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- | =====Theses and Jobs===== | ||
- | If you are looking for a bachelor/ | ||
+ | =====Open researcher positions===== | ||
+ | {{blog>: | ||
- | == GPU-based Parallelization of Numerical Optimization Techniques | + | == PostDoc |
- | In the field of Machine Learning, numerical optimization techniques play a focal role. However, as models grow larger, traditional implementations on single-core CPUs suffer from sequential execution causing a severe slow-down. In this thesis, state-of-the-art GPU frameworks (e.g. CUDA) are to be investigated in order implement numerical optimizers that substantially profit from parallel execution. | + | With our new project FAME, we aim to lay the groundwork for robots that achieve the competence level of humans in the area of everyday manipulation tasks. |
- | Requirements: | + | In pursuit of this goals, FAME will investigate the hypothesis that a knowledge representation |
- | * Skills in numerical optimization algorithms | + | |
- | * Good programming skills in Python | + | |
- | Contact: [[team: | + | With cutting-edge laboratories and data infrastructure FAME offers attractive workplaces, diverse and responsible tasks, and a wide scope of advanced training options. |
- | == Online Learning of Markov Logic Networks for Natural-Language Understanding | + | We offer two PostDoc positions |
- | Markov Logic Networks (MLNs) combine the expressive power of first-order logic and probabilistic graphical models. In the past, they have been successfully applied to the problem of semantically interpreting and completing natural-language instructions from the web. State-of-the-art learning techniques mostly operate in batch mode, i.e. all training instances need to be known in the beginning of the learning process. In context of this thesis, online learning methods for MLNs are to be investigated, | + | **Research tasks:** |
- | Requirements: | + | As a PhD with appropriate, |
- | * Experience in Machine Learning. | + | |
- | * Experience | + | |
- | * Good programming skills | + | |
- | Contact: [[team:daniel_nyga|Daniel Nyga]] | + | **Your ideal profile:** |
+ | * PhD in Computer Science (Master, University Diploma) | ||
+ | * Outstanding academic achievements e.g. in the field of robotics, AI, perception, programming, | ||
+ | * Profound knowledge in the development of complex software systems, ideally in the field of robotics | ||
+ | * Substantial know-how on AI methods in robotic applications | ||
+ | * Excellent programming skills: the programming languages used include, for example: Python, C ++, LISP, Prolog | ||
+ | * Ability to communicate proficiently in English | ||
+ | * High level of commitment, flexibility and team spirit | ||
+ | Please find the complete job description under the [[https:// | ||
- | ==HiWi-Position: | ||
- | In the context of the European research project RoboHow.Cog [1,2] we | ||
- | are investigating methods for combining multimodal sources of knowledge (e.g. video, natural-language recipes or computer games), in order to enable mobile robots to autonomously acquire new high level skills like cooking meals or straightening up rooms. | ||
- | The Institute for Artificial Intelligence is hiring a student researcher for the | + | == PhD candidate (f/ |
- | development and the integration of probabilistic methods | + | |
- | This HiWi-Position can serve as a starting point for future Bachelor' | + | With our new project FAME, we aim to lay the groundwork for robots that achieve the competence level of humans in the area of everyday manipulation tasks. |
- | Tasks: | + | In pursuit |
- | * Implementation | + | |
- | * Linkage of the knowledge base to the executive of the robot. | + | |
- | * Support for the scientific staff in extending and integrating components onto the robot platform PR2. | + | |
- | Requirements: | + | With cutting-edge laboratories and data infrastructure FAME offers attractive workplaces, diverse and responsible tasks, and a wide scope of advanced training options. |
- | * Studies in Computer Science (Bachelor' | + | |
- | * Basic skills in Artificial Intelligence | + | |
- | * Optional: basic skills in Probability Theory | + | |
- | * Optional: basic skills in Machine Learning | + | |
- | * Good programming skills in Python | + | |
- | Hours: 10-20 h/week | + | We offer three research positions for scientific qualification with the aim of obtaining a doctoral degree (salary scale TV-L 13 - 100%) at the next possible date for the period of three years. |
- | Contact: [[team: | ||
- | [1] www.robohow.eu\\ | + | **Research tasks:** |
- | [2] http://www.youtube.com/ | + | * Interpretation and analysis of instructional videos on manipulation tasks (e.g. Wikihow videos) |
+ | * Modular and transparent robot plans for simple meal preparation tasks | ||
+ | * Learning and representation of, or reasoning with " | ||
