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jobs [2014/02/18 17:01] – tenorthjobs [2018/11/15 10:04] – [Theses and Student Jobs] ahaidu
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-=====Theses and Jobs===== 
-If you are looking for a bachelor/master thesis or a job as a student research assistant, you may find some interesting opportunities on this page. 
  
-====Theses====+=====Open researcher positions===== 
 +== Doctoral Candidate / Early Stage Researcher position ==  
 +As a research associate at the Institute for Artificial Intelligence, you will develop systems for automated knowledge representation and knowledge acquisition, which combine the human ability of understanding language, perceiving objects and learning from experience. In particular, intelligent robots are to be endowed with the capability of autonomously acquire knowledge in order to robustly act in human environments and competently and successfully achieve everyday human-scale tasks.  
  
-== Web-based knowledge visualizations (BA/HiWi) ==+In particular, your challenges comprise the following: 
 +  * the development and implementation of probabilistic models and algorithms for learning and reasoning in complex scenarios of intelligent service robots,  
 +  * the creation and maintenance of software documentation as well as the presentation of research results at top-tier international conferences,  
 +  * self-organized and ambitious work both individually and in a team of researchers,  
 +  * the authoring of research grant proposals.  
  
-{{ :research:knowledge-visualization.png?200}}+Prerequisites:  
 +  * Successfully completed Master's degree (or equivalent) in Computer Science with a major in Artificial Intelligence/Machine Learning,  
 +  * very good skills in Machine Learning and Data Mining; esp. experience with probabilistic graphical models (Bayesian networks/Markov random fields/Markov logic networks) and related formalisms,  
 +  * very good programming skills in the Python/Cython/C/C++ programming languages and respective libraries for scientific computing (numpy/scipy/sympy),  
 +  * experience in natural-language understanding and semantic modeling helpful.
  
-The knowledge base visualization allows to display semantic environment maps, +Besides the willingness and ability to quickly dive into new and complex research scenarios and topics, we expect organizational skills, the ability to work in a team and high commitment and dedication to you research. Very good skills of the English language is required.
-objects, human poses, trajectories and similar information stored in the +
-robot's knowledge base. Its [[http://www.ros.org/wiki/mod_vis|current version]] +
-is written in Java and has grown old over the years. Recently, there has been +
-much progress in creating [[http://www.ros.org/wiki/interactive_markers|interactive +
-3D visualizations]] for ROS that can also be accessed with a +
-[[http://www.ros.org/wiki/wviz|web browser]]. This project is about creating +
-a web-based version of the visualization using these techniques.+
  
-Requirements: +Research associate 
-  * Good programming skills +with the Institute for Artificial Intelligence 
-  * Experience with JavaScript development +at the University of Bremen, Germany,
-  * Knowledge of Web technologies (HTML, XML, OWL)+
  
-Contact: [[team:moritz_tenorth|Moritz Tenorth]]+Salary is according to the German Federal pay scale, TV-L 13, full-time. The position is available as soon as possible.
  
 +Please send your application (cover letter, CV, certificates, project references, etc) under reference number **A192/18** to: [[mailto:ai-office@cs.uni-bremen.de|ai-office@cs.uni-bremen.de]]
 +=====Theses and Student Jobs=====
 +If you are looking for a bachelor/master thesis or a job as a student research assistant, you may find some interesting opportunities on this page.
  
-== Statistical relational models of human activities (MA) ==+<html><!-- 
 +== Lisp / CRAM support assistant (HiWi) ==
  
-As part of the [[http://cogwatch.eu|CogWatch EU project]], we are working on +Technical support for the group for Lisp and the CRAM framework. \\ 
-the analysis of observations of Apraxia patients. After suffering brain damage, +8+ hours per week for up to 1 year (paid).
-these patients lack important motor coordination skills that result in various +
-kinds of errors in performing everyday activities. Based on data from the +
-extensive patient trials, the student is to learn statistical relational +
-models that characterize which errors are made in which circumstances.+
  
 Requirements: Requirements:
-  * Good knowledge of machine learning (Bayesian networks, statistical relational models) +  * Good programming skills in Common Lisp 
-  * Programming skills (Java)+  * Basic ROS knowledge
  
-Contact: [[team:moritz_tenorth|Moritz Tenorth]]+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.
  
