Mathematical Modelling and Machine Learning MSc

The MSc in Mathematical Modelling and Machine Learning is a one-year, full-time program designed to provide students with training in the use and development of modern numerical methods and machine learning software. The program aims to equip students with a competitive edge in the industry by providing them with a skill set that includes problem-solving, presentation, and communication of mathematical ideas, and scientific computing using computer languages and packages such as Python, R, C#, and PyTorch.

Course Outline

The program consists of two parts: Part I (60 credits) and Part II (30 credits). Part I includes modules such as:

• AM6004 Numerical Methods and Applications (5 credits)
• AM6005 Nonlinear Dynamics (5 credits)
• AM6007 Scientific Computing with Numerical Examples (10 credits)
• AM6015 Computational Techniques with Networks (5 credits)
• AM6016 Dynamic Machine Learning with Applications (5 credits)
• AM6017 Complex and Neural Networks (5 credits)
• AM6020 Open Source Infrastructure for Modelling with Data (5 credits)
• CS6421 Deep Learning (5 credits)
• EE6024 Engineering Machine Learning Solutions (5 credits)
• ST6040 Machine Learning and Statistical Analytics I (5 credits)
• ST6042 Machine Learning and Statistical Analytics II (5 credits)

Part II consists of a dissertation in Mathematical Modelling and Machine Learning (30 credits).

Course Practicalities

The program places great emphasis on hands-on practical skills, with a computer laboratory allocated solely for the use of MSc students. PCs are preloaded with all the required software and tools. Teaching hours include lectures, tutorials, and practical demonstrations.

Why Choose This Course

This MSc program reflects a philosophy of cutting-edge teaching methods and pragmatism. The program opens up multiple new possibilities for graduates, providing them with a skill set that will make them stand out from the crowd. The final project is an excellent opportunity for students to showcase their abilities to future employers or to undertake a detailed study in a new area of interest.

Connected Curriculum

The program embodies the Connected Curriculum, which emphasizes the connection between students, learning, research, and leadership. The accessible learning approach reflects the commitment to the Connected University, where staff from the School of Mathematical Sciences support students in making meaningful connections across the breadth of mathematics, statistics, and computing technology.

Research Opportunities with Industrial Partners

Select students will have the opportunity to couple their research projects with industry-based internships, working within professional research and development teams with industry partners such as Cadence and TOMRA.

Skills and Careers Information

Graduates with quantitative skills and expertise in mathematical modelling are in high demand in the industry. The program aims to provide graduates with the competitive edge of knowledge into the mathematics that operate under the hood of modern modelling techniques. Graduates from the MSc program have secured jobs in areas such as banking, financial trading, consultancy, online gambling firms, software development, logistics, data analysis, and with companies such as AIB, McAfee, Fexco, DeCare Systems, the Tyndall Institute, First Derivative, KPMG, TOMRA, Cadence, and Qualcomm.

Requirements

Applicants must have obtained at least a Second Class Honours Grade I in a primary honours degree (National Framework of Qualifications, Level 8) or equivalent in a numerate discipline. Applicants are expected to have taken courses in mathematics, applied mathematics, or statistics at the university level and be familiar with calculus, vectors, matrices, and elementary statistics.

Fees and Costs

The EU fee for this course is 8,000, and the Non-EU fee is 28,000.

How to Apply

Applications can be made online through the UCC online application portal. Scanned copies of supporting documents, including original qualification documents and transcripts, must be uploaded to the portal. The closing date for non-EU applications is open until all places have been filled or no later than June 15th. Early application is advised.

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Degree Overview:

This BA (Hons) Fine Art with Digital Photography degree allows students to develop their skills in traditional art techniques like drawing, painting, printmaking, sculpture, and textiles, while incorporating digital and lens-based art. The course emphasizes the importance of digital skills for future career opportunities and encourages students to embrace new technologies.

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Objectives:

The program aims to:

• Develop hands-on skills in traditional art techniques and digital media.
• Provide access to personal studio space for individual exploration and development.
• Foster a student-centered learning environment where students are encouraged to explore boundaries, techniques, and ideas.
• Equip students with the skills and knowledge to find their own style and material practice.
• Offer a flexible structure allowing students to choose their areas of focus and self-determine the direction of their practice.
• Provide instruction from research-active tutors and technicians who are practicing artists themselves.
• Offer opportunities for students to exhibit their work regularly, culminating in the final Degree Show.
• Develop students' creative, communication, digital, and transferable key skills alongside vocational skills through work placements.