+ | * Simulation of cooking processes and derivation of generalized probabilistic models | ||
+ | * Automated programming of robot plans for the acquisition of manipulation skills | ||
+ | * Integration of existing information systems with modern knowledge processing technologies | ||
+ | * Human-machine interaction techniques for knowledge services based on modern entertainment software technologies | ||
+ | * Design and implementation of knowledge services of the Knowledge4Retail platform | ||
+ | **Your ideal profile:** | ||
+ | * University degree in Computer Science (Master, Diploma) or a comparable degree | ||
+ | * Outstanding academic achievements e.g. in the field of robotics, AI, perception, programming, | ||
+ | * Profound knowledge in the development of complex software systems, ideally in the field of robotics | ||
+ | * Substantial know-how on AI methods in robotic applications | ||
+ | * Excellent programming skills: the programming languages used include, for example: Python, C ++, LISP, Prolog | ||
+ | * Ability to communicate proficiently in English | ||
+ | * High level of commitment, flexibility and team spirit | ||
- | == Depth-Adaptive Superpixels (BA/MA)== | + | Please find the complete job description under the [[https://www.uni-bremen.de/ |
- | | + | |
- | We are currently investigating a new set of sensors (RGB-D-T), which is a combination | + | |
- | Since the current implementation of DASP is not very performant for high resolution images, there are several options | + | =====Theses and Student Jobs===== |
+ | If you are looking | ||
+ | |||
+ | |||
+ | < | ||
+ | == Physics-based grasping in VR with finger tracking(Student Job / HiWi) == | ||
+ | |||
+ | Implementing physics-based grasping models in virtual environments, | ||
+ | using Manus VR. | ||
Requirements: | Requirements: | ||
- | | + | * Good C++ programming skills |
- | | + | * Familiar with skeletal animations |
- | * Experience with CUDA is helpful | + | * Experience with simulators/ |
+ | * Familiar with Unreal Engine API | ||
+ | * Familiar with version-control systems (git) | ||
+ | * Able to work independently with minimal supervision | ||
- | Contact: [[team:jan-hendrik_worch|Jan-Hendrik Worch]] | + | Contact: [[team:andrei_haidu|Andrei Haidu]] |
+ | --></ | ||
- | == Physical Simulation of Humans (BA/MA)== | + | < |
- | {{ : | + | == Lisp / CRAM support assistant (HiWi) == |
- | For tracking people, | + | Technical support for the group for Lisp and the CRAM framework. \\ |
+ | 8+ hours per week for up to 1 year (paid). | ||
Requirements: | Requirements: | ||
- | * Good programming skills in C/C++ | + | * Good programming skills in Common Lisp |
- | * Optional: Experience in working with physics libraries such as Bullet | + | * Basic ROS knowledge |
- | Contact: [[team: | + | The student will be introduced to the CRAM framework at the beginning of the job, which is a robot programming framework written in Lisp. The student will then be responsible for assisting not familiar with the framework people, explaining them the parts they don't understand and pointing them to the relevant documentation sources. |
- | == Kitchen Activity Games in a Realistic Robotic Simulator (BA/ | + | Contact: [[team:gayane_kazhoyan|Gayane Kazhoyan]] |
- | | + | --></ |
- | Developing new activities and improving the current simulation framework done under the [[http://gazebosim.org/|Gazebo]] robotic simulator. Creating | + | < |
+ | == Mesh Editing | ||
+ | {{ : | ||
+ | |||
+ | | ||
Requirements: | Requirements: | ||
- | * Good programming skills | + | * Good knowledge |
- | * Basic physics/rendering engine knowledge | + | * Familiar with Blender |
- | * Gazebo simulator basic tutorials | + | |
- | Contact: [[team: | + | Contact: [[team/ |
+ | --></ | ||
- | == Integrating Eye Tracking in the Kitchen Activity Games (BA/MA)== | ||
- | {{ : | ||
- | Integrating the eye tracker | + | < |
+ | == 3D Animation and Modeling (Student Job / HiWi)== | ||
+ | {{ : | ||
+ | |||
+ | Developing and improving existing or new 3D (static/ | ||
+ | models | ||
+ | models against Unreal Engine. | ||
+ | |||
+ | Bonus: Working with state of the art 3D Scanners | ||
Requirements: | Requirements: | ||
- | * Good programming skills in C/C++ | + | * Experience with Blender |
- | * Gazebo simulator basic tutorials | + | * Knowledge of Unreal Engine material / lightning development |
+ | * Familiar with version-control systems (git) | ||
+ | * Able to work independently with minimal supervision | ||
Contact: [[team: | Contact: [[team: | ||
+ | --></ | ||
- | == Hand Skeleton Tracking Using Two Leap Motion Devices | + | == Generating Comics about Everyday Experiences of a Robot (BA Thesis) == |
- | {{ : | + | |
- | Improving | + | Summary: |
+ | * Query experience data from an existing database | ||
+ | * Retrieve situations of interest | ||
+ | * Recreate | ||
+ | * Apply a comic shader | ||
