Roy lee sutd

In today’s digital age, online training has become an integral part of many organizations’ learning and development strategies. Relias online training, in particular, has gained popularity for its comprehensive course offerings and user-fri...

Dr. Abhra Roy Chowdhury. Mr. HOR Gar Yin. Mr TAN Ah Tuan. Brandon Joseph Lawrence. NG Kai Kiat Benny. Ms Gayle Chan Wei Ee. Mr LOKE Mun Kwong. Asst. Prof. Avinash BAJI. Mr CHAN Hian Lim. Lee Valley is a renowned company that offers a wide range of high-quality tools, gardening supplies, and woodworking products. With their extensive catalogue, it can sometimes be overwhelming to find what you’re looking for or navigate thro...View Roy Ka-Wei’s full profile. Roy is an Assistant Professor at the Information Systems Technology and Design Pillar (ISTD), Singapore University of Technology and Design (SUTD). He is a... Roy Clark and his wife Barbara have four children: two boys and two girls. He also has two grandchildren as of 2015. Roy and Barbara Clark married in 1957. At the height of his career in the late 1960s and early 1970s, Roy Clark was the hig...Based on funding mandates. Jun Liu. Singapore University of Technology and Design. Verified email at sutd.edu.sg - Homepage. Computer Vision Machine Learning Video Analysis Action Recognition Pose Estimation. Title.Roy Ka-Wei Lee | Assistant Professor Singapore University of Technology and Design (SUTD) 21 Apr 2023 1. 2 Getting Singapore Politicians to Sing! [OC] I posted a deep fake of our favourite politicians singing Baka ... [email protected] . Title: IAL - Generative AI Safety and Social Implications ...TL@SUTD Research Programs; Seed Grant Call; Publications; Highlighted Research Capabilities; Event / News. Seminars, Talks & Events; TL in the News; Archives; Student …Contact Jaclyn Lee directly. Join to view full profile. A HR Professional with more than 25 years of experience in the full spectrum of Human Resources at both Singapore and regional level. I have led major strategic changes in the various organisations that I have worked in and also have rich experience in managing large HR projects at both ...

Rocky Dennis. Roy Lee "Rocky" Dennis was an American boy who suffered from the rare sclerotic bone disorder, craniodiaphyseal dysplasia, which caused his death at the age of 16. His head grew unnaturally big and distorted due to excessive calcium buildup, which resulted in poor eyesight and hearing ability.Information Systems Technology and Design (ISTD) pillar focuses on information and computing technologies and its relationship with the world. It integrates Computer Science with Design Innovation while focusing on computing, systems, and intelligence. The aim of such integration and focus is to offer you the flexibility to acquire a strong ...We are a team of 6 students from the DAI and CSD courses, with a number of varied skillsets. We have put our minds together to scope down the problem that DBS had introduced to us. In this course, we have designed and implemented a digital solution, incorporating Machine Learning elements such asRoy Ka-Wei LEE I am currently an Assistant Professor at the Information Systems Technology and Design Pillar (ISTD), Singapore University of Technology and Design (SUTD) . Previously, I was an Assistant Professor of Computer Science at the University of Saskatchewan, Adjunct Faculty at the School of Information Systems, Singapore Management ...We would like to show you a description here but the site won’t allow us.Oct 1, 2021 · Alumni: MSc Space Syntax: Architecture & Cities, University College London. Discipline/s: Urban Studies. E-mail: [email protected]. Contact: 64994053. Biography. Francine is an urban researcher and designer with a focus on the social sciences behind urban morphologies. She has completed a MSc in Space Syntax at The Bartlett School of ...

Roy Ka-Wei Lee Adjunct Professor. [email protected] ; Website; Address Singapore University of Technology and DesignBiography. Roy Ka-Wei Lee is an Assistant Professor at the Information Systems Technology and Design Pillar (ISTD), Singapore University of Technology and …This would not be possible without the aid and guidance of Zhiqiang Hu, Roy Ka-Wei Lee,… 1st paper being accepted to EMNLP'23 as the first author! Shared by Chia Yu HungContact Jaclyn Lee directly. Join to view full profile. A HR Professional with more than 25 years of experience in the full spectrum of Human Resources at both Singapore and regional level. I have led major strategic changes in the various organisations that I have worked in and also have rich experience in managing large HR projects at both ...

