MSAI programme is an intensive one-year full-time (or 2-year part-time) programme by coursework. Urban computing is an emerging subject that aims to deal with the challenges in the rapid urbanization progress such as pollution, energy consumption, and traffic congestion, etc. A good TOEFL score (iBT = 92 or more, PBT = 600 or more, CBT = 250 or more) or IELTS score (6.5 or more) for graduates of universities in which English is not the medium of instruction. Students of this programme are not eligible for Service Obligation. It encompasses latest research findings, both applied and fundamental. Last modified on Academic Calendar For AY2020-2021 MSAI Timetable for Semester 1, AY2020-2021 (Starting from 11 August 2020) ***To take note: All online lectures will be conducted live on-line (e.g. The tools for performing such learning via evolutionary and neural computations are examined. using Webinar, Microsoft Teams or Blackboard Collaborate) during the semester. Admission Requirements. Their implementations within a deep learning neural structure is discussed. This MSc is taught at the UK's longest established centre for artificial intelligence, which remains one of the best in the world. Artificial Intelligence Overcoming the challenge for POMDP planning that can scale up and handle POMDPs with very large state spaces and complex dynamics. Perform standard numeric computations in Python. You may check your. Conditions of Admissions, please refer to the Graduate Guide, Copyright • Perform approximation based on Taylor series. It is relevant for anyone pursuing a career in AI or Data Science.The teaching content of this course includes different machine learning methodologies in various machine learning paradigms, such as supervised learning, semi-supervised learning, unsupervised learning, etc., as well as applications of machine learning. Courses offered are subject to availability of instructors and resources. Natural language processing (NLP) is one of the most important fields in artificial intelligence (AI). 6. This kind of environment is called a predictive ambient intelligence environment, which can be categorised as the new third generation of smart environments. Copyright • Upon completion of this subject, the student should be able to: Solve systems of linear equations Master of Computing - Artificial Intelligence Specialisation. 200604393R, © 2012 Nanyang Technological University Tech companies like Google, Alibaba, Apple, Amazon, Facebook, Tencent, and Microsoft are now actively working on deep learning methods to improve their products. The School of Mechanical & Aerospace Engineering (NTU) is holding an Information Session for MSc Supply Chain and Logistics programme (AY2021 August admission - Singaporean/SPR applicants), on 16 January 2021 Saturday, (Oasia Hotel Downtown). Techniques for incorporating ethical considerations into AI systems For example, Google replaced their traditional statistical machine translation and speech recognition systems with systems based on deep learning. Cognitive organisation of knowledge and the integration of such structures with soft computing models are also discussed. The main topics include: 1) text indexing and search: inverted index, query processing, ranking, and evaluation, 2) word-level, sentence-level, document-level, and collection-level processing: morphological analysis, part-of-speech tagging, parsing, summarization, classification and clustering, and topic modeling, and 3) case studies and applications: social media text, sentiment analysis, and information extraction. AI6122: Text Data Management and Processing. of Engineering, Nanyang Technological University, Singapore.. All courses are conducted at NTU (main campus)in the evenings of weekdays o… Data Protection and Privacy It will begin by introducing multi-agent systems and a number of interesting application areas, as well as explain the complexity of a definition. 232-master of arts (museum studies & curatorial practices) 01-sep-2020: 15-mar … Their logical representation and philosophy within the cognitive knowledge organisation are considered. Search and intelligent agents It has become very crucial in the information age because most of the information is in the form of unstructured text. Well established paradigms pertaining to the formal representations of artificial intelligence and knowledge engineering for computational problem solving will be introduced. Master of Public Administration - English M.Sc. 18-Jan-2021, SCSE Virtual Celebration for Class of 2020, Teaching Laboratories & Infrastructure Services, Master of Science in Artificial Intelligence (MSAI), Owing to the large number of applicants, we are unable to attend to phone or email enquiries on application status/results. Email : aslcang@ntu.edu.sg: 2: Programme Director: Assoc Prof Adams Kong Email: AdamsKong@ntu.edu.sg: 3: Student Wellbeing : Website : 4: One Stop @ SAC 50 Nanyang Avenue NS3-01-03, Academic Complex North Singapore 639798 Website 5 About MSc in Artificial Intelligence programme and to Apply for next intake : Website *Note: Not all courses listed in the curriculum will be offered in a semester. Multi-agent systems are also explained through the concept of conflicting interactions, game theory and the equilibrium, categorized as the systems of benevolent agents and those of self-interested agents. In addition to this list, NTU also provides a comprehensive list of minor programmes that you can take along with the courses that are a part of your major programmes to broaden your study options. Topics include regression models, autoregressive (AR), moving average (MA), ARMA, and ARIMA processes, stationary and non- stationary processes, seasonal processes, identification of models, estimation of parameters, diagnostic checking of fitted models, rare event detection, forecasting, spectral analysis and time series models of heteroscedasticity . 