Siamese Network with Triplet Loss in Keras

4.7
stars
90 ratings
Offered By
Coursera Project Network
3,345 already enrolled
In this Guided Project, you will:

Implement a Siamese Network.

Implement a Triplet Loss function.

Train a Siamese Network with Triplet Loss.

Clock2 hours
AdvancedAdvanced
CloudNo download needed
VideoSplit-screen video
Comment DotsEnglish
LaptopDesktop only

In this 2-hour long project-based course, you will learn how to implement a Triplet Loss function, create a Siamese Network, and train the network with the Triplet Loss function. With this training process, the network will learn to produce Embedding of different classes from a given dataset in a way that Embedding of examples from different classes will start to move away from each other in the vector space. This course runs on Coursera's hands-on project platform called Rhyme. On Rhyme, you do projects in a hands-on manner in your browser. You will get instant access to pre-configured cloud desktops containing all of the software and data you need for the project. Everything is already set up directly in your Internet browser so you can just focus on learning. For this project, you’ll get instant access to a cloud desktop with (e.g. Python, Jupyter, and Tensorflow) pre-installed. Prerequisites: In order to be successful in this project, you should be familiar with Python, Keras, Neural Networks. Notes: - You will be able to access the cloud desktop 5 times. However, you will be able to access instructions videos as many times as you want. - This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.

Skills you will develop

siamese networkDeep LearningMachine Learningtriplet losskeras

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. Understanding the Approach

  2. Importing the Data

  3. Plotting the Examples

  4. Batch of Triplets

  5. Embedding Model

  6. Siamese Network

  7. Triplet Loss

  8. Data Generator

  9. Model Training

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

Reviews

TOP REVIEWS FROM SIAMESE NETWORK WITH TRIPLET LOSS IN KERAS

View all reviews

Frequently asked questions

Frequently Asked Questions

More questions? Visit the Learner Help Center.