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@SUT-CS-GM

Generative Models | SUT CS

Generative Models (Fall 2025), CS Group, Dept. of Mathematical Sciences, Sharif University of Technology.

Generative Models (Fall 2025)

Welcome to the official GitHub organization for the Generative Models course (Fall 2025 semester) at Sharif University of Technology.

  • University: Sharif University of Technology (SUT)
  • Department: Department of Mathematical Sciences
  • Group: Computer Science (CS)
  • Organization Handle: SUT-CS-GM

About This Course

This course provides a comprehensive introduction to the principles, algorithms, and applications of generative modeling. We will explore a wide variety of models and techniques, from foundational probabilistic models to large-scale generative AI.

Purpose of This Organization

This organization hosts all official course materials, codebases, and project repositories. You will find:

  • The official course website
  • Lecture slides and supplementary notes
  • Material for homework assignments

Course Syllabus

Date Topic Assignment
1404/7/20 Introduction
1404/7/22 Intro. to Probabilistic Graphical Models
1404/7/27 Intro. to Probabilistic Graphical Models
1404/7/29 Intro. to Probabilistic Graphical Models
1404/8/4 Autoregressive Models
1404/8/6 Autoregressive Models HW1
1404/8/11 VAEs
1404/8/13 VAEs
1404/8/18 GANs
1404/8/20 GANs
1404/8/25 Normalizing Flows - Invertible Models HW2
1404/8/27 Energy Based Models
1404/9/2 Score Based Models and SDEs
1404/9/4 Score Based Models and SDEs
1404/9/9 Midterm Exam
1404/9/11 Flow Matching HW3
1404/9/16 Intro. to Diffusion Models
1404/9/18 Diffusion Models and ODE/Flows
1404/9/23 Diffusion Models and ODE/Flows
1404/9/25 Text-to-Image Generation with Diffusion Models
1404/9/30 Diffusion for Discrete Data HW4
1404/10/2 Advanced Topics in Generative Models
1404/10/7 Intro. to LLMs and LMMs
1404/10/9 LLM Emergent Abilities
1404/10/14 LLM Emergent Abilities
1404/10/16 Reasoning in LLMs HW5
1404/10/21 Reasoning in LLMs
1404/10/23 Reasoning in LLMs

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Course Staff

  • Instructor: Dr. Fatemeh Seyyedsalehi
  • Teaching Assistants (TAs):
    • Maryam Rezaee (Head TA)
    • Firoozeh Abrishami
    • Shaygan Adim
    • Mohammad Ali Banayeeanzade
    • Mahshid Dehghani
    • Ali Salimi
    • Mohammad Shirkhani
    • Pooriya Safaei
    • Amir Mohammad Fakhimi
    • Sara Karimi
    • Ramtin Moslemi
    • Mohamad Hosein Mehdikhani

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  1. sut-cs-gm.github.io sut-cs-gm.github.io Public

    Source code for the Generative Models (Fall 2025) course website at Sharif University of Technology.

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