intermediate Python • intermediate deep learning • beginner PyTorch • basics of neural networks and image classification
skills learned
implement autoencoders to reconstruct images • utilize variational autoencoders for image generation • train an unsupervised deep convolutional GAN
In this liveProject, you’ll utilize unlabeled data and unsupervised machine learning techniques to build and train data generative models. You’ll employ generative modeling, such as a variational autoencoder (VAE) that can generate new images by sampling from the latent distribution. You’ll then use an unsupervised generative adversarial network to generate new images.
This project is designed for learning purposes and is not a complete, production-ready application or solution.
project
$29.99
$19.99
you save $10.00 (33%)
with subscription
$24.99
project author
Olga Petrova
Olga Petrova is a machine learning engineer at Scaleway, a French cloud provider, where her focus lies on deep learning R&D. Previously, she has worked as a researcher in theoretical physics, looking into the applications of artificial intelligence to quantum systems. Olga has a Ph.D. from Johns Hopkins University, and a B.S. from Worcester Polytechnic Institute. She enjoys blogging about the latest advancements in AI.
prerequisites
This liveProject is for intermediate Python programmers with some deep learning experience. No prior experience in generative modeling, including GANs, is assumed. To begin this liveProject, you will need to be familiar with:
TOOLS
Intermediate Python
Basics of PIL
Basics of Matplotlib
Basics of NumPy
Beginner PyTorch
TECHNIQUES
Training and evaluating (supervised) deep learning models
Basics of neural networks
Intermediate deep learning concepts such as convolutional neural networks
Basics of linear algebra and statistics
features
Self-paced
You choose the schedule and decide how much time to invest as you build your project.
Project roadmap
Each project is divided into several achievable steps.
Get Help
While within the liveProject platform, get help from fellow participants and even more help with paid sessions with our expert mentors.
Compare with others
For each step, compare your deliverable to the solutions by the author and other participants.
book resources
Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.
related titles
related titles
choose your plan
pro
monthly
annual
$24.99
$249.99
only $20.83 per month
access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
choose another free product every time you renew
choose twelve free products per year
exclusive 50% discount on all purchases
renews monthly, pause or cancel renewal anytime
renews annually, pause or cancel renewal anytime
Generative Modeling with VAEs and GANs project for free
team
monthly
annual
$49.99
$399.99
only $33.33 per month
five seats for your team
access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
choose another free product every time you renew
choose twelve free products per year
exclusive 50% discount on all purchases
renews monthly, pause or cancel renewal anytime
renews annually, pause or cancel renewal anytime
Generative Modeling with VAEs and GANs project for free