Learn how to research, design and develop machine learning and autonomous systems technologies. You’ll be prepared for a wide range of careers in industry.

Intelligent and autonomous systems are increasingly important in all areas of human life and activity from medicine and space exploration to agriculture and entertainment.

Understanding and developing autonomous systems involves a range of skills and knowledge including designing interactive systems with both human and machine elements, and modeling and building systems that can sense and learn.

Machine learning is at the heart of autonomous and intelligent systems, including computer vision and robotics. It also underpins the recent developments in data analytics across many fields.... [-]

This degree is designed for engineering or STEM subject graduates. It is particularly suitable for those with a background in electronics, electrical engineering, control systems, or communications who want to play a role in the development of connected and autonomous vehicles, and the Intelligent Transportation Systems Network.

With the advent of smart, connected and autonomous vehicles on the horizon of technical advancements, the automotive industry is facing a developmental challenge. How do we develop a robust technical infrastructure to support the anticipated explosive growth in smart vehicular functions, communications systems and driverless cars? This demands a comprehensive understanding of the technology and a bottom-up approach ensuring robustness and dependability of Electronics, Communications (e.g. V-2-V, V-2-I) and Control Systems. Through this MSc, we aim to address the knowledge-gap in the areas of machine learning, automated control strategies, connectivity, and communication infrastructure, cybersecurity protocols, emerging automotive networks and robust automotive embedded systems within the context of smart, connected and autonomous vehicles.... [-]

Technological development offers new possibilities to make people's daily lives more healthy, safe, understandable, independent, fun and comfortable. New technologies provide us, for instance, with energy-friendly and sustainable solutions to improve the environment in which we live as well as tools for elderly people to live longer on their own. Furthermore, new technologies provide us with new means of communication and new ways of entertainment. Examples are smartphones, ambient intelligence and smart homes, online shopping and communities, 3D television and renewable energy technologies like hydrogen technology and biomass.

For these technologies to be really successful, people will need to be able to use them properly as well as trust, accept and adopt them. As a Human-Technology Interaction engineer, you are typically concerned with topics that require a profound understanding of both the human and technological aspects. You will learn about usability, ergonomics, perception, cognition, decision making, social psychology, consumer behavior and environmental psychology. Simultaneously, as a Human-Technology Interaction engineer, you will need a thorough understanding of technology. Therefore, a substantial part of the Master’s Program will consist of engineering courses in the area of your interest.... [-]

The goal of this program is to prepare students for the design and development of software for intelligent systems including, e.g. autonomous cars. Students will get up-to-date knowledge in one of the fastest growing and dominant technological trends of the future. The training offers students the opportunity to acquire valuable knowledge and competencies in software technology, real-time systems, artificial intelligence, robotics and deep learning, data mining, computer image and signal processing, process control, computer graphics, and vision. Electives include GIS systems, autonomous systems security issues and industrial mathematics. Students will be involved in the work of the research labs and can work on real industrial research together with professionals of leading companies interested in autonomous systems and autonomous driving.... [-]

Master Degree in Automation and Robotics, specialization: Smart Aerospace and Autonomous Systems (SAAS)

The Institute of Automation and Robotics of the Faculty of Computing at Poznan University of Technology (PUT), Poland offers Master of Science in Automatic Control and Robotics with specialization Smart Aerospace and Autonomous Systems (SAAS) – Autonomiczne Systemy Latające na kierunku Automatyka i Robotyka.

The last decade has seen a significant increase in research in Smart Aerospace and Autonomous Systems. Now, the field is sufficiently mature to engage in a procedure of education. From an educational point of view in the SAAS program we are interested in developing, modeling, simulating and testing guidance, navigation, control and decision systems for autonomous operation of unmanned aerial vehicle systems, unmanned ground vehicle and autonomous and robot systems. Issues of special interest include the determination of levels of autonomy and integration of control, online decision systems, mission planning, trajectory generation and tracking and limited communication.... [-]

Master of Science Autonomous Systems

Autonomy, adaptability and network integration are characteristic features of complex IT systems. Conventional control systems and architectures are no longer adequate to realize the potential of these technologies completely, nor are they sufficient to master the complexity of such systems. The solution is to design selected components as 'autonomous systems' which can act mainly on themselves without external control most of the time. In this context, autonomous mobile and biomimetic robots form the forefront of development.

The international program 'Autonomous Systems' offers multi-faceted training in the fields of artificial intelligence and robotics, spanning a whole range of issues involved in the field.... [-]

The global market for aerial, ground and marine Autonomous Vehicles has grown rapidly due to the advent of drones and driverless cars. Defence, Aerospace, Automotive, and Marine Industries seek graduates conversant in key aspects of Autonomy including dynamics & control, guidance & navigation, decision making, sensor fusion, data & information fusion, communication & and networking. These durable and transferable skills are the bedrock of this unique MSc course whose content has been based on advice from the Industrial Advisory Board, comprising the relevant Industrial representatives from Big Primes to Small and Medium-sized Enterprises.