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Launch of Smart City Index 2020 by IMD and SUTD; Building a Sustainable Future, (CNBC Catalyst, 30.11.2020) Staff Achievement: Dr Belinda Yuen; A Guide to Job Redesign in the Age of AI; Chinese privilege not as appropriate to use in S’pore’ says Chan Heng Chee, but minorities face ‘institutional racism’ (Mothership, 19.01.2021) Ming Shan Hee1, Wen-Haw Chong2 and Roy Ka-Wei Lee1 1Singapore University of Technology and Design 2Singapore Management University [email protected], [email protected], [email protected] Abstract Recent studies have proposed models that yielded promising performance for the hateful meme clas-sification task.Aug 17, 2023 · Roy Ka-Wei Lee is an Assistant Professor at the Information Systems Technology and Design Pillar (ISTD), Singapore University of Technology and Design. He is a faculty of the transformative Design and Artificial Intelligence (DAI) programme. Previously, he was an Assistant Professor of Computer Science at the University of Saskatchewan, Adjunct ... Associate Provost, International Relations and Ng Teng Fong Chair Professor, Science, Mathematics and Technology, SUTD . Thomas SCHROEPFER Professor, Architecture and Sustainable Design Pillar (ASD), SUTD. Bige TUNCER ... Lee Kuan Yew Centre for Innovative Cities, Singapore University of Technology and Design (SUTD)TL@SUTD Research Programs; Seed Grant Call; Publications; Highlighted Research Capabilities; Event / News. Seminars, Talks & Events; TL in the News; Archives; Student Opportunities. Scholarship (SUTD-DSO Graduate Fellowship Programme) UROP Opportunities for SUTD Undergraduates; Internship for Locally Based Students; Part-time Research WorkAbout. People. SUTD Leadership. Professor Tai Lee Siang. Professor Tai Lee Siang. Head of Pillar, Architecture and Sustainable Design. Director, DesignZ. Programme Director, Design and Artificial Intelligence. Professor Tai graduated with honours from NUS in 1987 and has practiced as an architect and urban planner since 1990.

SUTD advances knowledge and nurtures technically-grounded leaders and innovators, with a focus on design, through multi-disciplinary curriculum and research. SUTD. About. ... Lee Kuan Yew Centre for Innovative Cities; National Additive Manufacturing Innovation Cluster (NAMIC) @SUTD; ST Engineering-SUTD Cyber Security Laboratory;There are 80+ professionals named "Roy Lee", who use LinkedIn to exchange information, ideas, and opportunities. View the profiles of professionals named "Roy Lee" on LinkedIn. ... (SUTD), +3 more ...We Have Moved We Have Moved. SkillsFuture Singapore and Workforce Singapore have refreshed and launched our respective websites to provide better user experience, and to allow you to find relevant information more readily.Stuart Lee (born 11 February 1953) is an English former football forward. Lee was born in Manchester, and played professionally in England, Wales and the United States. Player. In 1971, Lee began his professional career when he signed with Bolton Wanderers. He was seventeen at the time.Kenny Tsu Wei Choo 1and Roy Ka-Wei Lee 1Singapore University of Technology and Design 2Mila - Quebec AI Institute han [email protected], mingshan [email protected], [email protected], {kenny choo, roy lee}@sutd.edu.sg Abstract Recent research has focused on using large lan-guage models (LLMs) to generate explanations for29 May 2019: Brown Bag Lunchtime Talk by Dr Roy Lee Ka Wei; GitHub as a mechanism for public participation? A mark of success: ST highlights three eco-friendly winners of the SG Mark (ST 25.05.2019) Channel 8 ran a story on the Honk! (Mediacorp Channel 8, 29.05.2019) Smart Cities: Digital Economies and Digital Societies in the 4IR (MUSPP Elective)Prior to joining SUTD, I worked as a postdoctoral research associate at the University of Illinois at Urbana-Champaign and was a PhD student at the Singapore-MIT Alliance of the National University of Singapore. ... Mohammed Haroon Dupty, Wee Sun Lee, Sam C. Joyce and Wei Lu ACL 2023 Area Chair Award, with multiple award nominations: top …Kenny Tsu Wei Choo 1and Roy Ka-Wei Lee 1Singapore University of Technology and Design 2Mila - Quebec AI Institute han [email protected], mingshan [email protected], [email protected], {kenny choo, roy lee}@sutd.edu.sg Abstract Recent research has focused on using large lan-guage models (LLMs) to generate explanations for With the intent to address challenges and meet the needs of growing Smart Cities worldwide, ST Engineering and the Singapore University of Technology and Design (SUTD) have, since Dec 2015, established the ST Engineering-SUTD Centre for Smart Systems. As a leading centre in translational R&D, the centre researches and develops innovative ...Roy LEE Ka Wei. Assistant Professor. Information Systems Technology and Design (ISTD) Project/s: Authorship Attribution on the Web, Memenalytics.Artificial and Augmented Intelligence. Artificial intelligence research provides foundations to create intelligent computers and machines that work and behave like humans. Augmented intelligence is a complement to human intelligence and this research focuses on assisting humans to perform tasks in a much more efficient and smarter manner.

