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Video
In this series we learn how to make an RPG from scratch using the Unity engine.
- Course related:
- COMP4122 Game Design and Development
- Subjects:
- Computing
- Keywords:
- Computer games -- Programming Unity (Electronic resource) Computer games -- Design
- Resource Type:
- Video
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Others
In these comprehensive video courses, created by Santiago Basulto, you will learn the whole process of data analysis. You'll be reading data from multiple sources (CSV, SQL, Excel), process that data using NumPy and Pandas, and visualize it using Matplotlib and Seaborn, Additionally, we've included a thorough Jupyter Notebook course, and a quick Python reference to refresh your programming skills.
- Course related:
- AMA1600 Fundamentals of AI and Data Analytics and AMA1751 Linear Algebra
- Subjects:
- Mathematics and Statistics and Computing
- Keywords:
- Computer programming Computer science Python (Computer program language)
- Resource Type:
- Others
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Video
Autism is a spectrum disorder which includes a large range of symptoms and behaviors. This video is part for Behavior Frontiers Applied Behavior Analysis (ABA) Training Program with an Autism Specialization. Available via web based training program or at seminars across the country.
- Course related:
- RS3320 Clinical Sciences in Developmental Dysfunction
- Subjects:
- Health Sciences
- Keywords:
- Autism
- Resource Type:
- Video
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Others
Oxford Academic, Oxford University Press (OUP)’s platform for research, offers a single point of entry for access to scholarly and academic books and journals. We serve the diverse and changing research needs of students, researchers, professors, and practitioners and seek ongoing feedback from these communities.
- Course related:
- COMP3423 Human Computer Interaction
- Keywords:
- Electronic journals Scholarly periodicals Electronic books
- Resource Type:
- Others
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Others
NIDA Technology Co. Ltd. (NTCL) was established to achieve the vison “Nonlinear Integrated Design and Analysis (NIDA)” and make practical use of “Second-order Direct Analysis Method”in structural engineering. NTCL aims to promote the industrialization of new research outcome and enhance the design level of engineering community.
- Course related:
- CSE48405 Design Project
- Subjects:
- Structural Engineering
- Keywords:
- Structural engineering Structural analysis (Engineering)
- Resource Type:
- Others
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Others
Browse over 1 million classes created by top students, professors, publishers, and experts.
- Subjects:
- Health Sciences and Nursing
- Keywords:
- Kidneys -- Physiology Kidneys -- Anatomy
- Resource Type:
- Others
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MOOC
The Machine Learning Specialization is a foundational online program created in collaboration between DeepLearning.AI and Stanford Online. This beginner-friendly program will teach you the fundamentals of machine learning and how to use these techniques to build real-world AI applications.
This Specialization is taught by Andrew Ng, an AI visionary who has led critical research at Stanford University and groundbreaking work at Google Brain, Baidu, and Landing.AI to advance the AI field.
This 3-course Specialization is an updated version of Andrew’s pioneering Machine Learning course, rated 4.9 out of 5 and taken by over 4.8 million learners since it launched in 2012.
It provides a broad introduction to modern machine learning, including supervised learning (multiple linear regression, logistic regression, neural networks, and decision trees), unsupervised learning (clustering, dimensionality reduction, recommender systems), and some of the best practices used in Silicon Valley for artificial intelligence and machine learning innovation (evaluating and tuning models, taking a data-centric approach to improving performance, and more.) By the end of this Specialization, you will have mastered key concepts and gained the practical know-how to quickly and powerfully apply machine learning to challenging real-world problems. If you’re looking to break into AI or build a career in machine learning, the new Machine Learning Specialization is the best place to start.
- Course related:
- AAE5103 Artificial Intelligence in Aviation Industry
- Subjects:
- Computing
- Keywords:
- Machine learning Artificial intelligence
- Resource Type:
- MOOC
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Others
These pages serve U-M Foundational Anatomy, a component of the Scientific Trunk of the M1 curriculum. Foundational Anatomy provides medical students with the necessary background in anatomy for success in clerkships.
- Course related:
- RS2040 Functional Anatomy and RS5308 Functional Anatomy
- Subjects:
- Rehabilitation Sciences, Health Sciences, and Nursing
- Keywords:
- Human body Human anatomy
- Resource Type:
- Others
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Others
Millions of teachers and students unleash the magic of learning with Kahoot! Create your own kahoot in minutes or choose from 100+ million ready-to-play games. Engage students virtually with our distance learning features, play in class, and dive into game reports to assess learning.
