Postgraduate Courses

On successful completion of the course, students will be able to:

• 1.
  Demonstrate an understanding of the interplay between art and technology, including historical and contemporary contexts.
• 2.
  Acquire practical skills in using various machine creativity tools and techniques, enabling the creation of innovative artistic works.
• 3.
  Analyze and evaluate the societal implications of technological advancements in the arts, fostering informed discussions on ethical considerations.
• 4.
  Apply creative problem-solving strategies to integrate technology into artistic practices, resulting in original projects.
• 5.
  Work effectively in interdisciplinary teams, demonstrating strong communication and collaborative skills in the context of art and technology.
• 6.
  Identify and critically assess current trends and emerging technologies in arts and machine creativity, preparing for future developments in the field.

On successful completion of the course, students will be able to:

• 1.
  Understand fundamental concepts of the research methods in doing research related to the Arts and Machine Creativity.
• 2.
  Apply creative techniques in various research projects.
• 3.
  Develop problem-solving skills in developing the research methodologies from ideas.
• 4.
  Explore advanced topics and research through understanding the future trend in the area.

On successful completion of the course, students will be able to:

• 1.
  Demonstrate an understanding of fundamental programming concepts, including variables, data types, and control structures.
• 2.
  Apply problem decomposition techniques to break down complex art-related challenges into manageable sub-problems.
• 3.
  Create interactive visual projects using a programming environment like Processing or p5.js.
• 4.
  Implement functions and loops to enhance reusability and dynamic behavior in the projects.
• 5.
  Utilize AI tools like ChatGPT to brainstorm ideas, generate code snippets, and refine project concepts.
• 6.
  Collaborate effectively with peers to share feedback and improve project outcomes.
• 7.
  Present a final project that integrates programming skills with artistic expression, demonstrating creativity and technical proficiency.

On successful completion of the course, students will be able to:

• 1.
  Demonstrate an understanding of key concepts in generative art as well as the historical context of generative art.
• 2.
  Analyze and modify existing algorithms for generative art.
• 3.
  Create generative art pieces using various algorithmic techniques and programming tools.
• 4.
  Employ AI tools effectively to enhance learning, brainstorming, and project development.
• 5.
  Collaborate effectively in a group project to present a final generative art piece that reflects the integration of programming skills and artistic expression.

On successful completion of the course, students will be able to:

• 1.
  Understand classical and modern machine learning algorithms, including nearest neighbor, PCA, ConvNets, GANs, VAEs, and Diffusion models, and their applications in visual content creation.
• 2.
  Apply machine learning techniques to create innovative visual effects using photos and videos, demonstrating practical skills in AI-driven content creation.
• 3.
  Design interactive tools for artistic expression that utilize artificial intelligence algorithms to foster innovation and creativity in visual computing.
• 4.
  Demonstrate the ability to experiment with and innovate new AI techniques for visual content creation, presenting a portfolio of original work.

On successful completion of the course, students will be able to:

• 1.
  Explain the key theories and practices of image processing, computer vision, human-computer interaction, computer graphics.
• 2.
  Get a foundation in image/video editing and synthesis including texture synthesis and style transfer, image colorization and inpainting, video generation and editing, image-to-image translation, image and video editing.
• 3.
  Utilize visual computing techniques to enhance artistic expression and creativity in various media.
• 4.
  Gain hands-on experience with graphical interfaces and tools, enabling the creation and manipulation of visual content.

On successful completion of the course, students will be able to:

• 1.
  Understand the key principles behind modern AI-driven animation and video models.
• 2.
  Implement AI components such as LSTM, attention mechanisms, and diffusion models.
• 3.
  Analyze the performance and limitations of different AI-driven video and animation models.
• 4.
  Design AI-driven models for media generation, using state-of-the-art techniques.
• 5.
  Apply AI techniques to create animations and videos in real-world projects.
• 6.
  Evaluate AI-generated media in terms of quality, consistency, and artistic value.
• 7.
  Synthesize AI models to innovate and push the boundaries of creative media production.
• 8.
  Present project outcomes, explaining technical and creative aspects of their work.