Scholarship (SUTD-DSO Graduate Fellowship Programme) UROP Opportunities for SUTD Undergraduates; Internship for Locally Based Students; ... Roy LEE Ka Wei. Assistant Professor Information Systems Technology and Design (ISTD) Project/s: Authorship Attribution on the Web, Memenalytics. Low Hong Yee.

Launch of Smart City Index 2020 by IMD and SUTD; Building a Sustainable Future, (CNBC Catalyst, 30.11.2020) Staff Achievement: Dr Belinda Yuen; A Guide to Job Redesign in the Age of AI; Chinese privilege not as appropriate to use in S’pore’ says Chan Heng Chee, but minorities face ‘institutional racism’ (Mothership, 19.01.2021)In today’s fast-paced business environment, it is essential for companies to have a reliable and efficient enterprise resource planning (ERP) system in place. One of the primary costs associated with implementing Netsuite Online is the init...Podcast interview on “The DNA of Singapore” (The DNA of Cities, 02.02.2023 and 16.02.2023) Lee Kuan Yew Centre for Innovative Cities Celebrates Its 10th Anniversary. Mastery in the Digital Age: Reconceptualizing Expertise, Developing Deep Technical Mastery, and Accelerating Effective Workplace Learning.The SUTD and broader AI communities benefited from your sharing! Many thanks for the interesting and inspiring talk! Roy Ka-Wei Lee on LinkedIn: Many thanks for the interesting and inspiring talk! Connect with experts in your field. Join ResearchGate to contact this researcher and connect with your scientific community.Dr. Abhra Roy Chowdhury. Mr. HOR Gar Yin. Mr TAN Ah Tuan. Brandon Joseph Lawrence. NG Kai Kiat Benny. Ms Gayle Chan Wei Ee. Mr LOKE Mun Kwong. Asst. Prof. Avinash BAJI. Mr CHAN Hian Lim. Roy Ka-Wei Lee Assistant Professor, Singapore University of Technology and Design Verified email at sutd.edu.sg Kian Ahrabian University of Southern California Verified email at usc.edu Pei Zhou University of Southern California Verified email at usc.eduEducation PhD, Nanyang Technological University, 1996 MSc, National University of Singapore, 1989 BEng (Hons) Cl 1, National University of Singapore, 1985 Biography Prof Chua is the Associate Provost for Research and Cheng Tsang Man Chair Professor at SUTD. His research area is in 3D Printing & Rapid Prototyping or Additive Manufacturing.29 May 2019: Brown Bag Lunchtime Talk by Dr Roy Lee Ka Wei; A mark of success: ST highlights three eco-friendly winners of the SG Mark (ST 25.05.2019) Channel 8 ran a story on the Honk! (Mediacorp Channel 8, 29.05.2019) Smart Cities: Digital Economies and Digital Societies in the 4IR (MUSPP Elective)

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Information Systems Technology and DesignThis would not be possible without the aid and guidance of Zhiqiang Hu, Roy Ka-Wei Lee,… Liked by Abram Tan In our latest work on autonomous urban driving we looked at the problem of driving in ... Biography Norman currently teaches programming at SUTD, teaching mainly first-year programming courses in Python and Java. With a passion for teaching, he is interested in how classroom response questions can be used to teach programming concepts effectively and overcome student misconceptions. He is interested in the …About. People. SUTD Leadership. Professor Tai Lee Siang. Professor Tai Lee Siang. Head of Pillar, Architecture and Sustainable Design. Director, DesignZ. Programme Director, Design and Artificial Intelligence. Professor Tai graduated with honours from NUS in 1987 and has practiced as an architect and urban planner since 1990.59. 