Difference between revisions of "Proposed projects"

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== Instructions on sponsor engagement ==
 
== Instructions on sponsor engagement ==
 
The information has been updated in March 2023. As many teams may be approaching sponsors, sponsors will discuss with the various teams and decide which team to work with. If your team has already confirmed a project with a sponsor, please let the [mailto:kiruthikar@smu.edu.sg faculty manager] know so that we can update the website for other students.
 
The information has been updated in March 2023. As many teams may be approaching sponsors, sponsors will discuss with the various teams and decide which team to work with. If your team has already confirmed a project with a sponsor, please let the [mailto:kiruthikar@smu.edu.sg faculty manager] know so that we can update the website for other students.
 +
 +
== For self sourced sponsors ==
 +
Teams are encouraged to source sponsors from internships, SMU-X modules and personal contacts. The deck here can be shared with the sponsors to clarify any roles and responsibilities with them and request them to contact the faculty manager at kiruthikar@smu.edu.sg for any clarifications
 +
[[File:Sponsor information deck.pptx|thumb]]
  
 
== Projects ==
 
== Projects ==
 +
'''Note. All the information on IS483 project sponsors is moved to the IS483 Teams site. Please join the Teams channel using the code 2f33cau (SMU login required)'''
 +
 +
<!--===Project(s) proposed by paymentinapp Inc. (Korea), PIAPP PTE. LTD.(Singapore) ===
 +
'''Project 1: Mobility as a Service'''<br> [
 +
[[File:Project Statement paymentinapp.docx|thumb]]
 +
]
 +
<p>We provide a smart city Mobility-as-a-Service to realize the concept of 'Cross-border seamless payment' that allows easy and convenient use of mobility services anywhere. In addition, we use artificial intelligence technology to analyze user demand and optimize supply such as dispatch and route to save time, cost and solve social problems such as traffic congestion and environmental pollution.”
 +
The Singaporean start-up, PIAPP PTE. LTD. was established and certified as an EntrePass Innovator by the Singapore Ministry of Manpower in 2019 in recognition of the representative's expertise and rich experience. The Korean company, paymentinapp Inc. was founded in 2020 based on the field-proven Mobility-as-a-Service solution, and with the support of the Seoul Metropolitan Government, it has moved into the ‘Seoul Fintech Lab’ to develop professional capabilities. We will innovate our lives, with artificial intelligence and cutting-edge technologies.</p>
 +
<p>https://www.paymentinapp.com</p>
 +
<p>https://www.youtube.com/channel/UC0X3XNyuRVHX_h9LoIs2Rpw</p>
 +
 +
<p>We solve social problems such as traffic congestion and environmental pollution by providing Mobility-as-a-Service that reduces time and cost by analyzing mobility demand with artificial intelligence technology and optimizing supply such as dispatch and route.</p>
 +
<p>We improve the service by scientifically analyzing the demand and supply of mobility by securing characteristic information such as gender and age of passengers and travel data with artificial intelligence computer vision technology.</p>
 +
 +
<p>Route Simulation<br>
 +
The express route simulation technology proposes an efficient express route by selecting high-congested stops without changing the route itself. Through machine learning analysis, predict the congestion level and arrival time compared to existing routes and check the expected effect of improvement.</p>
 +
 +
<p>Dispatch Optimization<br>
 +
The bus dispatch interval optimization technology utilizes operation information for each route, such as passenger boarding and alighting, bus stop congestion, real-time traffic volume, operation speed by route, and route length. Machine learning analysis calculates passenger demand limit and bus operation supply limit, and derives the optimal dispatch interval for each time zone.</p>
 +
 +
<p>Passenger Analysis<br>
 +
We improve the service by scientifically analyzing the demand and supply of mobility by securing characteristic information such as gender and age of passengers and travel data with artificial intelligence computer vision technology. </p>
 +
 +
'''Deliverables:'''
 +
Vehicle/route congestion analysis and improvement simulation optimization provided
 +
# Accurately analyze the congestion level in the vehicle up to the location of each passenger with an AI visual intelligence camera, and analyze the congestion level by collecting big data such as the number of people getting on and off, the number of people getting on and off again, and the time of getting on and off the bus.
 +
# This technology collects and analyzes data on variable demand changes, such as congestion and demand for getting on and off, with AI technology, adjusts routes and dispatches with the same number of trips to ensure punctuality of services, and maintains a uniform level of congestion to prevent traffic congestion and air pollution. The goal is to solve the urban traffic problem
 +
# In order to achieve the project goal, as a public transportation user, we would like to get fresh ideas from students, analyze advanced cases and AS-IS of Singapore's central public transportation system, and design a specific TO-BE model. This project is jointly supported by the Korean government and Nvidia, and is used for designing and building the core logic of piRide Mobility-as-a-Service.
 +
 +
* Business and technology ideas
 +
* Advanced case studies
 +
* Market status research and strategy establishment
 +
* AI and machine learning algorithms for optimizing public transportation
 +