On successful completion of the course, students will be able to:

• 1.
  Understand the theoretical foundations of GANs, diffusion models, and transformers in the context of visual art.
• 2.
  Implement generative models to create interactive and dynamic visual artworks.
• 3.
  Analyze the creative potential and limitations of AI-driven models in visual art installations.
• 4.
  Design interactive visual systems that leverage generative models for real-time interaction.
• 5.
  Evaluate the artistic quality and user engagement of AI-generated interactive art pieces.
• 6.
  Collaborate with peers from diverse backgrounds to create interdisciplinary generative art projects.
• 7.
  Present interactive visual art projects that integrate generative models, showcasing both technical and artistic elements.
• 8.
  Innovate by pushing the boundaries of AI-driven art to explore new creative possibilities in visual art and media.

On successful completion of the course, students will be able to:

• 1.
  Understand fundamental concepts of the practice and techniques for visual creatives.
• 2.
  Apply visual creating techniques in artworks.
• 3.
  Develop problem solving skills in developing the artworks from ideas.
• 4.
  Foster interdisciplinary understanding through communicating ideas through various mediums.
• 5.
  Explore advanced topics and research in the creative industry.

On successful completion of the course, students will be able to:

• 1.
  Understand fundamental concepts of digital audio and music technology.
• 2.
  Apply industry-standard tools and techniques in music production and sound design.
• 3.
  Analyze and manipulate audio signals using various processing methods.
• 4.
  Create original works integrating advanced music technology concepts.

On successful completion of the course, students will be able to:

• 1.
  Gain a solid understanding of AI applications in filmmaking, including screenwriting, previsualization, production planning, cinematography, post-production, visual effects, and animation.
• 2.
  Develop practical skills in using AI-driven tools and software for different filmmaking tasks, such as scriptwriting, storyboarding, scheduling, editing, and creating visual effects.
• 3.
  Apply AI tools to plan, execute, and manage film projects effectively, optimizing workflows and resource management.
• 4.
  Explore emerging technologies and future trends in AI filmmaking, preparing to adapt to and innovate within a rapidly evolving industry.
• 5.
  Engage in collaborative projects and peer reviews, fostering a community of learning and continuous improvement.

On successful completion of the course, students will be able to:

• 1.
  Demonstrate proficiency in digital literacy by effectively using emerging technologies, including digital media, virtual and augmented reality, and multimedia tools, in both artistic creation and teaching methods.
• 2.
  Develop innovative art education techniques by leveraging technology to engage learners in dynamic, creative, and interactive ways.
• 3.
  Critically analyze the role of technology in shaping artistic expression, education, and societal values, identifying both opportunities and challenges in integrating technology into art education.
• 4.
  Create adaptable teaching strategies for hybrid and online educational environments, preparing to implement digital tools in modern educational settings.
• 5.
  Incorporate digital technologies into personal artistic practice and educational methods, effectively combining traditional art education with modern technological advancements.
• 6.
  Apply leadership skills in managing technology-enhanced art projects.
• 7.
  Address legal and ethical considerations in the use of AI and emerging technologies in art.
• 8.
  Engage in collaborative artistic practices that integrate machine creativity and human expression.

On successful completion of the course, students will be able to:

• 1.
  Evaluate and analyze the impact of Web3, blockchain technology and NFTs on the digital arts and entertainment industries using critical thinking skills.
• 2.
  Apply strategic thinking to identify and develop innovative solutions that combine traditional art practices and new digital art creations with emerging technologies.
• 3.
  Refine and justify approaches to digital ownership, provenance, and monetization strategies in the context of NFTs, Web3 and decentralized identity.
• 4.
  Formulate a comprehensive plan for creating, marketing, and monetizing digital artworks across various platforms and media.
• 5.
  Communicate effectively with stakeholders, including artists, collectors, and industry professionals, regarding the implications of blockchain technology in art.
• 6.
  Articulate a business proposal that includes a roadmap for launching Web3 and NFT projects within the digital arts ecosystem.
• 7.
  Integrate technical knowledge of blockchain and NFTs with business acumen to solve complex problems in digital creation projects.
• 8.
  Develop a professional portfolio that demonstrates mastery of digital art creation, NFT projects, and an understanding of market dynamics in the evolving landscape of digital arts.

On successful completion of the course, students will be able to:

• 1.
  Identify and analyze the challenges and strategies inherent in managing art and technology projects.
• 2.
  Develop and apply practical skills in project planning, execution, and evaluation, utilizing tools and methodologies.
• 3.
  Cultivate leadership skills to lead and collaborate in interdisciplinary teams.
• 4.
  Engage in immersive project-based experiential learning that applies project management theories and tools in real-world contexts.
• 5.
  Create a comprehensive project proposal that integrates learned strategies and is ready for real-world applications.

