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Deep Learning
Keras and TensorFlow
Tutorials

Keras Conv2D and Convolutional Layers

December 31, 2018

In today’s tutorial, we are going to discuss the Keras Conv2D class, including the most important parameters you need to tune when training your own Convolutional Neural Networks (CNNs). From there we are going to use the Keras Conv2D class…

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Deep Learning
Keras and TensorFlow
Tutorials

How to use Keras fit and fit_generator (a hands-on tutorial)

December 24, 2018

Last updated on July 4, 2021. In this tutorial, you will learn how the Keras .fit and .fit_generator functions work, including the differences between them. To help you gain hands-on experience, I’ve included a full example showing you how to…

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Deep Learning
Keras and TensorFlow
Tutorials

Keras – Save and Load Your Deep Learning Models

December 10, 2018

In this tutorial, you will learn how to save and load your Keras deep learning models. This blog post was inspired by PyImageSearch reader, Mason, who emailed in last week and asked: Adrian, I’ve been going through your blog and…

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Deep Learning
Keras and TensorFlow
Medical Computer Vision
Tutorials

Deep Learning and Medical Image Analysis with Keras

December 3, 2018

In this tutorial, you will learn how to apply deep learning to perform medical image analysis. Specifically, you will discover how to use the Keras deep learning library to automatically analyze medical images for malaria testing. Such a deep learning…

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Deep Learning
Keras and TensorFlow
Medical Computer Vision
Tutorials

Deep learning, hydroponics, and medical marijuana

October 15, 2018

In today’s blog post we will investigate a practical use case of applying deep learning to hydroponics, a type of method used to grow plants without soil using mineral-rich nutrient solutions in a water solvent. Specifically, you will learn how…

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Deep Learning
Keras and TensorFlow

Keras vs. TensorFlow – Which one is better and which one should I learn?

October 8, 2018

Should I be using Keras vs. TensorFlow for my project? Is TensorFlow or Keras better? Should I invest my time studying TensorFlow? Or Keras? The above are all examples of questions I hear echoed throughout my inbox, social media, and…

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Deep Learning
Keras and TensorFlow
Tutorials

Keras Tutorial: How to get started with Keras, Deep Learning, and Python

September 10, 2018

Inside this Keras tutorial, you will discover how easy it is to get started with deep learning and Python. You will use the Keras deep learning library to train your first neural network on a custom image dataset, and from…

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Deep Learning
Interviews
Keras and TensorFlow

An interview with François Chollet

July 2, 2018

In today’s blog post, I interview arguably one of the most important researchers and practitioners in modern day deep learning, François Chollet. François is not only the creator of the Keras deep learning library, but he’s also a Google AI…

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Deep Learning
Keras and TensorFlow
Tutorials

Keras: Multiple outputs and multiple losses

June 4, 2018

A couple weeks ago, we discussed how to perform multi-label classification using Keras and deep learning. Today, we are going to discuss a more advanced technique called multi-output classification. So, what’s the difference between the two? And how are you…

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