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Free Download Master GANs from Scratch - Implement 11 Game-Changing Models Published 10/2024 Created by Maxime Vandegar MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch Genre: eLearning | Language: English | Duration: 112 Lectures ( 18h 14m ) | Size: 11 GB From Theory to Application: The Ultimate Beginner's Guide to Mastering GANs Hands-On with PyTorch What you'll learn: How Generative Adversarial Networks (GANs) work Implementation of GANs from scratch using PyTorch Deep analysis of GANs: opening the black box Review of impactful research papers Requirements: Basic programming knowledge Basic Machine Learning knowledge Description: While diffusion models are the current hype, Generative Adversarial Networks (GANs) remain state-of-the-art due to their speed and efficiency. Despite the buzz around diffusion, GANs are still widely used in industry, and research shows that with the same compute and data, GANs can produce samples as good as diffusion models (GigaGAN paper). This course will equip you with everything you need to master GANs, implement them from scratch using PyTorch, and stay competitive in the field of Generative AI.In this course, we will dive deep into 11 influential research papers that shaped the development of GANs. By building each model step by step, you'll gain hands-on experience in creating powerful GAN architectures, from the original GAN to advanced models.Why Choose This GAN Course?Hands-on PyTorch Implementation: Build GANs from the ground up with practical PyTorch tutorials.Review 11 Key Papers: Understand and implement seminal GAN models, from the original architecture to cutting-edge variants.Master GAN Loss Variants: Implement and train models using vanilla GAN, LSGAN, WGAN, WGAN-GP, and Feature Matching loss functions to solve real-world challenges.What You'll Achieve:Implement GANs from scratch using PyTorchTrain and evaluate models like ALI, LSGAN, WGAN, WGAN-GP, Pix2Pix, and CycleGAN to tackle real-world challenges.Master adversarial training techniquesApply GANs to solve real-world AI challengesEnroll Today and Start Building GANs from Scratch!Stay ahead of the curve in Generative AI by mastering GANs-faster, and just as powerful as diffusion models when properly trained. 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