On successful completion of the course, students will be able to:

• 1.
  Demonstrate an understanding of the essential concepts and practice of art administration and art business.
• 2.
  Analyze strategies of the management of different types of arts organizations with regard to human resources, venue operation, budgeting and revenue generation.
• 3.
  Apply the knowledge of operation, financing and marketing of arts organizations to a case study and report on their findings.
• 4.
  Understand the legal aspects of the art business, including contracts, copyright issues, provenance verification, and ethical considerations in art transactions.
• 5.
  Analyze the dynamics of the contemporary art market, identifying opportunities for applying new digital technology immersion, business models and economic factors that influence art valuation and investment.
• 6.
  Critically assess emerging trends in art administration and art business to address future challenges and opportunities within the evolving landscape of the arts sector with machine creativity.
• 7.
  Communicate effectively with stakeholders, including artists, collectors, and industry professionals, regarding the implications of new machine creative practices in art.

On successful completion of the course, students will be able to:

• 1.
  Evaluate the historical context and evolution of digital art, identifying its unique provenance challenges compared to traditional art forms.
• 2.
  Analyze various digital provenance mechanisms, including metadata, linked-data models, and blockchain technology, and their roles in establishing and verifying provenance.
• 3.
  Critically assess collaborative projects within the Digital Humanities that relate to art provenance research, evaluating their impact on the field.
• 4.
  Examine ethical considerations surrounding ownership, attribution, and distribution of digital artworks, considering the implications of emerging technologies.
• 5.
  Implement best practices for creating and maintaining digital archives and interoperable databases for provenance information.
• 6.
  Articulate a project proposal that applies knowledge of digital provenance to digital art projects in AI, VR/AR, and data art and address archival challenges within these projects.
• 7.
  Conduct a thorough analysis of community driven culture heritage informatics projects to understand their implications for provenance and ethical practices with new digital art immersion.
• 8.
  Develop a professional portfolio that demonstrates mastery of digital art provenance to demonstrate the ability to navigate the evolving landscape and contribute meaningfully to the field of arts and machine creativity.

On successful completion of the course, students will be able to:

• 1.
  Use quantitative and qualitative analysis to assess trends and consumer behavior in the emerging art-tech market industry.
• 2.
  Apply strategic management theories and methodologies to formulate comprehensive business strategies for art-tech ventures addressing real-world challenges.
• 3.
  Develop and model innovative business models for digital and interactive art enterprises to meet market demands.
• 4.
  Develop financial plans and financing strategies to address the complex regulatory frameworks and financial challenges of the art and technology industry.
• 5.
  Communicate concepts and models persuasively to a variety of stakeholders.
• 6.
  Assess the ethical implications of technology in art and its global impact on culture and society to ensure sustainability and respect for multicultural values.
• 7.
  Apply project management principles and agile methodologies to manage art-tech projects, ensuring flexibility and responsiveness to change.
• 8.
  Demonstrate entrepreneurial skills by planning, launching and managing a new art and technology start-up based on review feedback.

On successful completion of the course, students will be able to:

• 1.
  Demonstrate a thorough understanding of legal principles governing art and technology, and apply knowledge of intellectual property rights, privacy laws, and regulatory standards to real-world situations
• 2.
  Analyze various types of intellectual property protections for artistic and technological creations, and develop effective strategies to safeguard digital and interactive media, such as software and digital art.
• 3.
  Identify and interpret national and international regulations impacting the art and technology sectors, and evaluate their implications for global operations and cross-border transactions of creative tech products.
• 4.
  Solve complex legal issues arising from technology integration in new media and artistic expressions, and advise on legal considerations for emerging technologies like AI in art, blockchain for copyright management, and VR exhibitions.
• 5.
  Clearly convey complex legal concepts and strategies to non-legal stakeholders in art and technology projects, and prepare and present legal analyses and recommendations to peers, faculty, and industry professionals.
• 6.
  Assess the ethical and social implications of legal decisions in the art and technology sectors, and promote ethical practices that consider cultural sensitivity and potential global impact.

On successful completion of the course, students will be able to:

• 1.
  Understand the concept of cultural space and its significance in the contemporary world.
• 2.
  Know the architectural types for culture and their evolution.
• 3.
  Critically review the new strategies of development of new cultural spaces.
• 4.
  Explore the city as a collective cultural space, its value and meanings to the inhabitants.
• 5.
  Analyze new policies in the active making of cultural spaces and their consequences.
• 6.
  Examine the impact of globalization and digitalization in the creation of new cultural spaces.
• 7.
  Apply the knowledge acquired to the proposal of a new cultural space.