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Outline:

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Year One:

• Workshop 1 – Digital Drawing & Investigation:
Students will learn digital skills, including Illustrator, Photoshop, and video/sound editing, to enhance their studio practice.
• Projects 1 – Approaches to Drawing and Investigation:
This module introduces Fine Art studio projects, developing working methods that will be applied throughout the course. It encourages students to develop ideas through practice and gain a deeper understanding of techniques and skills.
• Contextual 1 – Forms Analysis Contexts:
This module emphasizes the importance of direct experience and analysis in understanding visual arts as cultural practice. It introduces students to various art forms, genres, and contexts through lectures, gallery visits, and seminars.
• Workshop 2 – Materials and Methodologies:
Students will develop their skills in paint, print, sculpture, or textiles, either specializing or combining techniques. This module focuses on honing making and technical skills with a chosen material and process.
• Projects 2 – Process and Experimentation:
This module encourages an experimental approach to project work, with an emphasis on self-direction. Students are free to develop their own ideas, directions, and material practices.
• Materials and Evidence:
Optional, this module is intended for those who need to catch up on credits.
• Production Design:
Optional, this module provides a foundation in Production Design, covering concept initiation to realization, art direction, set design, and building techniques.
• Research and Process:
Optional, this module aims to deepen students' understanding of contemporary art practice and develop their research skills.

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Year Three:

• Degree Show – Recognition & Consolidation – Studio 3a – Digital Photography:
This module focuses on a substantial self-initiated project leading to a public exhibition (the Degree Show). Students develop a distinctive visual language and articulate their artistic vision.
• Manifesto 1:
Optional, this module encourages critically engaged study of key artists, theories, and ideas that influence students' studio work.
• Advanced Digital Photography:
Optional, this module provides in-depth knowledge of digital image capture, construction, and manipulation within professional photography.

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Teaching:

• Instruction is provided through lectures, seminars, studio-based peer-group critiques, and individual tutorials.
• Teaching is delivered by practicing artists who exhibit their work and contribute to contemporary art discourse.
• Guest professional artists provide lectures and tutorials on their work and career experiences.

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Careers:

The course prepares students for a variety of career paths, including:

• Practicing artist (full-time or part-time)
• Art gallery or museum work (education, curation, administration)
• Artist studio administrator
• Designer (graphic, web, IT)
• Communications and marketing officer
• Photographer
• Teacher (primary or secondary)
• Art technician or assistant
The course also supports students who wish to pursue postgraduate studies, such as PGCE Primary and PhD.

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Other:

• The University of Chichester has partnerships with local galleries, charities, and schools, providing opportunities for work placements, guest speakers, and networking.
• Students have access to a variety of workshop facilities, including sculpture, textiles, painting/drawing, and printmaking, as well as the Tech Park with specialized equipment.
• The Learning Resource Centre (LRC) offers study areas, computer labs, and a library with online resources.

University College Cork

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Overview:

University College Cork (UCC) is a public research university located in Cork, Ireland. It is a constituent university of the National University of Ireland (NUI). UCC offers a wide range of undergraduate and postgraduate programs across various disciplines.

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Services Offered:

Student Support:

UCC provides a range of support services for students, including academic advising, career counseling, and mental health services.

Library:

The Boole Library offers extensive resources, including books, journals, and online databases.

Campus Life:

UCC offers a vibrant campus life with numerous student clubs, societies, and sports teams.

Accommodation:

UCC provides on-campus accommodation options for students.

International Office:

The International Office supports international students with visa applications, cultural adjustment, and other services.

Adult Continuing Education:

UCC offers a variety of programs for adult learners, including evening classes and online courses.

Continuing Professional Development:

UCC provides professional development opportunities for working professionals.

Micro-credentials:

UCC offers micro-credentials in various fields, allowing students to gain specific skills and knowledge.

Scholarships and Prizes:

UCC offers a range of scholarships and prizes to support students financially.

Transition-In Programme:

UCC provides a transition-in program for students who are new to higher education.

Graduate Attributes:

UCC focuses on developing graduate attributes such as critical thinking, communication, and problem-solving skills.

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Student Life and Campus Experience:

UCC offers a vibrant campus experience with a strong sense of community. Students can participate in a wide range of activities, including sports, clubs, societies, and events. The campus is located in a beautiful setting, with easy access to the city of Cork.

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Key Reasons to Study There:

World-class Education:

UCC is renowned for its high-quality education and research.

Strong Academic Programs:

UCC offers a wide range of academic programs across various disciplines.

Vibrant Campus Life:

UCC provides a vibrant campus life with numerous opportunities for students to get involved.

Beautiful Location:

UCC is located in a beautiful setting, with easy access to the city of Cork.

International Reputation:

UCC is a globally recognized university with a strong international reputation.

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Academic Programs:

UCC offers a wide range of undergraduate and postgraduate programs across various disciplines, including:

• Arts, Humanities, and Social Sciences
• Business and Law
• Engineering and Science
• Medicine and Health Sciences
• Education
• Music

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Other:

• UCC is committed to sustainability and has been recognized as the world's first green campus.
• UCC is a member of the National University of Ireland (NUI).
• UCC has a strong research focus and is home to a number of research centers and institutes.
• UCC is a popular choice for international students, with a large international student population.