Variational Autoencoders Courses and Certifications

Probabilistic Deep Learning with TensorFlow 2

99 ratings at Coursera

Imperial College London offers a 5-week course on probabilistic deep learning using TensorFlow 2, focusing on uncertainty quantification and generative models. Includes hands-on coding tutorials.

• Coursera
• 2 days 4 hours 34 minutes
• On-Demand
• Free Online Course (Audit)

Generative AI and LLMs: Architecture and Data Preparation

This IBM short course, a part of Generative AI Engineering Essentials with LLMs Professional Certificate, will teach you the basics of using generative AI and Large Language Models (LLMs). This course is suitable for existing and aspiring data scientists…

• Coursera
• 5 hours 27 minutes
• On-Demand
• Free Online Course (Audit)

Alexander Amini;  MIT

Deep Generative Modeling

1 review

Dive into deep generative modeling with this MIT lecture series. Learn about autoencoders, variational autoencoders, generative adversarial networks, and more in just 1-2 hours.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Online Course

Exploring Generative AI Models and Architecture

174 ratings at Pluralsight

Explore generative AI models and architecture and apply key architectures like VAEs, Transformers, and GANs to real-world problems.

• Pluralsight
• 48 minutes
• On-Demand
• Free Trial Available

Serrano.Academy

Generative Models

Learn about Generative Models with Serrano.Academy. Master Denoising, Variational Autoencoders, GANs, and RBM in just 1-2 hours.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Online Course

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

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

Alexander Amini;  MIT

Deep Generative Modeling

Dive into deep generative modeling with this MIT lecture, covering topics from autoencoders to generative adversarial networks. Less than 1-hour workload.

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

Aladdin Persson

Variational Autoencoder Paper Walkthrough

Explore Variational AutoEncoder in a concise walkthrough by Aladdin Persson, with less than an hour of material. Ideal for deepening understanding of machine learning.

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

Black Hat

An AI Approach to Malware Similarity Analysis - Mapping the Malware Genome With a Deep Neural Network

Learn to map the malware genome using a deep neural network with Black Hat. This less than 1-hour material offers a new approach to malware similarity detection, improving accuracy and adaptability.

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

Graham Neubig

Neural Nets for NLP - Latent Variable Models

Explore Neural Networks for NLP with Graham Neubig's 1-2 hour material, covering generative models, variational autoencoders, and handling discrete latent variables.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Online Course

Graham Neubig

Neural Nets for NLP - Latent Random Variables

Explore generative models, variational autoencoders, and latent random variables in NLP with this under 1-hour material by Graham Neubig.

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

Graham Neubig

Neural Nets for NLP - Models with Latent Random Variables

Explore Neural Networks for NLP with Graham Neubig's 1-2 hour material, covering generative models, variational autoencoders, and latent variable handling.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Online Course

Alan Turing Institute

Exploring the Cosmos with Deep Learning

Explore the cosmos with deep learning in this under 1-hour material from Alan Turing Institute. Learn to address cosmological challenges, detect rare astronomical objects, and model galaxy properties.

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