1. Applications are to be submitted electronically only. and Ph.D. candidates may be admitted as full-time or part-time students. Use the Jupyter Notebook environment for Python. Research Theme 3 –Machine: Condition-Based Maintenance (CBMx) SCALE@NTU Featured in National AI Strategy Top-Tier Publications from SCALE@NTU. After graduation, the scholars will serve at the OCBC AI Lab for between 12 and 18 months and be involved in … Introduction to knowledge abstraction and expression are discussed in relation to the evolving deep neural structures that can be used to evolve and to directly learn such cognitive knowledge structure from data. Students will also gain experience in critically reviewing scientific literature relevant to the area. This course introduces time series models and the corresponding methods for data analysis and inference. In environments based on ambient intelligence, it is intended to investigate prediction techniques using computational intelligence methods where the behaviours of users are predicted. Deep learning has recently brought a paradigm shift from traditional task-specific feature engineering to end- to-end systems, and has obtained high performance across many different NLP tasks and downstream applications. Symbolic and semantic (Fuzzy representation) knowledge are considered as sound deductive inference systems. The new emerging environment can learn from environmental changes as well as behavioural patterns of occupants. Students will be awarded the Master of Science in Artificial Intelligence after completion of study. Reg. NTU Singapore is a world-class higher education institution and ranked the top university in the world for Artificial Intelligence (Nikkei and Elsevier 2017) from 2012 to 2016. Artificial Intelligence is a fast-paced and challenging field that is making visible inroads into our everyday life. Top IT companies around the world such as Google, Apple, Alibaba, Amazon, Tencent and Baidu have invested and will continue to invest heavily in various computer vision technologies due to demands in a wide spectrum of applications and domains such as robotics, autonomous driving, surveillance and security, computer-aided medical diagnosis, etc. Handle data in Pandas, and graphics in Matplotlib. Master of Science (Artificial Intelligence) Master of Science (Asian Studies) Master of Science (Asset & Wealth Management) Master of Science (Biomedical Data Science) Master of Science (Business Analytics) Master of Science (Civil Engineering) Master of … (Managerial Economics)- English: Wee Kim Wee School of Communication & Information M.Sc. Based on the aim of facilitating its use by people and companies, the course is aimed at optimizing the conceptualization, design, and development of new products and services and ensuring an … Computational game theory Students are asked to implement their own multi-agent system and present their project outcome in the end. This Master’s program is the first and only engineering program in the Netherlands in which advanced techniques and methods in the field of Data Science and Artificial Intelligence are combined. MSc in Artificial Intelligence is a self-financing programme. They will also learn how to design their own machine learning and computer vision systems for various real-world problems. M.Eng. The Master of Science in Artificial Intelligence (MSAI) programme is created for students who wish to develop, design and implement AI systems and at the same time cultivate a deep understanding of AI for project management and policy making. This course introduces the basics of artificial intelligence (AI), paying special attention to the ethical issues involved. The curriculum consists of two specializations: Artificial Intelligence and Operations and Compliance. We begin with a short introduction of learning, adaptation andcognition: examining: learning forms, supervised, unsupervised, reinforcement; Adaptation mechanism - error driven, performance objective; cognitive knowledge representation and reasoning for rational decision making. The minimum and maximum periods of candidature for both full-time and part-time are available at this link . In this course, fundamentals of Artificial Intelligence and machine learning algorithms will be covered. Course project will encourage students to solve real-world research problems, and also give them experience in written and oral scientific communication. No. 4. The course will cover both image and video recognition, including image classification, various object detection techniques, image and video segmentation, image super-resolution, and video captioning. Top IT companies like Google, Facebook, Microsoft, Apple, Amazon have been actively redesigned their products with deep learning techniques, and the impacts in the coming decades will go beyond self-driving cars, strategic games like Go, and MRI cancer detection. AI6104 Mathematics for Artificial Intelligence. Upon completion of study, students will be conferred the degree of MSc in FinTech by NTU Singapore. Upon completion of this subject, the student should be able to: Computer vision has been attracting increasing interests thanks to the recent advances in deep learning especially in convolutional neural networks, recurrent neural networks, etc. A good TOEFL score (iBT = 92 or more, PBT = 600 or more, CBT = 250 or more) or IELTS score Reinforcement Learning NLP technologies are applied everywhere as people communicate