- Keywords:
- Education -- Computer network resources Educational technology
- Resource Type:
- Others
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Others
This project was started in 2007 as a Google Summer of Code project by David Cournapeau. Later that year, Matthieu Brucher started work on this project as part of his thesis. In 2010 Fabian Pedregosa, Gael Varoquaux, Alexandre Gramfort and Vincent Michel of INRIA took leadership of the project and made the first public release, February the 1st 2010. Since then, several releases have appeared following a ~ 3-month cycle, and a thriving international community has been leading the development.
- Course related:
- EIE6207 Theoretical Fundamental and Engineering Approaches for Intelligent Signal and Information Processing
- Subjects:
- Computing
- Keywords:
- Machine learning Python (Computer program language)
- Resource Type:
- Others
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Others
All resources and notes from the Complete Web Developer in 2022: Zero to Mastery course
- Course related:
- COMP3421 Web Application Design and Development, LGT3109 Introduction to Coding for Business with Python, COMP3211 Software Engineering, and COMP1001 Problem Solving Methodology in Information Technology
- Subjects:
- Computing
- Keywords:
- Web sites -- Design Web site development
- Resource Type:
- Others
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Others
Kaggle offers a no-setup, customizable, Jupyter Notebooks environment. Access GPUs at no cost to you and a huge repository of community published data & code. Inside Kaggle you’ll find all the code & data you need to do your data science work. Use over 50,000 public datasets and 400,000 public notebooks to conquer any analysis in no time.
- Subjects:
- Computing
- Keywords:
- Machine learning Artificial intelligence Big data
- Resource Type:
- Others
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Others
Mac Professional Video Editing Software for Everyone
- Course related:
- CBS590 Multi-media Applications for Language Professionals
- Keywords:
- Video recordings Digital video -- Editing
- Resource Type:
- Others
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Others
These are the most widely used online corpora, and they are used for many different purposes by teachers and researchers at universities throughout the world. In addition, the corpus data (e.g. full-text, word frequency) has been used by a wide range of companies in many different fields, especially technology and language learning.
- Subjects:
- English Language
- Keywords:
- Corpora (Linguistics)
- Resource Type:
- Others
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Others
We offer mathematics in an enjoyable and easy-to-learn manner, because we believe that mathematics is fun.
- Subjects:
- Mathematics and Statistics
- Keywords:
- Mathematics
- Resource Type:
- Others
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Others
The PEER Reports Series comprises state-of-the-art research in earthquake engineering and related fields by the more than 150 expert members of the PEER universities consortium. The current emphasis of the series is on performance-based engineering of lifelines and building structures.
- Course related:
- CSE1000 Introduction to Civil Engineering and Sustainable Development
- Subjects:
- Structural Engineering
- Keywords:
- Earthquake engineering
- Resource Type:
- Others
-
Video
This channel walks you through the entire process of learning to code in Python; all the way from basics to advanced machine learning and deep learning. The primary emphasis will be on image processing and other relevant functionality. Why did I create this channel? To help you (students and researchers) gain a new skill and succeed in your respective fields.
You may think coding is hard and that it's not your cup of tea, but Python made it easy to code even advanced algorithms. In addition, coding will make you self sufficient, it will teach you how to think, it improves your collaborative skills and it can take your career to new heights. Therefore, if you want to stay ahead of your peers and relevant in your field, overcome your fears and start coding!
- Subjects:
- Computing
- Keywords:
- Computer programming Computer science Python (Computer program language)
- Resource Type:
- Video
-
Others
In our free type descriptions you’ll learn what really drives, inspires, and worries different personality types, helping you build more meaningful relationships.
- Course related:
- MM517 Human Resource development
- Subjects:
- Psychology
- Keywords:
- Typology (Psychology) Myers-Briggs Type Indicator
- Resource Type:
- Others
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Others
Learning with Duolingo is fun, and research shows that it works! With quick, bite-sized lessons, you’ll earn points and unlock new levels while gaining real-world communication skills.
- Subjects:
- Foreign Language Learning
- Keywords:
- Language languages -- Study teaching
- Resource Type:
- Others
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Video
Lecture videos from Gilbert Strang's course on Linear Algebra at MIT.
