the activities can…

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Deep Learning
Keras and TensorFlow
Tutorials

Fire and smoke detection with Keras and Deep Learning

November 18, 2019

In this tutorial, you will learn how to detect fire and smoke using Computer Vision, OpenCV, and the Keras Deep Learning library. Today’s tutorial is inspired by an email I received last week from PyImageSearch reader, Daniel. Daniel writes: Hey…

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Deep Learning
Keras and TensorFlow
Tutorials

Detecting Natural Disasters with Keras and Deep Learning

November 11, 2019

In this tutorial, you will learn how to automatically detect natural disasters (earthquakes, floods, wildfires, cyclones/hurricanes) with up to 95% accuracy using Keras, Computer Vision, and Deep Learning. I remember the first time I ever experienced a natural disaster —…

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Deep Learning
Keras and TensorFlow
Tutorials

Traffic Sign Classification with Keras and Deep Learning

November 4, 2019

In this tutorial, you will learn how to train your own traffic sign classifier/recognizer capable of obtaining over 95% accuracy using Keras and Deep Learning. Last weekend I drove down to Maryland to visit my parents. As I pulled into…

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Deep Learning
Keras and TensorFlow
Tutorials

Video classification with Keras and Deep Learning

July 15, 2019

In this tutorial, you will learn how to perform video classification using Keras, Python, and Deep Learning. Specifically, you will learn: The difference between video classification and standard image classification How to train a Convolutional Neural Network using Keras for…

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

Object detection and image classification with Google Coral USB Accelerator

May 13, 2019

A few weeks ago I published a tutorial on how to get started with the Google Coral USB Accelerator. That tutorial was meant to help you configure your device and run your first demo script. Today we are going to…

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

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