 +Contact: [[team:gayane_kazhoyan|Gayane Kazhoyan]]
 +--></html>
  
-== Tools for knowledge acquisition from the Web (BA/MA/HiWi) ==+== Student job for data visualization ==
  
-There are several options for doing a project related to the acquisition of +In the scope of the CRC Farbige Zustände we use machine-learning techniques and novel high-troughput methods to find new materials. To present the project to the scientific community as well as to the non-scientific audience, we want to visualize its ideas and concepts in terms of interactive web applications. Your task would be to design and develop visualization tools that allow the interaction with the data of the project. You will work with Javascript/AngularJS/NodeJS and MongoDB, so it would be helpful if you already have experience in those fields. Creativity in developing new visualizations is demanded just as much as good programming skills.
-knowledge from Web sources like online shops, repositories of object models, +
-recipe databases, etc.+
  
-Requirements: +Perspective of future BA/MA topics in this project!
-  * Programing skills (Java) +
-  * Experience with Web languages and datamining techniques is helpful +
-  * Depending on the focus of the project, experience with database technology, natural-language processing or computer vision may be helpful+
  
-Contact: [[team:moritz_tenorth|Moritz Tenorth]]+If you're interested, contact [[team:mareike_picklum|Mareike Picklum]]
  
  
-== GPU-based Parallelization of Numerical Optimization Techniques (BA/MA/HiWi)==+<html><!-- 
 +== 3D Model / Material / Lightning Developer (Student Job / HiWi)== 
 + {{ :research:kitchen_unreal.jpg?200|}} 
  
-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.+Developing and improving existing 3D models in Blender / Maya (or other). Importing the models in Unreal Engine, where the Materials and Lightning should be improved to be close as possible to realism.  
 + 
 +Bonus: Working with state of the art 3D Scanners [[https://www.goscan3d.com/|Go!SCAN]] for creating new realistic models.
  
 Requirements: Requirements:
-  * Skills in numerical optimization algorithms +  * Experience with Blender / Maya (or other) 
-  * Good programming skills in Python and C/C+++  * Knowledge of Unreal Engine material / lightning development
  
-Contact: [[team:daniel_nyga|Daniel Nyga]] 
  
-== Online Learning of Markov Logic Networks for Natural-Language Understanding (MA)== 
  
-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, which allow incremental learning, when new examples come in one-by-one.+Contact: [[team:andrei_haidu|Andrei Haidu]] 
 + 
 +== Integrating PR2 in the Unreal Game Engine Framework (BA/MA/HiWi)== 
 + {{ :research:unreal_ros_pr2.png?100|}}  
 + 
 +Integrating the [[https://www.willowgarage.com/pages/pr2/overview|PR2]] robot with [[http://www.ros.org/|ROS]] support in the [[https://www.unrealengine.com|Unreal Engine 4]] Framework.
  
 Requirements: Requirements:
-  * Experience in Machine Learning. +  * Good programming skills in C/C++ 
-  * Experience with statistical relational learning (e.g. MLNs) is helpful. +  * Basic physics/rendering engine knowledge 
-  * Good programming skills in Python.+  * Basic ROS knowledge 
 +  * UE4 basic tutorials
  
-Contact: [[team:daniel_nyga|Daniel Nyga]]+Contact: [[team:andrei_haidu|Andrei Haidu]]
  
  
-<html> <br> </br/> </br/> </html> +== Realistic Grasping using Unreal Engine (BA/MA/HiWi) ==
-====Open Positions==== +
-==HiWi-Position: Knowledge Representation & Language Understanding for Intelligent Robots==+
  
-In the context of the European research project RoboHow.Cog [1,2] we +{{  :teaching:gsoc:topic2_unreal.png?nolink&150|}}
-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 +The objective of the project is to implement var- 
-development and the integration of probabilistic methods in AI, which enable intelligent robots to understand, interpret and execute natural-language instructions from recipes from the World Wide Web.+ious human-like grasping approaches in a game developed using [[https://www.unrealengine.com/|Unreal Engine]]. 
  
