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Robot Learning
Robot learning is a research field at the intersection of machine learning and robotics. It studies techniques allowing a robot to acquire novel skills or adapt to its environment through learning algorithms. The embodiment of the robot, situated in a physical embedding, provides at the same time specific difficulties (e.g. high-dimensionality, real time constraints for collecting data and learning) and opportunities for guiding the learning process (e.g. sensorimotor synergies, motor primitives). Example of skills that are targeted by learning algorithms include sensorimotor skills such as locomotion, grasping, active object categorization, as well as interactive skills such as joint manipulation of an object with a human peer, and linguistic skills such as the grounded and situated meaning of human language. Learning can happen either through autonomous self-exploration or through guidance from a human teacher, like for example in robot learning by imitation. Robot learning ca ...
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Machine Learning
Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of Computational statistics, statistical algorithms that can learn from data and generalise to unseen data, and thus perform Task (computing), tasks without explicit Machine code, instructions. Within a subdiscipline in machine learning, advances in the field of deep learning have allowed Neural network (machine learning), neural networks, a class of statistical algorithms, to surpass many previous machine learning approaches in performance. ML finds application in many fields, including natural language processing, computer vision, speech recognition, email filtering, agriculture, and medicine. The application of ML to business problems is known as predictive analytics. Statistics and mathematical optimisation (mathematical programming) methods comprise the foundations of machine learning. Data mining is a related field of study, focusing on exploratory data analysi ...
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European Union
The European Union (EU) is a supranational union, supranational political union, political and economic union of Member state of the European Union, member states that are Geography of the European Union, located primarily in Europe. The union has a total area of and an estimated population of over 449million as of 2024. The EU is often described as a ''sui generis'' political entity combining characteristics of both a federation and a confederation. Containing 5.5% of the world population in 2023, EU member states generated a nominal gross domestic product (GDP) of around €17.935 trillion in 2024, accounting for approximately one sixth of global economic output. Its cornerstone, the European Union Customs Union, Customs Union, paved the way to establishing European Single Market, an internal single market based on standardised European Union law, legal framework and legislation that applies in all member states in those matters, and only those matters, where the states ...
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Delft University Of Technology
The Delft University of Technology (TU Delft; ) is the oldest and largest Dutch public university, public Institute of technology, technical university, located in Delft, Netherlands. It specializes in engineering, technology, computing, design, and natural sciences. It is considered one of the leading technical universities in Europe and is consistently ranked as one of the best schools for architecture and engineering in the world. According to the QS World University Rankings it ranked 3rd worldwide for architecture and 13th for Engineering, Engineering & Technology in 2024. It also ranked 3rd best worldwide for Mechanical engineering, mechanical and aerospace engineering, 3rd for Civil engineering, civil and structural engineering, 11th for chemical engineering, and 12th for design. With eight Faculty (division), faculties and multiple research institutes, TU Delft educates around 27,000 students (undergraduate and postgraduate), and employs more than 3,500 doctoral candidates ...
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Italian Institute Of Technology
The Istituto Italiano di Tecnologia (IIT) (in English: Italian Institute of Technology) is a scientific research centre based in Genoa (Italy, EU). Its main goal is the advancement of science, in Italy and worldwide, through projects and discoveries oriented to applications and technology. Some account IIT as the best Italian scientific research centre. In June 2016, the science journal Nature named Italian Institute of Technology among the list of the top 100 ''rising stars'' scientific institutes in the world, that is the ranking of the top 100 institutions which most improved their publication quality scores in the Nature index between 2012 and 2015, on world basis. In November 2016, the Nature Index database named IIT among the list of the top 100 scientific centres running successful international collaborations, on world basis. In February 2017, the scientific evaluation agency Anvur of Italy's Ministry of Education evaluated and ranked the Italian Institute of Technolog ...
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Cornell University
Cornell University is a Private university, private Ivy League research university based in Ithaca, New York, United States. The university was co-founded by American philanthropist Ezra Cornell and historian and educator Andrew Dickson White in 1865. Since its founding, Cornell University has been a Mixed-sex education, co-educational and nonsectarian institution. As of fall 2024, the student body included 16,128 undergraduate and 10,665 graduate students from all 50 U.S. states and 130 countries. The university is organized into eight Undergraduate education, undergraduate colleges and seven Postgraduate education, graduate divisions on its main Ithaca campus. Each college and academic division has near autonomy in defining its respective admission standards and academic curriculum. In addition to its primary campus in Ithaca, Cornell University administers three satellite campuses, including two in New York City, the Weill Cornell Medicine, medical school and ...
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University Of Bonn
The University of Bonn, officially the Rhenish Friedrich Wilhelm University of Bonn (), is a public research university in Bonn, North Rhine-Westphalia, Germany. It was founded in its present form as the () on 18 October 1818 by Frederick William III, as the linear successor of the () which was founded in 1777. The University of Bonn offers many undergraduate and graduate programs in a range of subjects and has 544 professors. The University of Bonn is a member of the U15 (German universities), German U15 association of major research-intensive universities in Germany and has the title of "University of Excellence" under the German Universities Excellence Initiative. Bonn has 6 Clusters of Excellence, the most of any German university; the Hausdorff Center for Mathematics, the Matter and Light for Quantum Computing cluster, Bonn Center for Dependency and Slavery Studies, PhenoRob: Research for the Future of Crop Production, the Immune Sensory System cluster, and ECONtribute: M ...