- Course related:
- AMA1120 Basic Mathematics II - Calculus and Linear Algebra
- Subjects:
- Mathematics and Statistics
- Keywords:
- Algebras Linear
- Resource Type:
- Video
-
Video
This course is an introduction to game theory and strategic thinking. Ideas such as dominance, backward induction, Nash equilibrium, evolutionary stability, commitment, credibility, asymmetric information, adverse selection, and signaling are discussed and applied to games played in class and to examples drawn from economics, politics, the movies, and elsewhere.
- Subjects:
- Mathematics and Statistics and Economics
- Keywords:
- Game theory
- Resource Type:
- Video
-
Video
Before the advent of computers around 1950, optimization centered either on small-dimensional problems solved by looking at zeroes of first derivatives and signs of second derivatives, or on infinite-dimensional problems about curves and surfaces. In both cases, "variations" were employed to understand how a local solution might be characterized. Computers changed the picture by opening the possibility of solving large-scale problems involving inequalities, instead of only equations. Inequalities had to be recognized as important because the decisions to be optimized were constrained by the need to respect many upper or lower bounds on their feasibility. A new kind of mathematical analysis, beyond traditional calculus, had to be developed to address these needs. It built first on appealing to the convexity of sets and functions, but went on to amazingly broad and successful concepts of variational geometry, subgradients, subderivatives, and variational convergence beyond just that. This talk will explain these revolutionary developments and why there were essential.
Event date: 1/11/2022
Speaker: Prof. Terry Rockafellar (University of Washington)
Hosted by: Department of Applied Mathematics
- Subjects:
- Mathematics and Statistics
- Keywords:
- Convex functions Convex sets Mathematical optimization Computer science -- Mathematics
- Resource Type:
- Video
-
Video
Geospatial information science is a discipline that focuses on using geospatial information technology to understand people, places, nature and processes of the earth. IoT refers to Internet of things, the combination of sensors, software and other technologies to connect and exchange data with other devices and systems over the Internet. The era of IoT brings us opportunities and challenges for geospatial information science. In the keynote, five characteristics and three scientific issues of geo-spatial information science in the era of IoT are summarised.
Even date: 6/9/2022
Speaker: Prof. Daren Li
Moderator: Prof. Christopher Chao (Hong Kong Polytechnic University)
Panel members: Prof. Qingyan Chen, Prof. Qinhao Chen (Hong Kong Polytechnic University)
Hosted by: PolyU Academy for Interdisciplinary Research
- Subjects:
- Land Surveying and Geo-Informatics
- Keywords:
- Internet of things Geospatial data Spatial data mining
- Resource Type:
- Video
-
Video
Adaptive computation is of great importance in numerical simulations. The ideas for adaptive computations can be dated back to adaptive finite element methods in 1970s. In this talk, we shall first review some recent development for adaptive methods with some application. Then, we will propose a deep adaptive sampling method for solving PDEs where deep neural networks are utilized to approximate the solutions. In particular, we propose the failure informed PINNs (FI-PINNs), which can adaptively refine the training set with the goal of reducing the failure probability. Compared with the neural network approximation obtained with uniformly distributed collocation points, the proposed algorithms can significantly improve the accuracy, especially for low regularity and high-dimensional problems.
Event date: 18/10/2022
Speaker: Prof. Tao Tang (Beijing Normal University-Hong Kong Baptist University United International College)
Hosted by: Department of Applied Mathematics
- Subjects:
- Mathematics and Statistics
- Keywords:
- Sampling (Statistics) Differential equations Partial -- Numerical solutions Mathematical models Adaptive computing systems
- Resource Type:
- Video
-
MOOC
The course describes the theoretical underpinnings of USR. It showcases some effective practices and activities carried out in institutions around the world. The course also promotes understanding of the USR concept, its implications, impacts, evaluation, possible implementation methods, and replicability. In doing so, it contributes to the expansion and consolidation of the USR movement. It provides a knowledge base for designing, planning, implementing, and evaluating programs from the fundamentals of USR and some existing good practices.
No prior knowledge is required to join the course. This course is for you especially if you are an administrator, a professor, or a professional staff member interested in learning new creative ways from the experts' at the universities to address the needs of society including SDGs (Sustainable Development Goals). If you are a government official or a foundation representative seeking ways to strengthen higher education, this course will help you explore future opportunities and directions.
