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Optical Character Recognition (OCR)
Tutorials

Tesseract Page Segmentation Modes (PSMs) Explained: How to Improve Your OCR Accuracy

November 15, 2021

Most introductions to Tesseract tutorials will provide you with instructions to install and configure Tesseract on your machine, provide one or two examples of how to use the tesseract binary, and then perhaps how to integrate Tesseract with Python using…

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GANs
Generative Adversarial Networks (GANs)
Tutorials

Get Started: DCGAN for Fashion-MNIST

November 11, 2021

In this tutorial, we are implementing a Deep Convolutional GAN (DCGAN) with TensorFlow 2 / Keras, based on the paper, Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks (Radford et al., 2016). This was one of the earliest GAN…

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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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Generative Adversarial Networks (GANs)
Tutorials

Training a DCGAN in PyTorch

October 25, 2021

In this tutorial, we will learn how to train our first DCGAN Model using PyTorch to generate images. This lesson is part 1 of a 3-part series on Advanced PyTorch Techniques: Training a DCGAN in PyTorch (today’s tutorial) Training an…

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Optical Character Recognition (OCR)
Tutorials

Using Machine Learning to Denoise Images for Better OCR Accuracy

October 20, 2021

One of the most challenging aspects of applying optical character recognition (OCR) isn’t the OCR itself. Instead, it’s the process of pre-processing, denoising, and cleaning up images such that they can be OCR’d. To learn how to denoise your images…

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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
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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PyTorch
Tutorials

Image Data Loaders in PyTorch

October 4, 2021

An essential part of any Deep Learning based system is to structure the data loading pipeline such that it can be seamlessly integrated with your deep learning model. In this tutorial, we will understand the working of data loading functionalities…

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