Study year 2

One of the subtracks must be taken.

Subtrack 1: Vision and Robotics

Mandatory courses:
- DD2410 Introduction to Robotics
- DD2423 Image Analysis and Computer Vision
- DD2424 Deep Learning in Data Science

Subtrack 2: Conversational System

Mandatory course:
- DT2151 Project in Conversational Systems

At least one must be taken:
- DT2112 Speech Technology
- DT2119 Speech and Speaker Recognition

At least 7,5 credits must be taken from:
- DD2424 Deep Learning in Data Science
- DD2437 Artificial Neural Networks and Deep Architectures
- DT2140 Multimodal Interaction and Interfaces
- DD2417 Language Engineering.

Some courses may be given every two years.

One of the subtracks must be chosen.

Subtrack 1: Machine Learning

Mandatory course:
- DD2424 Deep Learning in Data Science

One of these courses must be taken:
- DD2434 Machine Learning Advanced Course
- DD2437 Artificial Neural Networks and Deep Architectures
- DD2420 Probabilistic Graphical Models.

Subtrack 2: Natural Language Processing

Mandatory courses:
- DD2477 Search Engines and Information Retrieval Systems
- DD2417 Language Engineering.

Some courses may be given every two years.

At least 13,5 credits (either 7,5+7,5 credits, or 7,5+6+3 credits, or 9+6 hp, or 6+6+3 hp) must be taken:

- DH2321 Information Visualization
- DH2400 Physical Interaction Design and Realization
- DH2632 Human-Computer Interaction Research Seminars
- DH2408 Evaluation Methods in Human-Computer Interaction
- DH2413 Advanced Graphics and Interaction
- DT2140 Multimodal Interaction and Interfaces.

Some courses may be given every two years.

One of the subtracks must be taken:

Subtrack 1: High Performance Computing

Mandatory courses within the subtrack:
- DD2358 Introduction to High Performance Computing
- DD2356 Methods in High Performance Computing
- DD2360 Applied GPU Programming.

One of the courses should be taken:
- DD2370 Computational Methods for Electromagnetics
- DD2375 Project Course in High-Performance Computing.

Subtrack 2: Computational Science 

Mandatory courses within the subtrack:
- DD2356 Methods in High Performance Computing
- DD2363 Methods in Scientific Computing
- DD2444 Project Course in Scientific Computing.

One of the courses should be taken:
- DD2437 Artificial Neural Networks and Deep Architectures
- DD2257 Visualization
- DD2365 Advanced Computation in Fluid Mechanics.

Some courses may be given every two years.

All should take at least one of these courses:

- SF2740 Graph Theory (will be given every two years, given in Fall 2024)
- SF2972 Game Theory
- SF2940 Probability Theory
- SF2741 Enumerative Combinatorics (will be given every two years, given in Fall 2022)
- SF2930 Regression Analysis
- SF2956 Topological Data Analysis.

The student may propose a change to other courses in mathematics at advanced level and a total of at least 7,5 credits. The proposal is submitted to the Master Coordinator well in advance of the course start. The course change must be approved by the Programme Director.
In addition, one of the sub-tracks must be selected:

Subtrack 1: Algorithms, Complexity and Cryptography

Mandatory course:
- DD2448 Foundations of Cryptography

At least one must be taken:
- DD2542 Seminars on Theoretical Computer Science, Algorithms and Complexity (will be given every two years, given in Fall 2024)
- DD2445 Complexity Theory (will be given every two years, given in Fall 2023).

Subtrack 2: Formal Methods and Semantics

At least one must be taken:
- DD2452 Formal Methods (will be given every two years, given in Fall 2024),
- DD2552 Seminars on Theoretical Computer Science, Programming Languages and Formal Methods (will be given every two years, given in Fall 2023).

At least 7,5 credits must be taken:

- DD2459 Software Reliability
- DD2557 Program Semantics and Analysis (will be given every two years, given in Spring 2023)
- DD2460 Software Safety and Security
- DD2373 Automata and Languages (will be given every two years, given in Spring 2024)
- DD2443 Parallel and Distributed Computing.

Some courses may be given every two years.

At least 18 credits must be taken:

- DD2257 Visualization
- DH2321 Information Visualization
- DH2323 Computer Graphics and Interaction
- DH2413 Advanced Graphics and Interaction
- DH2650 Computer Game Design.

Some courses may be given every two years.