Apply Generative Adversarial Networks (GANs)
About this Course
In this course, you will: - Explore the applications of GANs and examine them wrt data augmentation, privacy, and anonymity - Leverage the image-to-image translation framework and identify applications to modalities beyond images - Implement Pix2Pix, a paired image-to-image translation GAN, to adapt satellite images into map routes (and vice versa) - Compare paired image-to-image translation to unpaired image-to-image translation and identify how their key difference necessitates different GAN architectures - Implement CycleGAN, an unpaired image-to-image translation model, to adapt horses to zebras (and vice versa) with two GANs in one The DeepLearning.AI Generative Adversarial Networks (GANs) Specialization provides an exciting introduction to image generation with GANs, charting a path from foundational concepts to advanced techniques through an easy-to-understand approach. It also covers social implications, including bias in ML and the ways to detect it, privacy preservation, and more. Build a comprehensive knowledge base and gain hands-on experience in GANs. Train your own model using PyTorch, use it to create images, and evaluate a variety of advanced GANs. This Specialization provides an accessible pathway for all levels of learners looking to break into the GANs space or apply GANs to their own projects, even without prior familiarity with advanced math and machine learning research.Created by: DeepLearning.AI
Related Online Courses
Course 2 of Statistical Thermodynamics presents an introduction to quantum mechanics at a level appropriate for those with mechanical or aerospace engineering backgrounds. Using a postulatory... more
This advanced business analysis course is tailored for experienced professionals looking to deepen their skills in elicitation and requirements analysis. Learners will delve into the intricacies of... more
One of the goals of the Teaching Writing specialization has been to help every learner consider ways to adapt what they are learning and apply it to their specific situation, needs and interests.... more
The Tableau Capstone Project allows you to apply what you\'ve learned about making data-driven decisions to real business challenges companies face every day. Effective business intelligence (BI)... more
By the end of the specialization, you will be able to:\\n\\nApply creative thinking to a variety of workplace situations and challenges. Decide between various alternatives, determining which is... more