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MOOC
Did you know that frailty can affect the quality of life of older people? Did you know that frailty can impose a burden on the significant others of older people? If you are a member of the general public and would like to know about the prevention of frailty and the promotion of healthy ageing, or if you are a healthcare professional who would like to provide the best care for older people and family members in order to combat frailty, this course is for you. The aim of this course is not only to provide theoretical knowledge about frailty, but also to give practical input to help our learners become familiar with frailty and how to manage it. Frailty is a common condition among older people. It is associated with ageing, which is a trend that is becoming a major concern around the globe. Frailty is not only costly in terms of medical expenses, but also imposes a mental and financial burden on the family members of older people with the condition. A person with frailty is also at an increased risk of disease, disability, and death. However, frailty is reversible. Preventing frailty is an important target in the promotion of healthy ageing.
Apart from introducing concepts related to frailty, this course also provides some practical approaches to help individuals, including the older people themselves, caregivers, and healthcare professionals, to monitor and manage frailty in daily life. Short movies and videos are used for illustration. The techniques introduced in this course for managing frailty can be incorporated into daily life, making frailty easier to manage.
This course is designed for anyone interested in the management of frailty. Taking this course will help you to manage the frailty and promote the health of older people around you.
- Subjects:
- Nursing and Health Sciences
- Keywords:
- Health behavior Aging Lifestyles -- Health aspects Older people -- Health hygiene
- Resource Type:
- MOOC
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MOOC
Owing to its rapid development in recent years, China has been in the spotlight of the international arena. While understanding modern China's economy, technology and politics is important, knowing its cultural roots and evolution is no less crucial for seeing the full picture of Chinese culture. This course introduces 5 interesting aspects of Chinese culture in transformation.
Key questions of the course:
(1) What are the Four Great Classical Chinese Novels? What are the stories about? Why are they so famous and influential in Chinese literature?
(2) What is special about the art of Chinese operas? What are the symbolic meanings behind the face make-up, gestures and costumes? How do the operas serve as a medium for transmitting knowledge in Chinese culture?
(3) Why did the private Confucian academies thrive in the Song dynasty? Why was the famous Donglin Academy suppressed by the state in the Ming dynasty? How were the private academies engaged in the state educational reforms in the late Qing dynasty?
(4) How did New Confucianism emerge as a movement in the 20th century? What were the aspirations of the New Confucians? How did they address modern challenges to the development of Chinese science, democracy and cosmology? Did they succeed in modernizing Confucianism?
(5) What were the traditional expectations of gender roles in China? How was gender politics heightened in the labour force in early New China? What light does the film Li Shuangshuang shed on the gender awareness of Chinese socialism?
- Subjects:
- Chinese Studies
- Keywords:
- China Manners customs Civilization Philosophy Chinese Chinese drama Politics culture Chinese fiction Confucianism
- Resource Type:
- MOOC
-
MOOC
Owing to its rapid development in recent years, China has been in the spotlight of the international arena. While understanding modern China's economy, technology and politics is important, knowing its cultural roots and evolution is no less crucial for seeing a full picture of Chinese culture. This course introduces 5 interesting aspects of Chinese cultural exchange and interaction with other countries in history.
Key questions of the course:
(1) How did the Silk Road emerge in history? Who was Matteo Ricci? What happened in history regarding the Chinese cultural exchange of religions, arts and sports with the West?
(2) Where is Central Asia? What was Pax Mongolica? What role did silver play in the Saga of the Silk Road?
(3) What cultural exchanges occurred between Vietnam and China? How did Vietnam contribute to the introduction of Buddhism to China through the maritime Silk Road? Which of the Vietnamese princes served as a high-ranking official in the Chinese court of the Ming dynasty?
(4) How did China confront Western colonialism as a global trend in the early 20th century? Who was Sun Yat-sen? How did he connect China with the rest of the world? How did Pan-Asianism arise and go bankrupt?
(5) What is the relationship between rituals, ghosts and alcohol in China? What are the stories behind Chinese medicinal food, correlative cosmology and tea? How many major types of Chinese cuisine are there? What sorts of food were exchanged between China and other countries in history?
- Subjects:
- Chinese Studies and Area Studies
- Keywords:
- China Manners customs Politics culture Diplomatic relations
- Resource Type:
- MOOC
-
MOOC
With rapid globalization and proliferation of social media, businesses and organizations are in face of enormous communication challenges. How to communicate effectively on social media, how to manage social media data analysis as well as handling fake news are definitely at the top of the list.
