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Introduction to Image Generation: Diffusion Models
Explore diffusion models for AI image generation. Learn the theory, real-world applications, and implementation on Google Cloud's Vertex AI.
Course Cost
₹ 2,699
Beginner
Skill Level
1 Hour
Self-paced lessons
This course introduces diffusion models, a family of machine learning models showing promise in image generation. Drawing inspiration from thermodynamics, diffusion models have gained popularity in both research and industry. The course covers the theory behind these models, their real-world applications, and how to train and deploy them on Google Cloud's Vertex AI platform. Students will learn about unconditioned diffusion models and recent advancements like text-to-image generation, gaining insights into state-of-the-art image generation techniques.
10,234 Enrolled
English
What you'll learn
Understand the fundamental concepts of diffusion models in machine learning
Explore the theoretical foundations of diffusion models and their connection to thermodynamics
Learn about real-world applications of diffusion models in image generation
Gain insights into unconditioned diffusion models and their capabilities
Discover recent advancements in diffusion models, particularly in text-to-image generation
Understand how to train and deploy diffusion models on Google Cloud's Vertex AI platform
Explore the potential of diffusion models in creating state-of-the-art image generation tools
Gain practical knowledge applicable to both research and industry applications in AI-driven image creation
Skills you'll gain
This course includes:
9 Minutes PreRecorded video
1 quiz
Access on Mobile, Tablet, Desktop
FullTime access
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There is 1 module in this course
This course provides an introduction to diffusion models, a cutting-edge family of machine learning models that have shown significant promise in the field of image generation. The curriculum covers the fundamental theory behind diffusion models, drawing parallels to concepts in thermodynamics. Students will learn about the recent rise of diffusion models in both research and industry applications. The course explores unconditioned diffusion models and delves into recent advancements, particularly in text-to-image generation. Practical aspects of training and deploying these models on Google Cloud's Vertex AI platform are also covered, giving students hands-on experience with state-of-the-art image generation tools.
Introduction to Image Generation
Module 1 · 1 Hours to complete
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