Deep Learning with PyTorch : Siamese Network

Offered By
In this Free Guided Project, you will:

Implement siamese network with triplet loss function

Create the training loop for siamese network

Showcase this hands-on experience in an interview

2 hours
Advanced
No download needed
Split-screen video
English
Desktop only

In this 2-hour long guided-project course, you will learn how to implement a Siamese Network, you will train the network with the Triplet loss function. You will create Anchor, Positive and Negative image dataset, which will be the inputs of triplet loss function, through which the network will learn feature embeddings. Siamese Network have plethora of applications such as face recognition, signature checking, person re-identification, etc. In this project, you will train a simple Siamese Network for person re-identification.

Requirements

Prior programming experience in Python and basic PyTorch. Theoretical knowledge of Convolutional Neural Network, Optimization and Siamese Network.

Skills you will develop

  • siamese network

  • Deep Learning

  • Convolutional Neural Network

  • pytorch

  • Computer Vision

Learn step-by-step

In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:

  1. Set up colab runtime

  2. Configurations

  3. Create APN Dataset

  4. Load dataset into batches

  5. Create Model

  6. Create train and eval functions

  7. Training Loop

  8. Get Anchor Encodings

  9. Inference

How Guided Projects work

Your workspace is a cloud desktop right in your browser, no download required

In a split-screen video, your instructor guides you step-by-step

Frequently Asked Questions

Because your workspace contains a cloud desktop that is sized for a laptop or desktop computer, Guided Projects are not available on your mobile device.

Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.

You can download and keep any of your created files from the Guided Project. To do so, you can use the “File Browser” feature while you are accessing your cloud desktop.

At the top of the page, you can press on the experience level for this Guided Project to view any knowledge prerequisites. For every level of Guided Project, your instructor will walk you through step-by-step.

Yes, everything you need to complete your Guided Project will be available in a cloud desktop that is available in your browser.

You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.