| Reference | Course Title | Credits | 25-26 | Semester | Area(s) |
| BIO-410 | Bioimage informatics | 4 | yes | spring | AI |
| NX-465 | Computational neurosciences : neuronal dynamics | 5 | yes | spring | AI |
| COM-401 | Cryptography and security | 8 | yes | fall | TH |
| COM-402 | Information security and privacy | 8 | yes | fall | SY |
| COM-404 | Information theory and coding | 8 | yes | fall | TH |
| COM-405 | Mobile networks | 8 | yes | fall | TH |
| COM-406 | Foundations of Data Science (Information theory and signal processing) | 8 | yes | fall | TH |
| COM-407 | Advanced Networks | 8 | yes | fall | SY |
| COM-417 | Advanced probability and applications | 8 | yes | fall | AI // TH |
| COM-418 | Computer and Music | 6 | no | spring | TH |
| COM-430 | Modern digital communications: a hands-on approach | 8 | yes | fall | SY |
| COM-480 | Data visualization | 6 | yes | spring | AI |
| COM-490 | Large-scale data science for real-world-data (Lab in data science) | 6 | yes | spring | AI |
| COM-500 | Statistical signal and data processing through applications | 8 | no | spring | TH |
| COM-501 | Advanced cryptography | 6 | yes | spring | TH |
| COM-502 | Dynamical system theory for engineers | 6 | no | spring | TH |
| COM-512 | Networks out of control | 6 | yes | spring | TH |
| COM-516 | Markov chains and algorithmic applications | 6 | yes | fall | TH |
| CS-401 | Applied data analysis | 8 | yes | fall | AI |
| CS-411 | Digital education | 6 | yes | spring | AI/SY |
| CS-412 | Software security | 6 | yes | spring | SY |
| CS-420 | Advanced compiler construction | 6 | yes | spring | SY |
| CS-421 | Machine learning for behavioral data | 6 | yes | spring | AI |
| CS-459 | Foundations of probabilistic proofs | 6 | yes | fall | TH |
| CS-460 | Systems for data management and data science | 8 | yes | spring | SY |
| CS-423 | Distributed information systems | 6 | no | fall | SY |
| CS-431 | Introduction to natural language processing | 6 | yes | fall | AI |
| CS-433 | Machine learning | 8 | yes | fall | AI |
| CS-438 | Decentralized systems engineering | 8 | yes | fall | SY |
| CS-439 | Optimization for machine learning | 8 | yes | spring | AI |
| CS-440 | Advanced computer graphics | 6 | no | spring | AI // SY |
| CS-442 | Computer vision | 6 | yes | spring | AI |
| CS-448 | Sublinear algorithms for big data analysis | 6 | yes | spring | TH |
| CS-450 | Algorithms II | 8 | yes | fall | AI // TH |
| CS-451 | Distributed algorithms | 8 | yes | fall | TH // SY |
| CS-453 | Concurrent computing | 6 | yes | fall | TH |
| CS-455 | Topics in theoretical computer science | 6 | yes | fall | TH |
| CS-456 | Deep reinforcement learning | 6 |
no | spring | AI |
| CS-457 | Geometric computing | 6 | no | fall | AI//SY//TH |
| CS-470 | Advanced computer architecture | 8 | yes | spring | SY |
| CS-471 | Advanced multiprocessor architecture | 8 | yes | fall | SY |
| CS-472 | Design technologies for integrated systems | 6 | yes | fall | SY |
| CS-473 | System programming for Systems-on-chip | 6 | yes | fall | SY |
| CS-476 | Embedded system design | 6 | yes | spring | SY |
| CS-486 | Interaction Design | 6 | yes | spring | AI |
| CS-489 | Experience design | 6 | yes | fall | AI |
| CS-491 | Introduction to IT consulting | 6 | no | spring | SY |
| CS-500 | AI Product Management | 6 | yes | fall | AI |
| CS-503 | Visual Intelligence | 6 | yes | spring | AI |
| CS-522 | Principles of computer systems | 8 | yes | fall | SY |
| CS-523 | Advanced topics on privacy enhancing technologies | 8 | yes | spring | SY |
| CS-524 | Computational complexity | 6 | yes | fall | TH |
| CS-526 | Learning theory | 6 | yes | spring | AI |
| CS-550 | Formal verification | 6 | yes | fall | TH |
| CS-552 | Modern natural language processing | 8 | yes | spring | AI |
| CS-428 | Interactive Theorem Proving CS | 4 | yes | spring | TH |
| EE-451 | Image analysis and pattern recognition | 4 | yes | spring | AI |
| EE-472 | Smart grid technologies | 5 | yes | spring | SY |
| EE-512 | Biomedical signal processing | 4 | yes | fall | AI |
| EE-556 | Mathematics of data: from theory to computation | 6 | yes | fall | AI // TH |
| EE-559 | Deep learning | 4 | yes | spring | AI |
| EE-566 | Adaptation and learning | 4 | yes | spring | TH |
| EE-568 | Reinforcement learning | 6 | yes | spring | AI/TH |
| EE-608 | Deep Learning For Natural Language Processing | 4 | yes | fall | AI |
| EE-612 | Fundamentals in statistical pattern recognition | 4 | TBD | spring | AI |
| EE-613 | Machine learning for engineers | 4 | no | fall | AI |
| EE-724 | Human language technology: applications to information access | 4 | no | fall | AI |
| EE-733 | Design and Optimization of Internet-of-Things Systems | 4 | no | fall | SY |
| EE-735 | Online learning in Games | 4 | yes | spring | AI |
| DH-500 | Computational social media | 4 | yes | spring | AI |
| ENG-466 | Distributed intelligent systems | 5 | yes | fall | SY |
| MATH-412 | Statistical machine learning | 5 | yes | fall | AI; TH |
| MATH-414 | Stochastic simulation | 5 | yes | fall | TH |
| MATH-431 | Theory of stochastic calculus | 5 | yes | fall | TH |
| MATH-453 | Computational linear algebra | 5 | yes | spring | TH |
| MATH-454 | Parallel and high-performance computing | 4 | yes | spring | SY |
| MATH-483 | Gödel and recursivity | 5 | no | fall | TH |
| MATH-486 | Statistical mechanics & Gibbs measures | 5 | yes | spring | TH |
| MATH-489 | Number theory II.c – Cryptography | 5 | no | spring | TH |
| MATH-493 | Applied biostatistics | 5 | no | spring | AI |
| MATH-500 | Error control in scientific modelling | 5 | yes | fall | TH |
| MATH-517 | Statistical computation and visualization | 5 | yes | fall | AI |
| MICRO-455 | Machine learning I | 4 | yes | fall | AI |
| MICRO-570 | Machine learning II | 4 | no | spring | AI |
| PHYS-512 | Statistical physics of computation | 4 | yes | fall | TH |
| PHYS-550 | Quantum information theory | 4 | yes | fall | TH |
| PHYS-541 | Quantum Computing | 4 | yes | fall | TH |
| PHYS-642 | Statistical physics for optimization and learning | 4 | no | spring | AI / TH |
| ME-425 | Model predictive Control | 4 | yes | fall | TH |