55. Shaohui FOONG. Associate Professor, Singapore University of Technology and Design (SUTD) Verified email at sutd.edu.sg - Homepage. Systems Dynamics & Control Applied Magnetic and Field-Based Sensing Mechatronics Automation Nature-Inspired Rob. Title. Roy Clark and his wife Barbara have four children: two boys and two girls. He also has two grandchildren as of 2015. Roy and Barbara Clark married in 1957. At the height of his career in the late 1960s and early 1970s, Roy Clark was the hig...View Roy Ka-Wei’s full profile. Roy is an Assistant Professor at the Information Systems Technology and Design Pillar (ISTD), Singapore University of Technology and Design (SUTD). He is a...In today’s fast-paced business landscape, efficient warehouse storage space plays a crucial role in streamlining operations and maximizing return on investment (ROI). One of the key advantages of renting warehouse storage space is the flexi...BBM and SUTD-DDP Curriculum, Teaching and Student Matters: Associate Professor Roger LOH Lee Kong Chian School of Business, Room #05-5092.3 Tel: 6828-0243 Email: [email protected]: Assistant Dean (Administration) School Administration: Mr Anderson LIM Lee Kong Chian School of Business, Room #05-5093 Tel: 6828-0537 Email: [email protected] ... Roy Cheng contact details: Email address: r***@sutd.edu.sg Phone number: +65 **** **** Who is Roy Cheng? Roy Cheng is a Deputy Director, Information Technology at Singapore University of Technology and Design based in Singapore, Central Singapore.... ….

I am currently a post-graduate student pursuing Master of Architecture in the Singapore University of Technology and Design (SUTD). As a student, I used a combination of spatial and computational tools, Rhinoceros, Grasshopper, Revit, and rendering softwares, Vray, Lumion, Enscape, to create graphics to show my ideas for Architecture. Using Adobe …SUTD Faculty Fellow. Research Interests: Richmond has diverse interest in chemistry, but is focused on employing theoretical calculations to understand chemical reactions and also design and model molecules that enable catalysis and important organic transformations. Pillar / Cluster: Science.Roy Ka-Wei Lee | Assistant Professor Singapore University of Technology and Design (SUTD) 21 Apr 2023 1. 2 Getting Singapore Politicians to Sing! We would like to show you a description here but the site won’t allow us.Dong-Ho Lee1,2, Zhiqiang Hu3 , Roy Ka-Wei Lee3, 1Department of Computer Science, University of Southern California 2Upstage AI Research, Republic of Korea 3Singapore University of Technology and Design [email protected], [email protected], [email protected] Abstract Language models such as GPT-2 have per- Roy Ka-Wei Lee’s Post Roy Ka-Wei Lee Assistant Professor at Singapore University of Technology and Design (SUTD) | IEEE Senior MemberMiso Lee & Seungwu Han. Division of Physics and Semiconductor Science, Dongguk University, Seoul, 04620, Republic of Korea. Aeran Song & Kwun-Bum Chung.Passionate engineering student who is continuously seeks for improvements. Currently on my 2nd year in Singapore University of Design and doing Mechanical Engineering track. Exploring my fusion 360 skills and constantly improving them. Looking forward to changing world with innovative technologies. | Learn more about Vitalii Kataev's work experience, …and information diffusion across multiple social networks. Roy will also begin his faculty journey as an Assistant Professor of Computer Science at the University of Saskatchewan from Aug 2019. For more information on the event, please visit . https://lkycic.sutd.edu.sg/ For enquiries, please email us [email protected] you are a woodworking enthusiast, gardening hobbyist, or simply someone who appreciates high-quality tools and equipment, then you are likely familiar with Lee Valley. Customer Reviews: Another valuable feature of the Lee Valley online c... Roy lee sutd, SUTD and the Land Transport Authority (LTA) of Singapore signed an MOU in November 2017 to establish the SUTD-LTA Transport Research Centre (TRC) in SUTD to address current and future challenges in the transport sector. The research centre leverages SUTD’s expertise to focus on issues pertinent to Singapore, such as ageing population, land ..., Many Thanks to our Mentors! , Lee Tzu Yang graduated from the London School of Economics and Political Science in 1976. He joined Shell in 1979 and retired as Chairman of Shell Companies in Singapore in 2014 after serving in operational, commercial and strategy functions in a range of markets. He was recognised by the Institution of Chemical Engineers as an Honorary Fellow ..., Associate Professor and Head of Pillar, Engineering Product Development (EPD), Co-Advisor of Dyson SUTD Innovation Studio, Deputy Director, Centre for Healthcare Education, Entrepreneurship and Research @ SUTD , 2012 - 2023. Information Systems Technology and Design (ISTD) | Singapore University of Technology and Design (SUTD). All Rights Reserved. , Biography Andrew YEE is currently Assistant Professor at the Singapore University of Technology and Design. His research interests lie in the intersection between digital technology and human development. His current work examines youth digital media use, where his team is using screenomes to better understand and dissect smartphone use. …, SUTD's transdisciplinary approach is a strength that we can harness to advance innovative urban solutions for making better cities to improve the quality of life of their people." More On This ..., SUTD and the Land Transport Authority (LTA) of Singapore signed an MOU in November 2017 to establish the SUTD-LTA Transport Research Centre (TRC) in SUTD to address current and future challenges in the transport sector. The research centre leverages SUTD’s expertise to focus on issues pertinent to Singapore, such as ageing population, land ..., Oct 30, 2012 · 29 May 2019: Brown Bag Lunchtime Talk by Dr Roy Lee Ka Wei; GitHub as a mechanism for public participation? A mark of success: ST highlights three eco-friendly winners of the SG Mark (ST 25.05.2019) Channel 8 ran a story on the Honk! (Mediacorp Channel 8, 29.05.2019) Smart Cities: Digital Economies and Digital Societies in the 4IR (MUSPP Elective) , Yee Sin Ang Assistant Professor Science, Mathematics and Technology (SMT) Pauline Ang Adjunct Assistant Professor Architecture and Sustainable Design (ASD) Jeffrey Ang Adjunct Lecturer Architecture and Sustainable Design (ASD) Arthur Bahr Associate Professor. Naomi Marcelle Bachtiar Adjunct Lecturer Architecture and Sustainable Design (ASD), Lim Lee Cheng. Senior Associate. ASD. Lynda Lim. Deputy Manager, Executive Assistant to Head of Pillar. ISTD. ... SUTD-JTC I³ Centre; SUTD-MIT International Design ... , In today’s digital age, online training has become an integral part of many organizations’ learning and development strategies. Relias online training, in particular, has gained popularity for its comprehensive course offerings and user-fri..., Lee Valley is a renowned company that offers a wide range of high-quality tools, gardening supplies, and woodworking products. With their extensive catalogue, it can sometimes be overwhelming to find what you’re looking for or navigate thro..., [email protected] Singapore University of Design and Technology Singapore, Singapore Adriel Kuek [email protected] DSO National Laboratories Singapore, Singapore Wen-Haw Chong [email protected] Singapore Management University Singapore, Singapore Roy Ka-Wei Lee [email protected] Singapore University of Design and ..., Dr Roy Lee Ka Wei Research Scientist . Living Analytics Research Centre (LARC) Date: Wednesday, 29 May 2019 . Time: 12.00 pm to 1.00 pm . ... (SUTD) focuses on the integrated use of technology, design and policy to study solutions for cities. The LKY CIC works with architects, designers, engineers, social scientists, ..., 32. Fuchun Primary School Mdm Eunice Lee Kher Shin 李可欣 Vice-Principal/ Evergreen Primary School 33. Fuhua Primary School Mr Ganesan s/o Raman Vice-Principal/ Corporation Primary School 34. Gan Eng Seng Primary School Mr Roy Lee Wei Yap 李伟业 Vice-Principal/ Princess Elizabeth Primary School 35., Yee Sin Ang Assistant Professor Science, Mathematics and Technology (SMT) Pauline Ang Adjunct Assistant Professor Architecture and Sustainable Design (ASD) Jeffrey Ang Adjunct Lecturer Architecture and Sustainable Design (ASD) Arthur Bahr Associate Professor. Naomi Marcelle Bachtiar Adjunct Lecturer Architecture and Sustainable Design (ASD) , The discussion and elaboration on the above concerns will be expected to significantly affect the way we live, work and learn in future. In ICTD 2022, the invited speakers will share their exciting work in the following sub-themes: Sustainable Future Driven by Technology and Design. Sustainable Smart