updated teaching

teaching.md

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 title: Teaching
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-# Winter Term 2022/2023: Tim on Sabbatical
+#### Winter Term 2023/2024: Self-Supervised Learning
+Over the course of the semester, we will explore key concepts and methods used in self-supervised learning. Topics include contrastive learning, autoencoders, generative models, transformers, and other techniques for learning from unlabelled or partially labeled data. The course will start with a review of basic concepts in machine learning and probability theory, followed by an introduction to self-supervised learning and its advantages over traditional methods. We will then review various Self-Supervised Learning algorithms such as BYOL, SimCLR and IGEPA. Finally, we will discuss applications of self-supervised learning in computer vision, natural language processing, and reinforcement learning.  
+
+[--> Go To Full Course Description](https://www.mi.fu-berlin.de/inf/groups/ag-ki/Teaching/WS23_24/Self-Supervised-Learning/index.html)
+
+
+
+#### Winter Term 2022/2023: Tim on Sabbatical
 <div class="videoWrapper">
   <iframe width="560" height="315" src="https://www.youtube.com/embed/5MMt-SmYWC8" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
-# Winter Term 2021/2022: Computer Vision
+#### Winter Term 2021/2022: Computer Vision
 <div class="videoWrapper">
   <iframe src="https://www.youtube.com/embed/videoseries?list=PLs7Vp-pCDX7yrUmgkxAEdNcgriOU6IBg5" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
-# Winter Term 2020/2021: Machine Learning
+#### Winter Term 2020/2021: Machine Learning
 <div class="videoWrapper">
   <iframe src="https://www.youtube.com/embed/videoseries?list=PLs7Vp-pCDX7yu38RbJfuyMUrFZ5877uh1" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </div>
 
 
 
 # Previous Courses
-* [See list here](http://www.mi.fu-berlin.de/inf/groups/ag-ki/members/Professoren/Tim_Landgraf.html)
+[--> See list here](http://www.mi.fu-berlin.de/inf/groups/ag-ki/members/Professoren/Tim_Landgraf.html)