By seeing challenge as opportunity, this course aims to unfold the communication challenges induced by the rise of social media in business corporations and most importantly, offer solutions to overcome these challenges. In addition, the course serves presents a vantage point to forge an interface of synergy between academics and practitioners to discuss and address global communication challenges. Participants can benefit from meaningful synergy between academics and practitioners as well as learning materials and meaningful multilateral discussions surrounding authentic communication cases and industrial practices engaging both instructors and participants. In sum, this course provides insights for business leaders, senior managerial members, and communication professionals by discussing the major communication challenges encountered by businesses around the world which in turn, helps the participants to advance their career in the ever-changing communication environment.
- Subjects:
- Communication
- Keywords:
- Social media Information technology -- Management
- Resource Type:
- MOOC
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MOOC
Design thinking has become very popular recently. It is because many people believe that design thinking can help generate innovative solutions. Many business and non-business organizations are adopting it to resolving their problems. Even business schools and other disciplines include design thinking in their curriculum. Then, what is design thinking, really? And how can it benefit us?
Design thinking is commonly recognized as a problem-solving process that includes five stages - Empathize, Define, Ideate, Prototype and Test. However, when we compare the design thinking process with the conventional problem-solving process, there are no major differences, except the implementation part. Design thinking looks at problems with a holistic and human-centric perspective. It also tackles complex problems by using a non-linear approach. However, some people claim that considering design thinking as a problem-solving process is too simplistic.
Actually, design thinking should be considered as behaviors and attitudes when dealing with problems. Design thinkers use different thinking styles and attitudes when approaching problems. Design thinkers possess certain personal traits like human-centeredness, having a flexible and creative thinking style, being comfortable with subjective and intuitive judgement, and high self-efficacy. These thinking styles and attitudes help not only in problem-solving but also in finding opportunities. In order to be proficient in design thinking, we should not only understand the design Thinking process, but also have to make ourselves become a design thinker.
This MOOC provides you with core knowledge about design thinking and demystifies design thinking as a process for solving complex and wicked problems.
- Keywords:
- Creative ability Product design Critical thinking
- Resource Type:
- MOOC
-
MOOC
Owing to its rapid development in recent years, China has moved into the spotlight of the international arena. While understanding modern China's economy, technology and politics is important, knowing its cultural roots and evolution is no less crucial for seeing a full picture of Chinese culture. This course introduces 5 interesting aspects of traditional Chinese culture.
Key questions of the course
What was the origin of ancient Confucianism? How does ancient Confucian wisdom help us address the modern human predicament?
How does Daoism enlighten us with a butterfly and fish? What is the connection between Daoism and the equality of all living organisms?
Why does Buddhism see our present lifetime to be nothing but suffering? How do the Four Noble Truths help liberate us from suffering?
What is special about Chinese ancient warfare? Who is Sunzi? What is his book The Art of War about? What can we learn from this famous book?
- Subjects:
- Chinese Studies
- Keywords:
- China Religion Painting Chinese -- Song-Yuan dynasties Philosophy Chinese
- Resource Type:
- MOOC
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MOOC
The real-life stroke scenario presented in ANA101x Human Anatomy has invited vigorous discussions on whether fully recovery from a severe stroke is possible and how it could happen. The knowledge of anatomy has arisen a series of queries on body functioning that are commonly implicated in stroke. An extension of human anatomy fundamentals towards functional anatomy has formed the basis of intervention approaches for functional recovery undertaken by different healthcare professionals, which is guiding the ultimate goals of post-stroke rehabilitation program for regaining independence and quality-of-life of the individuals. Therefore, this course is particularly designed to delineate the stroke recovery process and its underlying scientific rationales.
Continuing using the same clinical case of Mr Law, this course walks you through the recovery journey, known as stroke care pathway involving multiple healthcare professionals to compose module ONE. In module TWO, intervention approaches practiced in key healthcare disciplines underpinned by the functional anatomy will be explored. Finally, the course knowledge will be assessed using an experiential approach using a set of mini case studies derived from the mainstream scenario of Mr Law.
