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Deep Learning
Keras and TensorFlow
Tutorials

How to install TensorFlow 2.0 on macOS

December 9, 2019

In this tutorial, you will learn to install TensorFlow 2.0 on your macOS system running either Catalina or Mojave There are a number of important updates in TensorFlow 2.0, including eager execution, automatic differentiation, and better multi-GPU/distributed training support, but…

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

OpenCV Vehicle Detection, Tracking, and Speed Estimation

December 2, 2019

In this tutorial, you will learn how to use OpenCV and Deep Learning to detect vehicles in video streams, track them, and apply speed estimation to detect the MPH/KPH of the moving vehicle. This tutorial is inspired by PyImageSearch readers…

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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

3 ways to create a Keras model with TensorFlow 2.0 (Sequential, Functional, and Model Subclassing)

October 28, 2019

Keras and TensorFlow 2.0 provide you with three methods to implement your own neural network architectures: Sequential API Functional API Model subclassing Inside of this tutorial you’ll learn how to utilize each of these methods, including how to choose the…

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Deep Learning
Keras and TensorFlow
Tutorials

Keras vs. tf.keras: What’s the difference in TensorFlow 2.0?

October 21, 2019

In this tutorial you’ll discover the difference between Keras and tf.keras , including what’s new in TensorFlow 2.0. Today’s tutorial is inspired from an email I received last Tuesday from PyImageSearch reader, Jeremiah. Jeremiah asks: Hi Adrian, I saw that…

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Deep Learning
Keras and TensorFlow
Tutorials

Why is my validation loss lower than my training loss?

October 14, 2019

In this tutorial, you will learn the three primary reasons your validation loss may be lower than your training loss when training your own custom deep neural networks. I first became interested in studying machine learning and neural networks in…

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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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