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Deep Learning
Keras and TensorFlow
Tutorials

Keras: Feature extraction on large datasets with Deep Learning

May 27, 2019

In this tutorial, you will learn how to use Keras for feature extraction on image datasets too big to fit into memory. You’ll utilize ResNet-50 (pre-trained on ImageNet) to extract features from a large image dataset, and then use incremental…

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Deep Learning
Keras and TensorFlow
Tutorials

Transfer Learning with Keras and Deep Learning

May 20, 2019

In this tutorial, you will learn how to perform transfer learning with Keras, Deep Learning, and Python on your own custom datasets. Imagine this: You’re just hired by Yelp to work in their computer vision department. Yelp has just launched…

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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
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
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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Deep Learning
Keras and TensorFlow
Tutorials

Regression with Keras

January 21, 2019

In this tutorial, you will learn how to perform regression using Keras and Deep Learning. You will learn how to train a Keras neural network for regression and continuous value prediction, specifically in the context of house price prediction. Today’s…

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Deep Learning
Keras and TensorFlow
Tutorials

Auto-Keras and AutoML: A Getting Started Guide

January 7, 2019

In this tutorial, you will learn how to use Auto-Keras, an open source alternative to Google’s AutoML, for automated machine learning and deep learning. When training a neural network on a dataset there are two primary objectives a deep learning…

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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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