mostly in language; language translation, web search, customer support, emails, forums, advertisement, radiology reports, to name a few. Disclaimer • Last modified on Overall, this course will provide good exposure to students who intend to conduct research & development in computer vision. The rise of deep learning leads to a wave of breakthroughs in computer vision, opening up a number of possibilities that are unimaginable before. Artificial Intelligence NTU_PageContent Under the Artificial Intelligence / Machine Learning programme , projects will look into intelligent design, processors, and … Explore the entire course list here, organised by area of interest as well as by type of programme. Different form of learning neural network that can be dynamically evolve or construct the fuzzy rules on the basis of data is covered. AI6104 Mathematics for Artificial Intelligence. 2. Many of the complex systems are dynamic systems in which their states change over time. The two courses covered under the scholarship are the Master of Computing AI at NUS and the Master of Science in Artificial Intelligence at NTU. This Master's programme focuses on the theoretical symbolic foundations within Artificial intelligence. A) A good honours degree in computer science, computer engineering or a related discipline In other words, each trimester is split into two halves. Nanyang Technological University Data Science & Artificial Intelligence Research Centre@ NTU The courses in the MSc in FinTech programme are delivered in intensive periods of 7 weeks. Solve standard algorithmic problems in Python. The main objective of this course is to introduce the mathematical foundations, the state-of-the-art architectures, and a professional library of deep learning architectures. The main objective of this course is to introduce the relevant mathematical foundations for computer vision and machine learning, the basic image analytics and machine learning technology in computer vision, and the computer vision technologies in detection, recognition and classification tasks. They will also learn how to code efficiently these new algorithms using PyTorch, one of the most powerful libraries in this field. The course will have a large project component. This course aims to provide an introductory but broad perspective of machine learning fundamental methodologies, and show how to apply machine learning techniques to real-world applications. The master project of AI is a one year project with 6 AUs. Fuzzy logic and fuzzy inferences are covered. Based on the Internet of Things (IoT) infrastructure and artificial intelligence, urban computing acquires, integrates, and analyzes big and heterogeneous data generated by a diversity of sources in urban spaces, such as sensors, devices, vehicles, buildings, and human, to tackle the major urban challenges. Disclaimer • When you finish your Master’s degree DS&AI you are Master of Science (MSc) in Data Science & Artificial Intelligence and you will receive a DS&AI-diploma. We examine the semantics of natural language and of … NTU_PageContent. 16-Dec-2019, SCSE Virtual Celebration for Class of 2020, Teaching Laboratories & Infrastructure Services, Master of Science in Artificial Intelligence (MSAI), Machine Learning: Methodologies and Applications, Deep Neural Networks for Natural Language Processing. 3. On the model side, we will cover word representations, window-based neural networks for NLP, recurrent neural networks for NLP, long-short-term-memory models, recursive neural networks for parsing, convolutional neural networks, as well as more advanced topics like encoder-decoder models and attention mechanisms. Artificial Intelligence and Operations and Compliance. Students will have a good understanding of various machine learning and computer vision technologies at the end of this course. Learn more Our graduate programmes lead to the award of the degrees of Doctor of Philosophy and Master. This course covers an introduction to multi-agent systems. Students are expected to document their work and report their findings in formal reports, and give oral presentations together with demonstration (if any) as the conclusion of their projects. This course will introduce 1) the concept and applications of urban computing, 2) urban sensing technologies including the acquisition of spatio-temporal urban data, 3) cloud computing infrastructure to support urban computing applications, 4) urban data management including spatial data management and spatio-temporal data management, 5) ubran data mining including spatial data mining and spatio-temporal data mining, 6) urban data learning including spatio-temporal prediction and reinforcement learning and 7) advanced topics such as edge computing and cross-domain urban data fusion. The foundation of AI, history, and recent progress In order to nurture R&D talents in Artificial Intelligence and other related areas, Alibaba Group has launched the “Alibaba Talent Programme” in Singapore to support outstanding undergraduate and masters graduates to … A lot of new applications emerge, including face recognition, image super-resolution, and machine vision in self-driving cars. With the expanse of machine learning and big data, artificial intelligence is leading the way into the future. This project, to be performed over two consecutive semesters, provides students an opportunity to work with faculty members in SCSE and to learn state-of-the-art AI techniques for a particular problem. Alibaba Talent Programme 2021. Many of your courses will be taught by internationally known researchers spanning a wide range of areas in artificial intelligence and also drawing on research in related