Generative Models Courses and Certifications

Valence Labs

Protein Discovery with Discrete Walk-Jump Sampling

Explore discrete generative modeling for protein discovery using Walk-Jump Sampling. Learn to train energy functions, sample with Langevin MCMC, and optimize for distributional conformity in antibody design.

• YouTube
• 55 minutes
• On-Demand
• Free Video

Simons Institute

Towards Understanding Generalization Properties of Score-Based Losses

Explore score-based losses as alternatives to maximum likelihood in generative models, examining their statistical efficiency and connections to diffusion algorithms for improved model design.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Broad Institute

PROTPARDELLE: An All-Atom Protein Generative Model - Broad Institute Machine Learning in Drug Discovery Symposium 2023

Explore PROTPARDELLE, an all-atom protein generative model, presented by Stanford's Possu Huang at the Broad Institute's Machine Learning in Drug Discovery Symposium.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Flexible Models for Microclustering with Application to Entity Resolution - 2016

Explore microclustering models for entity resolution and community detection, focusing on sublinear cluster growth and applications in various fields like genetics and human rights.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Deep Generative Models - Autoregressive Models - Lecture 3

Explore autoregressive models in deep learning, focusing on their architecture, training, and applications in generating sequential data like text and images.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Deep Generative Models - Lecture 6: Variational Autoencoders

Explore Variational Autoencoders (VAEs) in deep generative modeling, covering theoretical foundations and practical applications in this Stanford lecture by Prof. Stefano Ermon.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

Deep Generative Models - Energy Based Models - Lecture 11

Explore energy-based models in deep learning, their applications, and theoretical foundations. Gain insights from Stanford's expert on advanced generative modeling techniques.

• YouTube
• 1 hour 25 minutes
• On-Demand
• Free Video

USC Probability and Statistics Seminar

Score-based Neural Ordinary Differential Equations and Normalizing Flow for Mean Field Control

Explore a novel approach to Mean Field Control using score-based neural ODEs and normalizing flows, with applications in generative models, probability flow matching, and Wasserstein proximal operators.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Alfredo Canziani

PyTorch Machine Learning Minicourse - CNNs, RNNs, and Generative Models

Dive into PyTorch fundamentals covering machine learning, CNNs, RNNs, and generative models for high-energy physics applications in this comprehensive minicourse.

• YouTube
• 6 hours 6 minutes
• On-Demand
• Free Video

Understanding Artificial Intelligence

104 ratings at DataCamp

Learn the basic concepts of Artificial Intelligence, such as machine learning, deep learning, NLP, generative AI, and more.

• DataCamp
• 2 hours
• On-Demand
• Free Trial Available

Discovering World Models

1 rating at Udacity

Explore World Models through predictive frameworks, self-supervised learning, and agent interactions while analyzing their real-world applications and biological inspirations.

• Udacity
• 1 hour
• On-Demand
• Free Online Course

Introduction to Generative AI with Google Cloud

11 ratings at Udacity

Gain hands-on experience building AI that generates text, images, or code using Google Cloud tools and learn essential generative model concepts.

• Udacity
• 1 hour
• On-Demand
• Free Online Course

Generative AI & ChatGPT models (UPDATED 2024)

450 ratings at Udemy

Guides and projects to guide you through all the steps required to get started with OpenAI, and DALL.e 3 APIs

• Udemy
• 2 hours 12 minutes
• On-Demand
• Paid Course

HuggingFace

Stable Diffusion and Friends - High-Resolution Image Synthesis via Two-Stage Generative Models

Explore the evolution of generative image models with Stable Diffusion co-creator Robin Rombach, covering GANs, Transformers, and latent Diffusion models for high-resolution image synthesis and creative applications.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Runway

BigGAN and Other Generative Models

Explore BigGAN and BigBiGAN generative models, their functionality in RunwayML, and learn about image reconstruction techniques in this informative video on advanced AI-powered image generation.

• YouTube
• 15 minutes
• On-Demand
• Free Video