- Subjects:
- Health Sciences
- Keywords:
- Cerebrovascular disease -- Patients -- Rehabilitation
- Resource Type:
- MOOC
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MOOC
Operations management deals with operational planning and control issues, and is needed in all sectors of the society. One of the challenges to operations manager is how to make use of the available resources in the best way for meeting a certain objective. Quantitative approaches are inevitably needed in tackling many of such problems. Operations Research (OR) deals with problem formulation and application of analytical methods to assist in decision-making of operational problems in planning and control. The techniques of OR are useful quantitative tools to assist operations managers, and has a wide applicability in engineering, manufacturing, construction, financial and various service sectors. Operations Research is an applied mathematics subject and is also a course in many engineering and management programmes. This course is designed for both students learning OR and learners who are practitioners in their respective professionals. The mathematical procedures for the OR techniques are introduced in details in the examples provided in the course. This helps learners to master the methodology and the techniques and apply them to achieve their goals through active learning. This course introduces two prominent OR techniques and their extended topics. The Simplex Method for Linear Programming (LP) has been considered one of the top 10 algorithms of the 20th century. LP is an optimization technique for solving problems such as finding the optimal product mix, production plan, and shipment allocation, in order to maximize the profir or minimize the cost. The Critical Path Method (CPM) is a popular technique employed by project managers in scheduling project activities. Some extended topics of CPM are also introduced to deal with certain special situations in project management. In reality, many systems operate under stochastic environment and the operational problems cannot be solved by the known analytical methods. To this end, the simulation approach is introduced in the last chapter of this course. Simulation is a powerful technique for tackling OR problems under such situations.
- Subjects:
- Statistics and Research Methods
- Keywords:
- Operations research
- Resource Type:
- MOOC
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MOOC
This award-winning course aims to sharpen your competitive edge in work and life. It empowers you with positive values and practical problem-solving skills, including creative strategies for addressing challenges from COVID-19. Enriched with interesting animations, a new success story and breakthrough pedagogies, this updated version (2.5) effectively helps you master knowledge and skills requisite for a successful life.
- Keywords:
- Creative thinking Learning ability Critical thinking
- Resource Type:
- MOOC
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MOOC
Everyone wishes to know the future!
Although we do not have the magic crystal ball to show us the future, we have interviewed more than forty (40+) international industrialists, academics, and business leaders. They are experts in their area and the drivers behind the industry. Our guests will share their views of the future and potential of the fashion industry with you.
During the interviews, we focused on the following questions:
What are the current challenges?
What are the new main directions in the coming five to ten (5 – 10) years?
What kind of new technologies will become popular?
Will there be any new business models (new ways of doing business)?
What role can a government play?
Will there be any ideology that may bring a big impact?
We fully understand that learners may face the obstacle of terminology and background. We will introduce the background of the fashion supply chain first. Then, we take the learners to attend the interviews week by week, sector by sector. Most importantly, the course content is bilingual in Chinese and English. Learners will enjoy our learning supports.
Suitable for students, consumers, anyone who is interested or working in the fashion business.
- Subjects:
- Fashion retailing and merchandising
- Keywords:
- Retail trade -- Management Clothing trade -- Management Business logistics
- Resource Type:
- MOOC
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MOOC
This course will equip you with the knowledge relevant to pulmonary diseases and broaden your understanding on the patient’s journey in healthcare from a holistic perspective – starting from symptoms emerge to the disease diagnosis and assessment, and finally, disease management in an interdisciplinary approach. In addition, as psychological intervention is also an important part in the all-round care of patients, this course also covers topics about the psychosocial needs of patients and caregivers.
What you'll learn:
The causes, signs and symptoms of common pulmonary diseases
Understand the psychosocial needs of patients and caregivers
Interpret the results of medical examinations for pulmonary diseases
Differentiate the roles of different healthcare professionals
Integrate the knowledge learnt from different disciplines in the management for patients with pulmonary diseases
- Subjects:
- Health Sciences
- Keywords:
- Lungs -- Diseases Lungs -- Diseases -- Patients Lungs -- Diseases -- Treatment
- Resource Type:
- MOOC
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MOOC
This data analytics course takes an interdisciplinary approach to demonstrate the data analytics process in the context of accounting and finance. The growing volume of both structured and unstructured data has pushed forward a more data-driven form of decision-making in accounting and finance. In order to keep up with the Big Data era advancements, accountants and finance professionals need to have a data analyst mindset to excel in their jobs. This course will illustrate different concepts of accounting and finance with the application of data analytics. It will not only help the learners to develop their skills to ask the right questions but also teach them how to master the data and use different tools like Excel and Tableau to analyze the data. In the end, the learners will be able to interpret the results and make their decisions effectively.
This course will use a simple framework that helps the learners to develop an analytical mindset. This framework (QDAR) has four major components:
1. Ask the right Q uestions to address an issue in accounting or finance contexts.
2. Understand the different data types and how to retrieve and clean D ata.
3. Conduct different data A nalyses to answer the questions
4. Communicate the R esults to the decision-makers using graphs, visualizations and reports.
The whole course will cover different aspects of the framework in conjunction with different types of analyses. There will be additional datasets for the verified learners through which they can practice what they have learned during the course.