Cities. Innovations for Sustainability., Jul 31, 2021 · Biography Dorien Herremans is an Assistant Professor at Singapore University of Technology and Design, where she is also Director of Game Lab. At SUTD she teaches Computational Data Science, AI, and Applied Deep Learning. Dorien had a joint-appointment at the Institute of High Performance Computing, A*STAR from 2017-2020 and worked as a ... , Lead PI: Prof. Kwan Hui Lim (SUTD). Other CO-PIs: Prof. Roy Lee (SUTD). Both Kwan Hui and Roy are great people. If you are reading this and want to do a PhD in CS, NLP, AI, …, [email protected] Ming Shan Hee∗ Singapore University of Technology and Design Singapore, Singapore [email protected] Roy Ka-Wei Lee Singapore University of Technology and Design Singapore, Singapore [email protected] ABSTRACT Total Defence is a defence policy combining and extending the con- , Associate Professor and Head of Pillar, Engineering Product Development (EPD), Co-Advisor of Dyson SUTD Innovation Studio, Deputy Director, Centre for Healthcare Education, Entrepreneurship and Research @ SUTD, Welcome Note on SUTD Capstone Design Showcase 2021. A warm welcome to the Singapore University of Technology and Design (SUTD) Capstone Design Showcase 2021. ... Goh Shi Xiong (EPD), Chua Yue Hian Roy (EPD), Li Yunhao (EPD), Zeng Zimou (ISTD), Shawn Chua Zi Qi (ISTD), Jason Chow Chee Sin ... Lee Jia Juen (EPD), Wee Jian Hui …, Kenny Tsu Wei Choo 1and Roy Ka-Wei Lee 1Singapore University of Technology and Design 2Mila - Quebec AI Institute han [email protected], mingshan [email protected], [email protected], {kenny choo, roy lee}@sutd.edu.sg Abstract Recent research has focused on using large lan-guage models (LLMs) to generate explanations for, In today’s competitive business landscape, reaching the right audience is crucial for maximizing return on investment (ROI). One effective way to ensure your marketing campaigns are laser-focused is by utilizing highly targeted resident mai..., SUTD welcomes Dr Roy Ka-Wei Lee, as Assistant Professor at the Information Systems Technology and Design Pillar (ISTD) Prior to joining SUTD, he was an Assistant Professor of Computer Science at the University of Saskatchewan, Adjunct Faculty at School of Information Systems, Singapore Management University, and Research Fellow at the Living ..., Artificial Intelligence International Institute (AIII) & Adjunct Prof at SUTD and AI Mega Centre. Dr Leslie Teo Senior Director, AI Projects ... Dr Roy Ka-Wei Lee. , [email protected] Roy Ka-Wei Lee Singapore University of Technology and Design Singapore, Singapore [email protected] Wen-Haw Chong Singapore Management University Singapore, Singapore [email protected] ABSTRACT Hateful meme detection is a new multimodal task that has gained, Faculty Projects. For Prospective Students. Affiliations & Partners. Awards & Recognitions. Events & News. Bachelor of Science (Architecture and Sustainable Design) SUTD Master of Architecture Programme (MArch) Architect’s Studio Talk. For Faculty & Staff., If you’re new to the world of investing, then a return on investment (ROI) calculator can be a helpful tool to use along your journey. To simplify the process of figuring out this ratio, you can use an ROI calculator., TL@SUTD Research Programs; Seed Grant Call; Publications; Highlighted Research Capabilities; Event / News. Seminars, Talks & Events; TL in the News; Archives; Student Opportunities. Scholarship (SUTD-DSO Graduate Fellowship Programme) UROP Opportunities for SUTD Undergraduates; Internship for Locally Based Students; Part-time Research Work, [email protected] Ming Shan Hee∗ Singapore University of Technology and Design Singapore, Singapore [email protected] Roy Ka-Wei Lee Singapore University of Technology and Design Singapore, Singapore [email protected] ABSTRACT Total Defence is a defence policy combining and extending the con- , In today’s data-driven world, marketers are constantly seeking innovative ways to enhance their campaigns and maximize return on investment (ROI). One powerful tool that has gained significant popularity is the use of public datasets.