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---
layout: page
title: Probabilistic Machine Learning with Julia Course
sidebar: false
---
<h2>Syllabus</h2>
<ul>
<li>Intoroduction to Julia</li>
<li>Introduction to Probabilistic Programming</li>
<li>Probabilistic Modeling
<ul>
<li>Parametric Probabilistic Models
<ul>
<li>Basic Latent Variable Models [Turing.jl]</li>
<li>Bayesian Deep Learning [Turing.jl, Lux.jl]</li>
<li>Bayesian Differential Equations [DifferentialEquations.jl]</li>
</ul>
</li>
<li>Nonparametric Probabilistic Models [GaussianProcesses.jl]</li>
</ul>
</li>
<li>Inference
<ul>
<li>Markov Chain Monte Carlo [AdvancedMH.jl, AdvancedHMC.jl]</li>
<li>Parametric Variational Inference [AdvancedVI.jl]</li>
<li>Nonparametric Variational Inference [NonparametricVI.jl]</li>
<li>Reactive Message Passing [RxInfer.jl]</li>
</ul>
</li>
<li>Applications
<ul>
<li>Probabilistic Time Series Modeling</li>
<li>Bayesian Optimization</li>
<li>Bayesian Reinforcement Learning</li>
<li>Active Inference</li>
</ul>
</li>
</ul>
<p><strong>Lecturer</strong>: Amirabbas Asadi, MSc student in Applied Mathematics</p>
<p><strong>Prerequisite</strong>: Basics of Probability and Machine Learning, Julia programming</p>
<p><strong>Organization</strong>: Dr. Seyed-Mohammad-Mahdi Kazemi, Faculty of Finance, Kharazmi University</p>
<p><strong>Location</strong>: Kharazmi University, Faculty of Finance, Class 413</p>
<p><strong>Slides</strong>: <a href="https://github.com/BayesianRL/PML2024" target="_blank">GitHub</a></p>
<h2>Video Lectures [In Persian]</h2>
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<iframe width="560" height="315" src="https://www.youtube.com/embed/Z0GZ4KYnZjw?si=w5uFwV7KYpBIJWX7" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
<iframe width="560" height="315" src="https://www.youtube.com/embed/citGeygNchA?si=GfUQDSCpuxFdaIey" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
<iframe width="560" height="315" src="https://www.youtube.com/embed/TaFGENz9QdE?si=K8Ch8YOoR3mfjS61" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>