- Subjects:
- Accounting and Finance
- Keywords:
- Accounting -- Data processing Finance -- Data processing
- Resource Type:
- MOOC
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MOOC
Aviation is essential for global business as it supports worldwide travelling and cargo transportation. Before COVID-19, the economic benefits generated by the industry across countries showed a growing trend. This course is aimed to provide learners with a broad understanding of airport services in different phases in terms of design and engineering. Learners will receive basic knowledge of how an airport operates. Key topics include the future perspective of air traffic control, air traffic flow management, airport management, facility planning, airport terminal design for the post-pandemic world and ground services.
- Subjects:
- Aeronautical and Aviation Engineering and Logistics
- Keywords:
- Airports -- Management Aeronautics Commercial -- Management Airlines -- Management
- Resource Type:
- MOOC
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MOOC
“Easy Vlogging – making Interactive Self-introduction Videos” is an online course for people to learn, in self-paced format, how to create effective job interview videos for either academic pursuit or career needs. With the contents learned from this course, it helps learners apply for dream jobs easier and more successfully, producing self-introduction videos with good visual quality, superior self-expression and professional presence.
The purpose of this course is to offer students with:
• An overview of digital video production, including script writing and other preparation works;
• An introduction on various video production techniques, including the use of camera, lighting and video editing techniques; and
• An understanding on the role of digital self-introduction video for interview purposes.
- Keywords:
- Video recordings -- Production direction
- Resource Type:
- MOOC
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Others
Learn more about finding a journal for publication, open access, predatory journals, your copyright as an author, social media in academics, enhancing your visbility, networking, tools for sharing and co-writing or research data management.
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Video
Convex Matrix Optimization (MOP) arises in a wide variety of applications. The last three decades have seen dramatic advances in the theory and practice of matrix optimization because of its extremely powerful modeling capability. In particular, semidefinite programming (SP) and its generalizations have been widely used to model problems in applications such as combinatorial and polynomial optimization, covariance matrix estimation, matrix completion and sensor network localization. The first part of the talk will describe the primal-dual interior-point methods (IPMs) implemented in SDPT3 for solving medium scale SP, followed by inexact IPMs (with linear systems solved by iterative solvers) for large scale SDP and discussions on their inherent limitations. The second part will present algorithmic advances for solving large scale SDP based on the proximal-point or augmented Lagrangian framework In particular, we describe the design and implementation of an augmented Lagrangian based method (called SDPNAL+) for solving SDP problems with large number of linear constraints. The last part of the talk will focus on recent advances on using a combination of local search methods and convex lifting to solve low-rank factorization models of SP problems.
Event date: 11/10/2022
Speaker: Prof. Kim-Chuan Toh (National University of Singapore)
Hosted by: Department of Applied Mathematics
- Subjects:
- Mathematics and Statistics
- Keywords:
- Convex programming Semidefinite programming
- Resource Type:
- Video
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Video
We introduce a Dimension-Reduced Second-Order Method (DRSOM) for convex and nonconvex (unconstrained) optimization. Under a trust-region-like framework, our method preserves the convergence of the second-order method while using only Hessian-vector products in two directions. Moreover; the computational overhead remains comparable to the first-order such as the gradient descent method. We show that the method has a local super-linear convergence and a global convergence rate of 0(∈-3/2) to satisfy the first-order and second-order conditions under a commonly used approximated Hessian assumption. We further show that this assumption can be removed if we perform one step of the Krylov subspace method at the end of the algorithm, which makes DRSOM the first first-order-type algorithm to achieve this complexity bound. The applicability and performance of DRSOM are exhibited by various computational experiments in logistic regression, L2-Lp minimization, sensor network localization, neural network training, and policy optimization in reinforcement learning. For neural networks, our preliminary implementation seems to gain computational advantages in terms of training accuracy and iteration complexity over state-of-the-art first-order methods including SGD and ADAM. For policy optimization, our experiments show that DRSOM compares favorably with popular policy gradient methods in terms of the effectiveness and robustness.
Event date: 19/09/2022
Speaker: Prof. Yinyu Ye (Stanford University)
Hosted by: Department of Applied Mathematics
- Subjects:
- Mathematics and Statistics
- Keywords:
- Convex programming Nonconvex programming Mathematical optimization
- Resource Type:
- Video
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Video
Academic advising has great potential in helping students learn to learn. In this activity, we will walk through the basic concepts of L2L, and provide tips on how to support students' L2L development through academic advising. This activity is designed particularly for academic advisors but everyone is welcome to join. It will be recorded and the recording will be uploaded to the Learning to Learn Website for sharing.
