. "Artificial Intelligence"@en . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Machine learning with python"@en . . "5.00" . "The objective of this module is to familiarise students with the fundamental theoretical concepts in machine learning, as well as to instruct students in the practical aspects of applying machine learning algorithms. Key techniques in supervised machine learning will be covered, such as classification using decision trees and nearest neighbour algorithms, and regression analysis. A particular emphasis will be placed on the evaluation of the performance of these algorithms. In unsupervised machine learning, a number of popular clustering algorithms will be presented in detail. Further topics covered include ensemble learning, dimension reduction, and model selection. This module requires strong mathematical ability, as some of the algorithms require some understanding of linear algebra and statistical concepts. Exercises and assignments will use the machine learning libraries in Python.\n\nLearning Outcomes:\nOn completion of this module, students will be able to:\n1) Distinguish between the different categories of machine learning algorithms;\n2) Identify a suitable machine learning algorithm for a given application or task;\n3) Run and evaluate the performance of a range of algorithms on real datasets using Python libraries." . . "Presential"@en . "FALSE" . . "Master in Space Science and Technology"@en . . "https://hub.ucd.ie/usis/!W_HU_MENU.P_PUBLISH?p_tag=PROG&MAJR=F060 and https://www.ucd.ie/physics/spacescience/" . "90"^^ . "Presential"@en . "This programme is ideal for graduates of Physics, Engineering and closely related disciplines, who want to transfer their expertise to the fast-growing global space sector. Ireland is a member of the European Space Agency (ESA) and dozens of Irish companies and researchers are involved in major international space missions. UCD is building Ireland’s first satellite, EIRSAT-1.\n\nCourse highlights include a hands-on CubeSat lab, payload development and satellite systems engineering of a high-altitude balloon experiment and participation in an international mission design team project. A 3-month internship provides relevant training for industry or research and can lead to employment. Students have completed internships at the European Astronaut Centre (EAC), ESA, NASA-Ames, Cosine, ENBIO, InnaLabs, Skytek, Eblana Photonics and Réaltra.\nProgramme Outcomes:\nDescribe the state-of-the-art of knowledge in space science and technology\nApply acquired knowledge and technical skills in the space industry, or in graduate research\nDraw on a suite of relevant professional and transferable skills\nEngage actively in professional networking within the field \nParticipate constructively in multi-disciplinary, international teams"@en . . . . . . . . "1"@en . "FALSE" . . "Master"@en . "None" . "9560.00" . "Euro"@en . "27720.00" . "Mandatory" . "Our MEng Aerospace Engineering degree will equip you with industry knowledge and an in-depth understanding of the aerospace design and build process. Study materials and manufacturing, stress and dynamics, energy and thermodynamics to gain a solid grounding in aerospace engineering principles.\n\nGraduate ready to take up your place within the exciting, fast-paced aerospace industry. You'll develop core skills that you'll take with you through your career, such as innovation, teamwork and creativity.\n\nBy the end of the course, you'll be prepared for employment in leading aerospace companies such as Airbus UK, BAE Systems, Rolls-Royce, Leonardo, MBDA, Boeing and GE Systems.\n\nThere's an increasing demand for qualified aerospace engineers in the industry, so you'll have strong employability prospects. Past graduates have gone into careers in the design and manufacture of civil and military aircraft, helicopters and jet engines.\n\nIn your second year, you'll have the chance to specialise through the Systems, Design and Manufacturing pathways, allowing you to follow your career aspirations.\n\nThroughout your course, you'll benefit from a range of professional opportunities. Get an inside track on the industry through regular factory tours and professional briefings from leading aerospace organisations and work on placements to build up valuable experience and professional skills."@en . "1"^^ . "TRUE" . "Upstream"@en . . . . . . . . . . . . . . . . .