+ | * Find good camera position for moments of interest | ||
+ | * Generate a PDF summarizing | ||
+ | |||
+ | Contact: | ||
+ | |||
+ | == Integration of novel objects into Digital Twin Knowledge Bases (MA Thesis) == | ||
+ | |||
+ | In this thesis, the goal is to make a robotic system learn new objects automatically. | ||
+ | The system should be able to generate the necessary models required for re-detecting it again and also consult online information sources | ||
+ | |||
+ | The focus of the thesis would be two-fold: | ||
+ | * Develop methods to automatically infer the object class of new objects. This would include perceiving it with state of the art sensors, constructing a 3d model of it and then infer the object class from online information sources. | ||
+ | * In the second step the system should also infer factual knowledge about the object from the internet and assert it into a robotic knowledgebase. Such knowledge could for example include the category of this product, typical object properties like its weight or typical location and much more. | ||
- | The tracked hand can then be used as input for the Kitchen Activity Games framework. | ||
Requirements: | Requirements: | ||
- | * Good programming skills | + | * Knowledge about sensor data processing |
+ | * Interest | ||
+ | * Work with KnowRob knowledge processing framework | ||
- | Contact: [[team: | ||
- | == Fluid Simulation in Gazebo (BA/MA)== | + | Contact: [[team:patrick_mania|Patrick Mania]] |
- | | + | |
- | [[http:// | + | == Integration von Nährwertangaben für Rezepte in bestehende Website |
- | Currently there is an [[http:// | + | In dieser Arbeit soll eine bestehende Website mit Nährwertangaben und Zusatzfunktionalität zu Produkten um eine Nährwertangabe zu Rezepten erweitert werden. Es handelt sich um folgende website: productkg.informatik.uni-bremen.de |
- | The computational method for the fluid simulation is SPH (Smoothed-particle Dynamics), however newer and better methods based on SPH are currently present | + | Die Aufgaben dazu sind: |
- | and should be implemented (PCISPH/ | + | * Vergleich von bestehenden Lösungen. |
+ | * Erweiterung einer Ontologie um Nährwertangaben. | ||
+ | * Erweiterung der Website. | ||
- | The interaction between the fluid and the rigid objects is a naive one, the forces and torques are applied only from the particle collisions (not taking into account pressure and other forces). | ||
- | Another topic would be the visualization of the fluid, currently is done by rendering every particle. For the rendering engine | + | Contact: |
- | Here is a [[https://vimeo.com/104629835|video]] example of the current state of the fluid in Gazebo. | + | |
+ | < | ||
+ | == Development of Modules for Robot Perception (Student Job / HiWi) == | ||
+ | In our research group, we focus on the development of modern robots that can make use of the potential of game engines. One particular research direction, | ||
+ | In this context, we are currently offering multiple Hiwi positions / student jobs for the following tasks: | ||
+ | * Software development to create Interfaces between ROS and Unreal Engine 4 (mainly C++) | ||
+ | * Software development for our Robot Perception framework | ||
Requirements: | Requirements: | ||
- | * Good programming skills | + | * Experience |
- | * Interest in Fluid simulation | + | * Basic understanding of the ROS middleware and Linux. |
- | * Basic physics/ | + | The spoken language in this job is german or english, based on your preference. |
- | * Gazebo simulator and Fluidix basic tutorials | + | |
- | Contact: [[team:andrei_haidu|Andrei Haidu]] | + | Contact: [[team:patrick_mania|Patrick Mania]] |
+ | --></ | ||
+ | |||
+ | == Game Engine Developer and 3D-Modelling | ||
+ | A recent development in the field of AI is the usage of photorealistic simulations, | ||
+ | In our research group, we focus on the development of modern robots that can make use of the potential of game engines. This requires a high degree of specialized game engine plugins that can simulate certain aspects of our research. Another important task is the creation of 3d models. | ||
+ | |||
+ | Therefore, we are currently offering multiple Hiwi positions / student jobs for the following tasks: | ||
+ | * Modelling of objects for the use in Unreal Engine 4. | ||
+ | * Creation of specific simulation aspects in Unreal Engine 4. For example the development of interactable objects. | ||
+ | |||
+ | Requirements: | ||
+ | * Knowledge of 3D-Modelling tools. Blender would be highly preferred. | ||
+ | * Experience in Game Engine development. Ideally Unreal Engine 4 and C++. | ||
+ | |||
+ | The spoken language in this job is german or english, based on your preference. | ||
+ | Contact: [[team: |
Prof. Dr. hc. Michael Beetz PhD
Head of Institute
Contact via
Andrea Cowley
assistant to Prof. Beetz
ai-office@cs.uni-bremen.de
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