What do you prefer – to lean back and watch science fiction movies with the rest of the world, or to make the ‘science facts’ of the future? Robots with artificial intelligence that recognise people and adapt to their individual needs. Robot technology that saves lives at the hospitals, makes all the technology in your home communicate with each other, or makes your car drive itself ... and safer.As a master student, you can choose to concentrate on one of the research areas: Robotics, Artificial Intelligence, Embedded Systems or Computer Vision.

Programme structure

This is a two-year master programme. To study a master degree in Robot Systems you must have a relevant bachelor degree (three years of the previous study at university level).At the master programme, you choose an academic profile; the area in which you want to specialise.... [-]

Do you want to become an expert in factory automation and robotics? Join our international and inspiring learning environment!

After completing the programme, you will be qualified to pursue a wide range of career opportunities in different fields of automation. You will also have the knowledge and skills to pursue a career in industry or continue your studies towards a doctorate.

To be a successful student of Factory Automation and Robotics, you need to have a background in an applicable field of engineering. We also require proficiency in mathematics and physics and strong programming skills.

The studies consist of two majors that complement each other. The studies in factory automation and industrial informatics prepare you to apply systems thinking to design, develop and integrate factory automation and information systems. The robotics major provides you with skills and knowledge related to robotics and the technology involved, such as the fundamentals of robotics, the control of robotics and sensing/perception systems.... [-]

The MSc Robotics and Autonomous Systems is designed to equip students with the advanced knowledge and skills to develop the innovative solutions required by the rapidly emerging global industry in Robotics and Autonomous Systems (RAS).

The programme aims to provide the opportunity to enhance and apply students' existing knowledge of computer programming and mathematical frameworks through laboratory workshops, lectures, debates and independent research.

The course assumes a familiarity with programming concepts and the supporting mathematical framework while presenting advanced concepts relating specifically to the computing domain.

Students on this programme can experience a blend of different teaching and learning approaches. The programme aims to enable the development of skills through practical workshops in the laboratory, and academic knowledge through debate, lectures, discussion, and personal research.... [-]

Graduates have a strong background in the classical engineering fields, in the information and in the telecommunication technologies. The interdisciplinary nature of this program provides graduates with all the necessary skills to design and to manage systems resulting from the integration of highly diverse technologies. Graduates will have wide employment opportunities in many fields: industry producing manufacturing systems, automatic machines, robotic systems, mechatronic systems, process industry, transportation systems, transportation and distribution networks, food industry, electrical appliances, home automation and environmental resources.

The Master's Programme in Automation and Electrical Engineering is a broad multi-disciplinary programme providing graduates with the ability to work in and between a wide variety of fields - ranging from traditional Electrical Engineering and Energy sectors to Biomedical Engineering, Control Engineering and Robotics. Drawing from extensive research in mathematical and natural sciences, the curriculum is flexible and allows each student to study a unique combination of courses to suit his/her own interests.

The key themes in the programme are

How can we model human task performance? How do our brains combine visual and auditory information? What is the ideal interface for a tired air traffic controller?

The Master's degree programme in Human-Machine Communication (HMC) focuses on Cognitive Science and its applications. By knowing more about cognition you can, for example, improve the communication between humans and complex computer systems, use language and speech technology or develop simulation models of users. HMC provides you with insights into human cognition and teaches you to use this knowledge in applied settings, such as tutoring systems, speech technology and human-computer interaction.

The master’s program provides high-level education to graduate students with a Bachelor in Electrical Engineering or scientific disciplines. The syllabus comprises topics in the following areas:

Lectures are integrated with lab activities, seminars and tutorials, delivered by industry leaders and visiting professors from all over the world.... [-]

The MSc in Computer and Automation Engineering aims at providing high-level competencies for the design, management, development and innovation in the fields of advanced hardware and software architectures, and of control systems and robotics. In particular, the program is focused on human-machine interaction in a wide sense, spanning topics such as artificial intelligence, machine learning, high-performance processing of massive data collections, human-robot interfaces, and systems for production automation.

The students can complete the program by focusing either on information systems design or on robotics and automation. In particular, the students can choose courses covering the design issues for advanced database systems, such as search engine technologies and information retrieval; the theory of formal languages and the technological aspects of language parsers and natural language processing tools; the applications of bioinformatics and information systems for biological databases; the algorithms for image processing; the techniques for the modelling, analysis and simulation of complex dynamic systems; the principles of estimation theory applied to system identification and filtering; the modern paradigms of uncertainty representation and the main techniques for analysis and design of uncertain systems; the competencies for the design of advanced sensor systems.... [-]