NTU, National Yang Ming University and Academia Sinica, with funding from MOST, have joined forces with Taiwan AI Labs to repurpose existing drugs for new applications using the latter’s COVID-19 collaborative platform. Search and intelligent agents A lot of new applications emerge, including face recognition, image super-resolution, and machine vision in self-driving cars. 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. Perform approximation based on Taylor series. 16-Dec-2019. The course will have a large project component. 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. Cognitive organisation of knowledge and the integration of such structures with soft computing models are also discussed. 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. In the Master of Science in Knowledge Management (Coursework) programme, not only are we equipped with the fundamental knowledge for the corporate world, but are also moulded to be critical thinkers by thinking of real-life issues “outside-the-box”. NTU offers subsidised and non-subsidised graduate programmes. problems with limited training data and big data problems. The curriculum consists of two specializations: Artificial Intelligence and Operations and Compliance. Symbolic and semantic (Fuzzy representation) knowledge are considered as sound deductive inference systems. 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. Important Notice: Please be informed that the University has not arranged for any external private agencies to undertake graduate student recruitment on its behalf. 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. Use the Jupyter Notebook environment for Python. All applications for LOA are subject to the School’s approval. Students will also gain experience in critically reviewing scientific literature relevant to the area. ... (AI and Robotics in marketing) to empower participants to lead marketing campaigns in this digital era. All courses are conducted at NTU (main campus)in the evenings of weekdays or Saturdays. 6-Jan-2021, SCSE Virtual Celebration for Class of 2020, Teaching Laboratories & Infrastructure Services, Master of Science in Artificial Intelligence (MSAI). 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. 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. AI6104 Mathematics for Artificial Intelligence. Students will have a good understanding of various machine learning and computer vision technologies at the end of this course. No. 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. The tools for performing such learning via evolutionary and neural computations are examined. *Note: Not all courses listed in the curriculum will be offered in a semester. NUS Computing, School of Computing, National University of Singapore, NUS, Singapore Universities Perform standard numeric computations in Python. Nanyang Technological University, 50 Nanyang Avenue, Singapore 639798. 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. Doctor of Philosophy (Ph.D.) 1. 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. 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. Data Protection and Privacy In each topic, students are given several state-of-the-art papers in the literature to read and present. 2. Connect with NTU MAE, Singapore. AI6104 Mathematics for Artificial Intelligence. Fuzzy logic and fuzzy inferences are covered. 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. 25-Sep-2020 MAE student wins James Dyson Award. Handle data in Pandas, and graphics in Matplotlib. Our graduate programmes lead to the award of the degrees of Doctor of Philosophy and Master. Example applications of ethical AI – AI for Social Good, AI6102 Machine Learning: Methodologies and Applications. At present, the University consists of 11 colleges, 56 departments, 112 graduate institutes, as well as 18 Master's and PhD degree programs. 6. It will be three as I have gotten a graduate job at an Australian company. Was wondering to those that applied, what were your qualifications? NTU Scientists uncover structure of key pneumonia virus enzyme Miao Yansong_EMBO NTU Scientist uncover binding secret behind protein 'superglue' NTU Scientist discover sustainable way to increase seed oil yield in corps Undergraduate Programmes. This course covers an introduction to multi-agent systems. Through AI, devices can be designed with abilities for speech recognition, reasoning, learning, planning and problem solving. 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. AI allows computer-controlled devices and intelligent machines to learn from experience, adjust to new information and perform complex tasks the way humans do. It will be three as I have gotten a graduate job at an Australian company. 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. This course introduces the basics of artificial intelligence (AI), paying special attention to the ethical issues involved. ​​The courses in the MSc in FinTech programme are delivered in intensive periods of 7 weeks. Nanyang Technological University Data Science & Artificial Intelligence Research Centre@ NTU Offered by Nanyang Technological University (NTU) since 2002, the Master of Science Technopreneurship and Innovation Programme (MSc TIP) equips students with essential entrepreneurial skills and business acumen to turn novel ideas into successful ventures. PaCE@NTU collaborate with the colleges and schools, institutes and centres at NTU to offer courses in diverse and emerging areas, that are stackable towards a MiniMasters ™ c ertificate, for l ea rners to build and tailor to thei r learning needs, and to develop skills relevant to the future. 3. 5. Techniques for incorporating ethical considerations into AI systems Computational game theory 6-Jan-2021, Last modified on My WAM ended up being a distinction for my bachelors from an Australian university and I have two years of relevant work experience at IBM. This course covers fundamental techniques to manage and process text data. Use linear independence basis to decompose vectors. Natural language processing (NLP) is one of the most important fields in artificial intelligence (AI). The programme emphasizes on AI theory, techniques and tools to solve real world problems with multiple types of constraints, e.g. Practicum module, MH680… 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. The EMBA itself places emphasis on the latest tech developments like AI, automation, and digitalization, taught by faculty with consulting experience in areas from big data to blockchain. 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. 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. Students will learn how to design their own artificial neural network to solve their data analysis task. The Nanyang Technopreneurship Center (NTC) is a key player in innovation and entrepreneurship education at Nanyang Technological University, … 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. NTU_PageContent. Different form of learning neural network that can be dynamically evolve or construct the fuzzy rules on the basis of data is covered. The philosophical foundations of AI ethics The master project of AI is a one year project with 6 AUs. 200604393R, © 2012 Nanyang Technological University No amendments to the online form will be allowed after the application is sent. The Master of Science in Biomedical Data Science is the first graduate programme in Asia-Pacific to offer data science training specifically in the biomedical domain. 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 . 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