fields such as neuroscience, cognitive science, linguistics, and mathematics. NTU offers many programmes to suit your individual requirements. Ageing (12) Artificial Intelligence (12) Arts Design and Media (11) Asian cultures (6) Augmented Reality (7) Bacteria (9) Biomedical Engineering (24) Biomedical Sciences (50) Brain research (8) Cancer (6) Chemistry and Chemical Engineering (7) Civil and Environmental Engineering (7) Cognitive neuroscience (6) Computer Science and Engineering (21) Cultural heritage (7) … computer engineering or a related discipline with solid mathematical training and 2 years The Master in Computer Engineering - Cybersecurity, Data Analytics and Artificial Intelligence is a 12-month study path that provides advanced skills in the field of computer engineering and systems engineering, analyzing issues of fundamental importance for the development of the IT sector , such as artificial intelligence, cybersecurity and data analytics. Artificial Intelligence (M.A.S.) The minimum and maximum periods of candidature for full-time candidates are 12 and 30 months respectively. Late submissions would not be accepted and any other form of submission would not be processed. This course aims to develop specific knowledge in advanced computer vision by using deep learning techniques. There are 2 types of programmes: by Coursework and Dissertation and by Research.After you have read the admission requirements and decided on the programme you wish to take, apply online for Research program or apply online for Coursework programme. Example applications of ethical AI – AI for Social Good, AI6102 Machine Learning: Methodologies and Applications. Objective：. Last modified on In each topic, students are given several state-of-the-art papers in the literature to read and present. CI6235 Applied Artificial Intelligence . 200604393R, © 2012 Nanyang Technological University This course aims to provide the appropriate mathematical background to students who will study other courses in the Master of Science in Artificial Intelligence programme. Programme Structure. Singtel Cognitive and Artificial Intelligence Lab for Enterprises at NTU. Issues of concept formation, rule association, data drifts and shifts, forgetting, positive and negative potentiation, evolutionary trade-off between expression and abstraction will be covered. 18-Jan-2021, Last modified on The main topics covered include: This means that your Professors will continue to deliver their lessons live (from their office) during the scheduled … The course provides a thorough introduction to cutting-edge methods in deep learning applied to NLP. The Master of Computing programme is a comprehensive and challenging graduate programme with area specialisations. Real world applications for understanding characteristics, modelling and evaluating forecasts of time series data in economics, finance and industries are elaborated with lab on using R. AI6124 Neuro Evolution and Fuzzy Intelligence. Data Protection and Privacy The philosophical foundations of AI ethics 7. Predictive ambient in… (6.5 or more) for graduates of universities in which English is not the medium of instruction. Topics in this course also include contemporary Artificial Intelligence algorithms like the popular Deep Learning. AI6127: Deep Neural Networks for Natural Language Processing. relevant industry experience and Be part of this journey! Deep learning has recently introduced a paradigm shift from human-design features to end-to-end systems, and has revolutionized several fields including computer vision, speech recognition, and natural language processing. This course covers fundamental techniques to manage and process text data. Scope of project may be based on staff research interest or industrial collaboration. NTU offers subsidised and non-subsidised graduate programmes. Edge Intelligence. Related disciplines include but not limited to bachelor's programmes offered by the College 5. Students will learn how to design their own artificial neural network to solve their data analysis task. Upon completion of this subject, the student should be able to: This course aims to provide appropriate computing background to students who will study other courses in Data Science and AI. Focus will be on both conceptual understanding of techniques, as well as on practical implementation of these techniques using modern deep learning frameworks. 16-Dec-2019. The MSc in FinTech Programme is an intensive 1-year full-time or 2-year part-time programme by coursework taught in 3 trimesters per year. A series of real-world problems and challenges will be presented throughout the course via case studies and projects. The Master in Design for Artificial Intelligence trains professionals to lead the design of products and services that can integrate solutions related to artificial intelligence. with solid mathematical training or B) a good bachelor's degree in computer science, Next, we examine related cognitive intelligence applications such as those: in computational finance - risk based trading system, asset assessment, fuzzy trading models; Computational Attention focus - emotion, sentiment and motivation modelling. There are a number of core NLP tasks and machine learning models behind NLP applications. Earn your master’s degree in AI at Illinois Tech. For subsidised programmes, the substantial tuition subsidy from the Government of Singapore comes in the form of MOE Subsidy which is administered by the Ministry of Education … Use linear independence basis to decompose vectors. Decision making and planning in these multi-agent systems are then addressed. 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