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Carnegie Mellon University
Carnegie Mellon University (CMU) is a private research university in Pittsburgh, Pennsylvania, United States. The institution was established in 1900 by Andrew Carnegie as the Carnegie Technical Schools. In 1912, it became the Carnegie Institute of Technology and began granting four-year degrees. In 1967, it became Carnegie Mellon University through its merger with the Mellon Institute of Industrial Research, founded in 1913 by Andrew Mellon and Richard B. Mellon and formerly a part of the University of Pittsburgh. The university consists of seven colleges, including the College of Engineering, the School of Computer Science, and the Tepper School of Business. The university has its main campus located 5 miles (8 km) from downtown Pittsburgh. It also has over a dozen degree-granting locations in six continents, including campuses in Qatar, Silicon Valley, and Kigali, Rwanda ( Carnegie Mellon University Africa) and partnerships with universities nationally and glob ...
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University Of Massachusetts Amherst
The University of Massachusetts Amherst (UMass Amherst) is a public land-grant research university in Amherst, Massachusetts, United States. It is the flagship campus of the University of Massachusetts system and was founded in 1863 as the Massachusetts Agricultural College. It is also a member of the Five College Consortium, along with four other colleges in the Pioneer Valley. UMass Amherst has the largest undergraduate population in Massachusetts with roughly 24,000 enrolled undergraduates. The university offers academic degrees in 109 undergraduate, 77 master's, and 48 doctoral programs in nine schools and colleges. It is classified among "R1: Doctoral Universities – Very high research activity". According to the National Science Foundation, the university spent $211 million on research and development in 2018. The university's 21 varsity athletic teams compete in NCAA Division I and are collectively known as the Minutemen and Minutewomen. The university is a memb ...
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Chalmers University Of Technology
Chalmers University of Technology (, commonly referred to as Chalmers) is a private university, private research university located in Gothenburg, Sweden. Chalmers focuses on engineering and science, but more broadly it also conducts research and offers education in shipping, architecture and management. The university has approximately 3100 employees and 10,000 students. Chalmers coordinates the development of a Swedish quantum computer and the Graphene Flagship, a European Union research initiative to develop commercial technologies with graphene. The university is a co-founder of the CDIO Initiative, a member of the UNITECH International program, the IDEA League, the Nordic Five Tech, and the ENHANCE alliances as well as the EURECOM consortium and the CESAER network. History Chalmers was founded in 1829 following a donation by William Chalmers (merchant), William Chalmers, a director of the Swedish East India Company. He donated part of his fortune for the establishment o ...
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Peter Nordin
Peter Nordin (9 August 1965 – 12 October 2020) was a Swedish computer scientist, entrepreneur and author who has contributed to artificial intelligence, automatic programming, machine learning, and evolutionary robotics. Studies and early career Peter Nordin was born in 1965 in Helsingborg but moved to Gothenburg in 1967, where he was raised. He began studies at Chalmers University of Technology in 1984 and completed the M.S. in computer science and engineering in 1988 and studied economics. He then worked as a knowledge engineer for artificial intelligence (AI) company, Infologics AB, focusing on research and development of knowledge-based systems and complex system configuration. Nordin began his research while at Infologics AB, Sweden. His work led to several European research projects ( ESPRIT) including projects in machine learning (autonomous vehicles) and methodologies for AI system development. He began his research in Genetic Programming (GP) in 1992. In 1993, ...
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Technical University Of Munich
The Technical University of Munich (TUM or TU Munich; ) is a public research university in Munich, Bavaria, Germany. It specializes in engineering, technology, medicine, and applied and natural sciences. Established in 1868 by King Ludwig II of Bavaria, the university now has additional campuses in Garching, Freising, Heilbronn, Straubing, and Singapore, with the Garching campus being its largest. The university is organized into seven schools, and is supported by numerous research centers. It is one of the largest universities in Germany, with 52,931 students and an annual budget of €1,892.9 million including the university hospital. A ''University of Excellence'' under the German Universities Excellence Initiative, TUM is among the leading universities in the European Union. Its researchers and alumni include 18 Nobel laureates and 24 Leibniz Prize winners. History 19th century In 1868, King Ludwig II of Bavaria founded the ''Polytechnische Schule München'' w ...
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IDSIA
The Dalle Molle Institute for Artificial Intelligence (, IDSIA) is a research institute in the Lugano district of Canton Ticino, in southern Switzerland. It was founded in 1988 by Angelo Dalle Molle through the private Fondation Dalle Molle, and in 2000 became a public research institute, affiliated with the Università della Svizzera italiana and SUPSI in Ticino. It is one of four Swiss research organisations founded by the Dalle Molle foundation, of which three are in the field of artificial intelligence. History The institute was founded in 1988 by Angelo Dalle Molle through the private Fondation Dalle Molle, and in 2000 became a public research institute, affiliated with the Università della Svizzera italiana and SUPSI in Ticino. In 1997 it was listed among the top ten artificial intelligence laboratories, and among the top four in the field of biologically-inspired AI. In 2007, a robotics lab was established, with a focus on intelligent and learning robots, ...
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