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Deep Learning
PyTorch
Tutorials

U-Net: Training Image Segmentation Models in PyTorch

November 8, 2021

In today’s tutorial, we will be looking at image segmentation and building our own segmentation model from scratch, based on the popular U-Net architecture. This lesson is the last of a 3-part series on Advanced PyTorch Techniques: Training a DCGAN…

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Deep Learning
PyTorch
Tutorials

Training an object detector from scratch in PyTorch

November 1, 2021

In this tutorial, you will learn how to train a custom object detector from scratch using PyTorch. This lesson is part 2 of a 3-part series on advanced PyTorch techniques: Training a DCGAN in PyTorch (last week’s tutorial) Training an…

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Deep Learning
PyTorch
Tutorials

Introduction to Distributed Training in PyTorch

October 18, 2021

In this tutorial, you will learn the basics of distributed training with PyTorch. This is the last lesson in a 3-part tutorial on intermediate PyTorch techniques for computer vision and deep learning practitioners: Image Data Loaders in PyTorch (1st lesson)…

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Deep Learning
Embedded/IoT Computer Vision
Interviews

An interview with David Bonn, computer vision and wildfire detection expert

October 13, 2021

Imagine this: You’ve built a brand new home out in the country, far from major cities. You need a break from all the hustle and bustle, and you want to bring yourself back to nature. The house you’ve built is…

Read More of An interview with David Bonn, computer vision and wildfire detection expert

Deep Learning
PyTorch
Tutorials

PyTorch: Transfer Learning and Image Classification

October 11, 2021

In this tutorial, you will learn how to perform transfer learning for image classification using the PyTorch deep learning library. This tutorial is part 2 in our 3-part series on intermediate PyTorch techniques for computer vision and deep learning practitioners:…

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Deep Learning
Interviews
Sensor Fusion

An interview with Raul Garcia-Martin, PhD candidate and computer vision entrepreneur

September 22, 2021

In this blog post, I sit down with Raul Garcia-Martin, a PhD candidate in Biometric Recognition at the University Carlos III of Madrid. Raul’s work focuses on identifying individual people by their biometrics. You’re likely already familiar with the most…

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GANs
Generative Adversarial Networks (GANs)
Tutorials

Intro to Generative Adversarial Networks (GANs)

September 13, 2021

This post covers the intuition of Generative Adversarial Networks (GANs) at a high level, the various GAN variants, and applications for solving real-world problems. This is the first post of a GAN tutorial series: Intro to Generative Adversarial Networks (GANs)…

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Deep Learning
Object Detection
PyTorch
Tutorials

PyTorch object detection with pre-trained networks

August 2, 2021

In this tutorial, you will learn how to perform object detection with pre-trained networks using PyTorch. Utilizing pre-trained object detection networks, you can detect and recognize 90 common objects that your computer vision application will “see” in everyday life. Today’s…

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Deep Learning
PyTorch
Tutorials

PyTorch image classification with pre-trained networks

July 26, 2021

In this tutorial, you will learn how to perform image classification with pre-trained networks using PyTorch. Utilizing these networks, you can accurately classify 1,000 common object categories in only a few lines of code. Today’s tutorial is part four in…

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