-This HiWi-Position can serve as a starting point for future Bachelor's, Master's or Diploma Theses.+The game consist of a household environment where a user has to execute various given tasks, such as cooking a dish, setting the table, cleaning the dishes etc. The interaction is done using various sensors to map the users hands onto the virtual hands in the game.
  
-Tasks: +In order to improve the ease of manipulating objects the user should 
-  * Implementation of an interface to the Robot Operating System (ROS). +be able to switch during runtime the type of grasp (pinch, power 
-  * Linkage of the knowledge base to the executive of the robot. +grasp, precision grip etc.) he/she would like to use. 
-  * Support for the scientific staff in extending and integrating components onto the robot platform PR2.+   
 +Requirements:  
 +  * Good programming skills in C++ 
 +  * Good knowledge of the Unreal Engine API.  
 +  * Experience with skeletal control / animations / 3D models in Unreal Engine.
  
-Requirements: 
-  * Studies in Computer Science (Bachelor's, Master's or Diploma) 
-  * Basic skills in Artificial Intelligence 
-  * Optional: basic skills in Probability Theory 
-  * Optional: basic skills in Machine Learning 
-  * Good programming skills in Python and Java 
  
-Hours: 10-20 h/week+Contact: [[team/andrei_haidu|Andrei Haidu]] 
 +--></html>
  
-Contact: [[team:daniel_nyga|Daniel Nyga]] 
  
-[1] www.robohow.eu\\ +== Unreal Engine Editor Developer (Student Job / HiWi)== 
-[2] http://www.youtube.com/watch?v=0eIryyzlRwA+ {{ :research:unreal_editor.png?150|}} 
  
-== HiWi position: Segmentation and interpretation of 3D object models (HiWi/MA) ==+Creating new user interfaces (panel customization) for various internal plugins using the Unreal C++ framework [[https://docs.unrealengine.com/latest/INT/Programming/Slate/|SLATE]].
  
-{{ :research:cup2-segmented.png?170}} 
  
-Competent object interaction requires knowledge about the structure and +Requirements: 
-composition of objects. In an ongoing research project, we are investigating +  * Good C++ programming skills 
-how part-based object models can automatically be extracted from CAD models +  * Familiar with the [[https://docs.unrealengine.com/latest/INT/Programming/Slate/|SLATE]] framework 
-found on the Web, e.g. on the [[http://sketchup.google.com/3dwarehouse|3D warehouse]].+  * Familiar with Unreal Engine API
  
-We are looking for a student research assistant to push this topic forward. +Contact: [[team:andrei_haidu|Andrei Haidu]]
-In close collaboration with the researchers of the Institute for Artificial +
-Intelligence, the student will work on extending the software for mesh +
-segmentation, implement novel algorithms, improve the integration of the +
-methods into the robot's knowledge base, and update the modules for visualizing +
-the segmentation results. Depending on the results, cooperation on joint  +
-publications may be possible.+
  
-This HiWi position can serve as a starting point for future Bachelor's, 
-Master's or Diploma Theses. Alternatively, we could extract a research 
-project that could be worked on as a Master's or Diploma Thesis. 
  
-Requirements: 
-  * Good Java programming skills 
-  * Basic knowledge of 3D geometry calculations 
-  * Experience with working with 3D models is helpful 
  
-Contact: [[team:moritz_tenorth|Moritz Tenorth]]+== OpenEASE rendering in Unreal Engine (BA/MA Thesis, Student Job / HiWi)== 
 + 
 + 
 +Implmenting the rendering of the [[https://data.open-ease.org/|OpenEASE]] knowledge base visualization in Unreal Engine. This will have to be packaged as a HTML5 executable and inserted into the website. 
 + 
 +Requirements: 
 +  * Good C++ programming skills 
 +  * Familiar with Unreal Engine API 
 +  * Familiar with HTML5 and JavaScript 
 +  * Familiar with the [[https://docs.unrealengine.com/latest/INT/Programming/Slate/|SLATE]] framework 
 +  * Familiar with basic ROS communication
  
 +Contact: [[team:andrei_haidu|Andrei Haidu]]
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