On successful completion of the course, students will be able to:

• 1.
  Understand the major Western art theories from the 15th to the 20th century.
• 2.
  Utilize the terminology of art theories for the interpretation and communication of art.
• 3.
  Analyze art from philosophical, historical, cultural and social perspectives.
• 4.
  Develop new ideas for a possible art theory for machine-generated art of the 21st century.

On successful completion of the course, students will be able to:

• 1.
  Analyze the key historical milestones in motion picture technology and their impact on the industry.
• 2.
  Evaluate the technological innovations that have shaped the development of cinematography, sound, and visual effects.
• 3.
  Demonstrate knowledge of the evolution of film practices, including the transition from silent films to digital cinema.
• 4.
  Critically assess the role of AI and machine learning in contemporary filmmaking and their implications for creative expression.
• 5.
  Explore the applications of virtual and augmented reality in storytelling and audience engagement.
• 6.
  Discuss the cultural and societal influences of motion pictures throughout history.
• 7.
  Create a project that integrates historical knowledge with contemporary technological practices in motion picture science.
• 8.
  Present findings on selected topics related to motion picture history and technology, demonstrating effective communication skills.

On successful completion of the course, students will be able to:

• 1.
  Understand current research trends and applications.
• 2.
  Demonstrate effective presentation skills in seminar presentations.
• 3.
  Gain insight into research on topics that are directly related to their own research.
• 4.
  Gain insight into research and research methodologies used by other scholars working on areas not directly related to their own focus area.

On successful completion of the course, students will be able to:

• 1.
  Plan, execute, and manage a creative project from inception to completion.
• 2.
  Analyze and evaluate project challenges, applying creative problem-solving techniques to develop innovative solutions.
• 3.
  Effectively incorporate research methodologies into the project development process, supporting creative decisions with data.
• 4.
  Work effectively as part of a team, demonstrating strong communication and collaboration skills.
• 5.
  Present project outcomes clearly and persuasively to diverse audiences, utilizing appropriate visual and verbal communication techniques.
• 6.
  Understand and apply ethical practices in project management and creative producing.
• 7.
  Engage in self-reflection to assess personal growth and learning throughout the project experience.

On successful completion of the course, students will be able to:

• 1.
  Gain hands-on experience in a professional setting, applying theoretical knowledge to real-world challenges in arts and machine creativity.
• 2.
  Develop professional relationships and networking skills that enhance career opportunities in the industry.
• 3.
  Identify and address real-world challenges faced by the host organization, demonstrating adaptability and resourcefulness.
• 4.
  Seek and incorporate feedback from mentors and supervisors to improve performance and professional development.
• 5.
  Reflect on the internship experience to evaluate personal strengths, weaknesses, and areas for future growth.
• 6.
  Understand and navigate workplace culture and dynamics effectively.
• 7.
  Demonstrate readiness for a career in the arts and machine creativity fields, showcasing skills and experiences gained during the internship.

On successful completion of the course, students will be able to:

• 1.
  Communicate complex ideas related to the topic in professional and other settings.
• 2.
  Explain the core ideas and concepts of impacts in the topic concerned.
• 3.
  Relate the concepts and methodologies in the course topic to practical implementation.

On successful completion of the course, students will be able to:

• 1.
  Demonstrate an in-depth and substantial knowledge and understanding on the topic chosen for the independent study.
• 2.
  Develop and demonstrate critical thinking skills.
• 3.
  Articulate and present their arguments in a systematic way in a professional quality written report or oral presentation.
• 4.
  Self-evaluate their own learning progress, develop motivation and skills for lifelong learning.

On successful completion of the course, students will be able to:

• 1.
  Develop and apply self-learning and task management skills to effectively manage an independent project on a specific topic.
• 2.
  Critically analyze a selected topic to identify, formulate and solve problems and apply solutions to practical implementations.
• 3.
  Apply the interdisciplinary approach in reviewing the latest developments, technologies or management strategies of the chosen topic.
• 4.
  Communicate effectively in writing, using accurate technical and scientific terminology, and demonstrating logical organization of relevant content and information.

On successful completion of the course, students will be able to:

• 1.
  Design, develop and conduct a research proposal in their research area in arts and machine creativity.

On successful completion of the course, students will be able to:

• 1.
  Design, develop and conduct a research proposal in their research area in arts and machine creativity.