Event Date: 19/8/2022
Facilitator(s): Kevinia Cheung, Kenneth Tam
- Subjects:
- Lesson Design and Student Engagement
- Keywords:
- Learning
- Resource Type:
- Video
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Video
The QS Stars Reimagine Education Awards, backed by the Wharton School, describes itself as "The global awards for innovative higher education pedagogies enhancing learning and employability”. Over the past few years PolyU has enjoyed much success at these awards with multiple shortlisted and winning entries. In this workshop, recent PolyU winners will share their insights on converting great educational innovations into award-winning applications.
Event Date: 5/8/2022
Facilitator(s): Daniel Shek, Fridolin Ting, Johnny Yuen, Kai Pan Mark
- Subjects:
- Good Practices
- Keywords:
- Educational innovations
- Resource Type:
- Video
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Video
This EDC and ITS collaborative workshop series consists of two hybrid workshops about how to develop rubrics both theoretically and technically. Demonstration, discussion activities and hands-on exercises are designed for the participants to enrich their learning experience. Topics include: Introduction to rubrics Rubric policy Types of rubrics Developing rubrics and evaluating their quality How to set up rubrics in Learn@Polyu and Turnitin How to grade your students' work using rubrics in Learn@Polyu and Turnitin
Event Date: 27/7/2022
Facilitator(s): Eric Ng, Jamie Lee, Roy Kam
- Subjects:
- Assessment & Feedback
- Keywords:
- Educational tests measurements College students -- Evaluation
- Resource Type:
- Video
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Video
Join us in this online showcase that looks at assessment solutions that leverage technology to help you assess student learning outcomes. We will consider examples from PolyU and HKBU that move beyond large-hall exams and their online invigilated equivalents to offer a more holistic solution.
Event Date: 7/7/2022
Facilitator(s): Darren Harbutt, Wallace Lai, Bruce Li, Theresa Kwong
- Subjects:
- Assessment & Feedback
- Keywords:
- Educational tests measurements Web-based instruction
- Resource Type:
- Video
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Video
Earlier this year, EDC launched the Blended Learning Ambassadors initiative to promote best practices in Blended Learning across PolyU. Join us for our annual showcase event, in which three experienced practitioners share their success stories in designing and implementing Blended Learning, and put your questions to them in a panel discussion.
Event Date: 20/6/2022
Facilitator(s): Pauli Lai, Vincent Leung, Jack Chun, Darren Harbutt, Dave Gatrell
- Subjects:
- Good Practices
- Keywords:
- Teaching -- Computer network resources Computer-assisted instruction Blended learning
- Resource Type:
- Video
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Video
Machine learning can deliver unprecedented performance. Its application domain has expanded into safety-critical cyber-physical systems such as UAVs and self-driver cars. However, the safety assurance of vehicular control has two conditions: 1) an analytical model of system behaviors such as provable stability, and 2) the software safety certification process (e.g., DO 178C) requires that the software be simple enough so that software safety can be validated by a combination of model checking and near exhaustive testing. Although ML software, as is, does not meet these two safety requirements, the real-time physics model supervised ML architecture holds the promise to 1) meet the two safety requirements and 2) enable ML software to safely improve control performance and safely learn from its experience in real-time. This talk will review the structure of the proposed architecture and some methods to embed physics into ML-enabled CPS control.
Event Date: 12/05/2022
Speaker: Prof. Lui Sha (University of Illinois Urbana-Champaign)
Hosted by: Graduate School
- Subjects:
- Aeronautical and Aviation Engineering and Computing
- Keywords:
- Machine learning Vehicles Remotely piloted Computer software -- Reliability Drone aircraft
- Resource Type:
- Video
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Others
A portfolio for ITC3089E showing how to present the theme and fabric
- Course related:
- ITC3089E Woven Fabric Design Project
- Subjects:
- Textiles
- Keywords:
- Weaving Textile fabrics
- Resource Type:
- Others
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Video
PolyU AAE students guide you through the flight procedures of an A320 Flight Stimulator.
- Subjects:
- Aeronautical and Aviation Engineering
- Keywords:
- Flight training -- Simulation methods Flight simulators
- Resource Type:
- Video