Coursera Project Network
Image Super Resolution Using Autoencoders in Keras
Coursera Project Network

Image Super Resolution Using Autoencoders in Keras

Taught in English

Snehan Kekre

Instructor: Snehan Kekre

9,169 already enrolled

Included with Coursera Plus

Guided Project

Learn, practice, and apply job-ready skills with expert guidance

Advanced level

Recommended experience

1.5 hours
Learn at your own pace
No downloads or installation required
Only available on desktop
Hands-on learning
4.4

(338 reviews)

What you'll learn

  • Understand what autoencoders are and why they are used

  • Design and train an autoencoder to increase the resolution of images with Keras

Details to know

Shareable certificate

Add to your LinkedIn profile

Guided Project

Learn, practice, and apply job-ready skills with expert guidance

Advanced level

Recommended experience

1.5 hours
Learn at your own pace
No downloads or installation required
Only available on desktop
Hands-on learning
4.4

(338 reviews)

See how employees at top companies are mastering in-demand skills

Placeholder

Learn, practice, and apply job-ready skills in less than 2 hours

  • Receive training from industry experts
  • Gain hands-on experience solving real-world job tasks
  • Build confidence using the latest tools and technologies
Placeholder

About this Guided Project

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. Project Overview and Import Libraries

  2. What are Autoencoders?

  3. Build the Encoder

  4. Build the Decoder to Complete the Network

  5. Create Dataset and Specify Training Routine

  6. Load the Dataset and Pre-trained Model

  7. Model Predictions and Visualizing the Results

Recommended experience

Prior coding experience in Python, a working knowledge of Keras or Tensorflow, and an understanding of convolutional neural networks is recommended.

5 project images

Instructor

Instructor ratings
4.6 (20 ratings)
Snehan Kekre
Coursera Project Network
43 Courses201,033 learners

Offered by

How you'll learn

  • Skill-based, hands-on learning

    Practice new skills by completing job-related tasks.

  • Expert guidance

    Follow along with pre-recorded videos from experts using a unique side-by-side interface.

  • No downloads or installation required

    Access the tools and resources you need in a pre-configured cloud workspace.

  • Available only on desktop

    This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.

Why people choose Coursera for their career

Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."

Learner reviews

Showing 3 of 338

4.4

338 reviews

  • 5 stars

    62.42%

  • 4 stars

    24.55%

  • 3 stars

    6.80%

  • 2 stars

    2.36%

  • 1 star

    3.84%

DG
4

Reviewed on Jun 15, 2020

AS
4

Reviewed on May 18, 2020

IS
5

Reviewed on Jun 9, 2020

New to Machine Learning? Start here.

Placeholder

Open new doors with Coursera Plus

Unlimited access to 7,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription

Advance your career with an online degree

Earn a degree from world-class universities - 100% online

Join over 3,400 global companies that choose Coursera for Business

Upskill your employees to excel in the digital economy

Frequently asked questions