Diffusion Courses and Certifications

Physico/Chemical Processes of Environmental Engineering

Students will learn fundamental principles of physico/chemical processes that are commonly used by Environmental Engineers. Emphasis will be on fundamental concepts, so as to prompt their application in a wide range of settings, and to promote creativity.

• edX
• 17 weeks, 7-9 hours a week
• On-Demand
• Free Online Course (Audit)

Stanford CS236: Deep Generative Models - Score Based Diffusion Models - Lecture 16

Explore score-based diffusion models in deep generative modeling, covering theoretical foundations and practical applications in AI and machine learning.

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

Diffusion Models in Medical Imaging

Explore diffusion models in medical imaging through MedDelina for segmentation and ViCTr for synthesis, addressing data limitations and enhancing anatomical consistency.

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

Can Diffusion Model Disentangle? A Theoretical Perspective

Explore a theoretical framework for understanding how diffusion models learn disentangled representations, with identifiability conditions, training dynamics analysis, and experimental validation across diverse tasks and modalities.

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

Denoising Diffusion Models for Denoising Diffusion MRI - Tiange Xiang

Explore innovative self-supervised denoising techniques for diffusion MRI using denoising diffusion models. Learn about a three-stage framework integrating statistic-based theory for improved medical imaging quality.

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

Introduction to Semiconductor Process 1

45 ratings at Coursera

Explore semiconductor device principles, process integration, and advanced techniques like EUV lithography. Gain comprehensive knowledge of MOSFET theory and CMOS manufacturing steps.

• Coursera
• 4 hours 35 minutes
• On-Demand
• Paid Course

Introduction to Semiconductor Process 2

17 ratings at Coursera

Explore semiconductor processes including etching, deposition, metallization, and packaging. Learn about advanced techniques like 3D transistors and strain engineering for a comprehensive understanding of semiconductor manufacturing.

• Coursera
• 5 hours 34 minutes
• On-Demand
• Paid Course

Analysis of Transport Phenomena: Asymptotics

Dive into mathematical modeling of transport phenomena with asymptotic analysis techniques for heat transfer, fluid dynamics, and chemical reactions.

• MITx Online
• 2 weeks, 10-12 hours a week
• On-Demand
• Free Online Course

Analysis of Transport Phenomena: Electrochemical Transport

Dive into mathematical modeling of heat, mass transfer, fluid dynamics, chemical reactions, and electrochemical transport phenomena at the graduate level.

• MITx Online
• 2 weeks, 10-12 hours a week
• On-Demand
• Free Online Course

Analysis of Transport Phenomena: Mathematical Formulation

Dive into mathematical modeling of transport phenomena, covering heat transfer, fluid dynamics, chemical reactions, and phase transformations with advanced analytical methods.

• MITx Online
• 4 weeks, 10-12 hours a week
• On-Demand
• Free Online Course

Analysis of Transport Phenomena: Models

Dive into mathematical modeling of heat, mass transfer, fluid dynamics, chemical reactions, and phase transformations with integral and differential conservation equations.

• MITx Online
• 2 weeks, 10-12 hours a week
• On-Demand
• Free Online Course

Analysis of Transport Phenomena: Nonequilibrium Thermodynamics

Explore mathematical modeling of heat, mass transfer, fluid dynamics, chemical reactions, and phase transformations in this graduate-level introduction to nonequilibrium thermodynamics.

• MITx Online
• 2 weeks, 10-12 hours a week
• On-Demand
• Free Online Course

Analysis of Transport Phenomena: Scaling

Explore mathematical modeling of transport phenomena, including dimensional analysis, similarity solutions, and Green functions for diffusion, fluid dynamics, and reactions.

• MITx Online
• 3 weeks, 10-12 hours a week
• On-Demand
• Free Online Course

Analysis of Transport Phenomena: Series Expansions

Dive into mathematical modeling of transport phenomena, exploring Fourier series, Sturm-Liouville theory, and eigenfunction expansions for heat transfer, fluid dynamics, and chemical reactions.

• MITx Online
• 6 weeks, 10-12 hours a week
• On-Demand
• Free Online Course

Outlier

Diffusion Models - PyTorch Implementation

1 review

Learn to implement and train diffusion models in PyTorch, covering unconditional and conditional versions, classifier-free guidance, and exponential moving average. Gain hands-on experience with state-of-the-art generative AI techniques.

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