All Courses
The Intelligent Systems (IntSys) specialization at TUK's Department of Computer Science comprises a diverse set of courses, from algorithms and theoretical foundations of machine learning to applications and societal aspects of artificial intelligence. Depending on what expertise you want to achieve, you can combine different lectures in this specialization. We define some "flavors" that can help you assemble a set of courses in your study plan and gain expertise in a specific area. Note that these flavors are just suggestions. Feel free to assemble your individual study program according to your preference
Fundamentals
![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/CI.png)
Collaborative Intelligence
4 CP, Summer![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/3DCV.png)
3D Computer Vision
4 CP, Summer![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/ML.png)
Machine Learning I
8 CP, Summer![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/PGM.png)
Probabilistic graphical models
4 CP, Summer![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/quantum.png)
Quantum Computing and its Applications in AI
5 CP, Summer![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/optimization-for-ml.png)
Optimization for Machine Learning
8 CP, WinterModels of Complex Systems
![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/CMCS.png)
Continuous models of complex systems
4 CP, Winter![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/EI.png)
Embedded Intelligence
4 CP, Summer![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/ABSCS.png)
Agent Based Simulations of Complex Systems
4 CP, Summer![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/missing.png)
Scientific Machine Learning
4 CP, SummerData Analysis and Mining
![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/SWM.png)
Social Web Mining
4 CP, Summer![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/2DIP.png)
2D Image Processing
4 CP, Summer/Winter![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/ATCVDL.png)
Advanced Topics in Computer Vision and DL
4 CP, Winter![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/ML2.png)
Machine Learning II
8 CP, Winter![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/APMLDS.png)
Applications of Machine Learning and Data Science
4 CP, Winter![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/VDL.png)
Very Deep Learning
4 CP, Winter![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/Agriculture.png)
Agricultural Data
4 CP, Summer![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/julia.png)
ML/AI in Julia
4 CP, Summer![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/neuro-cognitive-computing.png)
Neurocognitive Computing
4 CP, Winter![Card image cap](https://ml-dev.cs.uni-kl.de/ml-teaching/wp-content/themes/default_theme/assets/images/course-images/nlp.png)
Neural Networks for NLP
4 CP, Winter