Watch Diffusion Models - Live Coding Tutorial Video Tutorial


Tutorial Details & Info

Tutorial Title: Diffusion Models - Live Coding Tutorial
Instructor / Channel: dtransposed
Lesson Runtime: 24:06 Minutes
Publish Date: February 06, 2023
Total Students / Views: 32,219 views

Master the concepts in Diffusion Models - Live Coding Tutorial presented by dtransposed. The total lesson runtime is 24:06 minutes providing step-by-step visual instructions. Follow along to build your skills today on TutorTube.

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Course Description & Lesson Notes

Official Video Description:

This is my live (to the most extent) coding video, where I implement from a scratch a diffusion model that generates 32 x 32 RGB images. The tutorial assumes a basic knowledge of deep learning and Python. Links: - The Jupiter notebook built in this video: https://github.com/dtransposed/code_videos/blob/main/01_Diffusion_Models_Tutorial - My website: https://dtransposed.github.io - My Twitter: https://twitter.com/dtransposed Sources: - Lil' Log - What are Diffusion Models: https://lilianweng.github.io/posts/2021-07-11-diffusion-models/ - Understanding Diffusion Models: A Unified Perspective: https://arxiv.org/abs/2208.11970 - Denoising Diffusion Probabilistic Models: https://arxiv.org/abs/2006.11239 Timestamps: 0:00 Introduction 0:32 Theoretical background 13:13 Live Coding - Forward diffusion 41:29 Live Coding - Training loop 1:00:05 - Live Coding - Overfitting one batch 1:03:36 - Live Coding - Reverse diffusion 1:13:40 - Live Coding - Training on CIFAR - 10 dataset 1:17:24 - Live Coding - Result evaluation 1:19:40 - (Bonus) Quick explanation of the UNet architecture used in the tutorial

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Master how to master Diffusion Models - Live Coding Tutorial with this in-depth video tutorial guide. Throughout this course, you will gain step-by-step knowledge for Diffusion Models - Live Coding Tutorial.

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🎓 Lesson Overview & Learning Outcomes:

Welcome to the step-by-step video guide for Diffusion Models - Live Coding Tutorial taught by dtransposed. This tutorial provides a comprehensive walkthrough designed to take you from foundational principles to practical implementation.

💡 Key Topics Covered in This Course:

  • Core Fundamentals & Setup: Understanding the workspace, essential tools, and initial setup for Diffusion Models - Live Coding Tutorial.
  • Step-by-Step Practical Demonstration: Hands-on implementation guided by dtransposed with real-world examples.
  • Best Practices & Key Shortcuts: Time-saving workflows, keyboard shortcuts, and industry-standard recommendations.
  • Troubleshooting & Common Pitfalls: How to avoid common beginner errors and optimize your workflow for peak efficiency.

📋 Recommended Prerequisites & Study Notes:

No prior advanced experience is required. Follow along with the video player above on any desktop computer, tablet, or mobile device. Pause and rewind at key steps to practice along with the instructor.

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