Image Synthesis Courses and Certifications

Deep Generative Models - Lecture 8: GANs

Explore Generative Adversarial Networks (GANs) in deep learning, covering their architecture, training process, and applications in image generation and beyond.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Advanced Computer Vision - Spring 2022

Dive into cutting-edge computer vision techniques including Vision Transformers, DETR object detection, video analysis, and self-supervised learning through 27 comprehensive lectures.

• YouTube
• 18 hours 33 minutes
• On-Demand
• Free Video

Runway

How Generative Models Work - Understanding Neural Networks and Auto Encoders

Explore various generative models, their inner workings, and see a live demo of StyleGAN creating new images in RunwayML. Learn about neural networks and auto-encoders.

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

Alexander Amini;  MIT

Deep Generative Modeling

Explore deep generative modeling, including autoencoders, VAEs, and GANs. Learn about latent variables, representation learning, and applications in debiasing and image synthesis.

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

Finnish Center for Artificial Intelligence FCAI

Elucidating the Design Space of Diffusion-Based Generative Models

Explore advancements in diffusion-based generative models, including improved sampling, training, and score network preconditioning. Learn about state-of-the-art results and modular design changes for enhanced efficiency and quality.

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

Tao Prompts

How to Create Multiple Consistent Characters in Midjourney V6

Master creating multiple consistent characters in Midjourney V6 using the --cref feature with different angles, interactions, and environments in this practical tutorial.

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

Neural Breakdown with AVB

Understanding Zip-NeRF: Anti-Aliased Grid-Based Neural Radiance Fields

Explore the evolution and technical advances of Zip-NeRF, an innovative AI algorithm that revolutionizes 3D scene synthesis from 2D images, building upon NeRF and related technologies.

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

AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks

Explore fine-grained text-to-image generation using attentional GANs, covering architecture, experiments, and novel scenarios in this technical deep dive.

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

Aleksa Gordić - The AI Epiphany

DALL-E Mini Explained - ML Coding Series

Comprehensive exploration of DALL-E mini, covering its architecture, components, and implementation details. Includes code walkthrough and explanations of key concepts in image synthesis.

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

Outlier

VQ-GAN - PyTorch Implementation

Implement Vector Quantized Generative Adversarial Networks (VQGAN) using PyTorch, covering encoder, decoder, codebook, discriminator, and transformer stages for high-resolution image synthesis.

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

Bolei Zhou

Exploring and Exploiting Interpretable Semantics in GANs - CVPR 2020 Tutorial

Explore interpretable semantics in GANs, covering deep generative representation, GAN dissection, latent space manipulation, and applications in face synthesis and image processing.

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

Institute for Advanced Study

Are All Features Created Equal? - Aleksander Madry

Explore machine learning's success, deep learning's appeal, and adversarial perturbations. Examine robust features, human vs. ML perspectives, and implications for data efficiency and image synthesis.

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

Institute for Advanced Study

Overcoming the Curse of Dimensionality and Mode Collapse - Ke Li

Explore techniques to overcome dimensionality challenges and mode collapse in deep learning, focusing on GANs, maximum likelihood estimation, and efficient algorithms for high-dimensional spaces.

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

Institut des Hautes Etudes Scientifiques (IHES)

The New Era of Image Denoising

Explore revolutionary image denoising techniques, their applications in inverse problems, and the concept of diverse solutions in image processing.

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

Institut des Hautes Etudes Scientifiques (IHES)

A Spline Tour of Deep Learning: The Scattering Way

Explore deep learning's progress, challenges, and theoretical foundations. Gain insights into the geometric interpretation of deep networks and spline approximation, with a focus on Scattering Networks.

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