Variational Autoencoder (VAE) Courses and Certifications

Aladdin Persson

Variational Autoencoder From Scratch in PyTorch

Learn to build a Variational Autoencoder from scratch in PyTorch with Aladdin Persson in under an hour.

• YouTube
• 40 minutes
• On-Demand
• Free Online Course

Yannic Kilcher

NVAE- A Deep Hierarchical Variational Autoencoder

Explore the engineering choices for training a deep hierarchical Variational Autoencoder (VAE) with Yannic Kilcher. Learn about VAEs, their challenges, and how to achieve sharp, high-resolution results.

• YouTube
• 34 minutes
• On-Demand
• Free Online Course

Paul Hand

Variational Autoencoders

Explore variational autoencoders, generative models, and stochastic optimization in this concise lecture by Paul Hand from Northeastern University.

• YouTube
• 43 minutes
• On-Demand
• Free Online Course

Valerio Velardo - The Sound of AI

Generating Sound Digits with a Variational Autoencoder

Learn to generate sound digits using a Variational Autoencoder with Valerio Velardo - The Sound of AI. This under 1-hour tutorial covers implementation, bug fixing, and audio generation.

• YouTube
• 35 minutes
• On-Demand
• Free Online Course

Valerio Velardo - The Sound of AI

How to Implement a Variational Autoencoder in Python and Keras

Learn to implement a Variational Autoencoder using Python, Tensorflow, and Keras in under an hour with Valerio Velardo - The Sound of AI.

• YouTube
• 33 minutes
• On-Demand
• Free Online Course

Valerio Velardo - The Sound of AI

From Autoencoders to Variational Autoencoders - Improving the Encoder

Learn to transform autoencoders into Variational Autoencoders with Valerio Velardo - The Sound of AI. Understand multivariate normal distributions and their role in generative tasks in under 1 hour.

• YouTube
• 26 minutes
• On-Demand
• Free Online Course

Valerio Velardo - The Sound of AI

Building and Training an Autoencoder in Keras - TensorFlow - Python

Learn to build and train autoencoders using Python, Tensorflow, and Keras with Valerio Velardo - The Sound of AI. Master encoder-decoder architectures in under an hour.

• YouTube
• 27 minutes
• On-Demand
• Free Online Course

Alfredo Canziani

From LV-EBM to Target Prop to Autoencoder

Explore the transition from LV-EBM to various autoencoders with Alfredo Canziani in this 1-2 hour online material. Dive into topics like target propagation, reconstruction costs, and variational autoencoders.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Online Course

Serrano.Academy

Denoising and Variational Autoencoders

Learn about autoencoders, generative models, and dimensionality reduction in less than an hour with Serrano.Academy's video tutorial. Includes practical training exercises.

• YouTube
• 32 minutes
• On-Demand
• Free Online Course

Image Compression and Generation using Variational Autoencoders in Python

76 ratings at Coursera

Learn to compress and generate images using Variational Autoencoders in Python with Coursera's 1-hour project. Train a model to reduce font data dimensions and create new outputs.

• Coursera
• 1 hour 55 minutes
• On-Demand
• Paid Course

Towards Unsupervised Biomedical Image Segmentation Using Hyperbolic Representations - Jeffrey Gu

2 reviews

Explore unsupervised biomedical image segmentation with Stanford's Jeffrey Gu. Learn about hyperbolic representations, hierarchical structures, and VAEs in a 1-2 hour session.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Online Course

Deep Learning: GANs and Variational Autoencoders

2944 ratings at Udemy

Generative Adversarial Networks and Variational Autoencoders in Python, Theano, and Tensorflow

• Udemy
• 7 hours 51 minutes
• On-Demand
• Paid Course

Microcredential

TensorFlow: Advanced Techniques

Deepen your TensorFlow knowledge with DeepLearning.AI's 22-week course. Learn advanced techniques like non-sequential model types, optimizing training, advanced computer vision, and generative deep learning.

• Coursera
• 22 weeks, 5 hours a week
• On-Demand
• Paid Course
• 4 courses

TensorFlow 2.0 Practical Advanced

337 ratings at Udemy

Master Tensorflow 2.0, Google’s most powerful Machine Learning Library, with 5 advanced practical projects

• Udemy
• 13 hours
• On-Demand
• Paid Course

Devoxx

Music Generation with Magenta - Using Machine Learning in the Arts

Explore music generation with Magenta, a TensorFlow-based library, in this less than 1-hour program by Devoxx. Learn to use machine learning for creating rhythms, melodies, and audio clips.

• YouTube
• 46 minutes
• On-Demand
• Conference Talk