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Hands-On One-shot Learning with Python

You're reading from  Hands-On One-shot Learning with Python

Product type Book
Published in Apr 2020
Publisher Packt
ISBN-13 9781838825461
Pages 156 pages
Edition 1st Edition
Languages
Authors (2):
Shruti Jadon Shruti Jadon
Profile icon Shruti Jadon
Ankush Garg Ankush Garg
Profile icon Ankush Garg
View More author details
Toc

Table of Contents (11) Chapters close

Coding exercise

In this section, we will learn about the implementation of Siamese networks and matching networks.

Let's begin with Siamese networks.

Siamese networks – the MNIST dataset

In this tutorial, we will do the following things in the order listed here:

  1. Data preprocessing: Creating pairs
  2. Creating a Siamese network architecture
  3. Training it using the small MNIST dataset
  4. Visualizing the embeddings

Perform the following steps to carry out the exercise:

  1. First, import all the libraries needed using the following code:
# -*- encoding: utf-8 -*-
import argparse
import torch
import torchvision.datasets as dsets
import random
import numpy as np
import time
import matplotlib.pyplot as plt
from torch.autograd import Variable...
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