* If possible, you are also welcome to participate in project development.
 +
(Android Edge device, Python Cloud Service, HTML5 Web service)
 +
 +
 +
<p>'''Contact:''' Jonathan(Junghyung) Suh</p>
 +
<p>'''Email:'''  jh.suh@paymentinapp.com </p>
 +
-->
 +
 +
<!--===Project(s) proposed by Save Our Street Dogs (SOSD) ===
 +
<p>SOSD is a non-profit dog shelter committed to the welfare of Singapore’s many street dogs, seeking to rescue, rehabilitate and rehome stray dogs. Working mainly with volunteers, SOSD runs several programmes for the welfare of dogs, including fostering, adoption, trap-neuter-release, pet therapy etc. SOSD is looking at a digital transformation of many of their back-office processes including, but not limited to the following:</p>
 +
# Revamping of the website to streamline the dog adoption and donation processes
 +
# Monitoring and managing sales of merchandises
 +
# Managing signups and processes associated with charity and other events
 +
# Tracing of vet bills associated with dogs in the shelter
 +
# Routing of approvals
 +
# Generation of reports for submission to IRAS, NParks and other stakeholders
 +
 +
''Deliverables''
 +
A Web Application that streamlines the above processes. The application has to be designed with modularity in mind as SOSD plans to extend the app to cover several processes.
 +
 +
''Contact:'' Andy Cheng - andy.cheng@radium-aesthetics.com-->
 +
 +
<!--=== Project(s) proposed by Ong and Ong ===
 +
'''1. Digital Object Explorer'''<br>
 +
''Background:''
 +
<p>ONG&ONG Group is a multi-disciplinary consultancy firm that combines expertise in architecture, design, engineering, and project management. The company has implemented a series of digital transformation initiatives, including Building Information Modelling (BIM), process automation, interactive visualization with AR/VR, cloud-based information technology infrastructure, and artificial intelligence (AI) to enhance business processes throughout the organization.</p>
 +
 +
''Description:''
 +
<p>The objective is to develop an application namely Digital Object Explorer (DOE) that allows users to interactively search, filter, manage, preview as 3D and thumbnails as well as download the BIM object/ content from either the BIM library or project. The BIM contents comprise of 2D and 3D objects, which may include the BIM template, Revit family, standards, and parameter properties. These contents were produced using Autodesk Revit, a BIM software, and are stored in the Autodesk cloud-based document management platform. DOE should be capable of checking if the BIM objects/ Revit families satisfy parameter requirements based on specific standards, such as regulatory compliance, company standards, etc. </p>
 +
 +
''Deliverables:''
 +
<p>An app developed using Autodesk Platform Services (formerly Autodesk Forge) with .NET and Java Script. An interactive UI/UX navigation with search function, sorting and filtering features based on user requirements.</p>
 +
 +
'''Contact''': Daniels Chandra, BIM@group.ong-ong.com
 +
-->
 +
 +
<!--=== Project(s) proposed by Fortitude Culina Pte Ltd ===
 +
'''1. End to End F&B Food Services Technology Platform with accessibility features'''<br>
 +
We are a social enterprise hiring person with disability (PwD) & seniors as chefs/chef assistant. We currently operate from a food kiosk at School of Economics and uses an off the shelve Point of Sales (POS) system. However the front and back end POS system is not disability friendly nor intuitive enough for seniors to use. The end goal of this social enterprise is for PwD and seniors to be franchisee of the F & B outlet and is able to use a software that is both inclusive and has the capability of augmenting human capabilities. <br> <br>
 +
 +
Deliverables:<br>
 +
Using Oracle restaurant tech solution to develop a F & B tech solution that has accessible features for visually impaired, cerebral palsy and seniors users. The tech solution should includes a POS, QR ordering, pre-ordering, Enterprise Resource Planning (manages inventory, procurement and accounting), Kitchen display system and self ordering kiosk. <br>
 +
Tech stack: Either Oracle or AWS<br>
 +
For more details, contact Aaron Yeoh aaron@fortitudeculina.org
 +
-->
 +
 +
<!--=== Project(s) proposed by inHeyStack ===
 +
'''Project 1: AI-Powered Video Creation
 +
<br>80% of B2B marketers say video content is highly effective.
 +
95% B2B Buyers say videos play a crucial role in their purchase decisions.
 +
However, creating that perfect product explainer or demo video remains a challenge. <br>
 +
The objective of this project is to leverage AI, to enable businesses to create and edit videos easily.<br>
 +
 +
Deliverables:<br>
 +
Develop a web-app that enables a user to record and edit videos easily.
 +
The exact deliverables to be discussed with students.
 +
<br>
 +
Contact: Terence Tan<br>
 +
Email: terence@inheystack.com-->
 +
 +
<!--=== Project(s) proposed by Code for Singapore (C4SG) Limited ===
 +
'''Project 1: News Channels Sentiment Analysis
 +
''' <br>
 +
Objective: To gauge sentiment of news content across the world and provide viewers with a clearer understanding of biases inherent with the various channels, and get closer to neutral facts and data.<br>
 +
 +
Description: In the vastness of news content available, it is challenging to discern facts from misinformation. On top of that, news channels have inherent biases to promote certain agendas. <br>
 +
 +
We want to use sentiment analysis to track content from various world news channels and reveal these biases so that the reader is aware.
 +
<br>
 +
News content can be grouped into topics, and based on content written, provide a positive/negative/neutral sentiment on it.
 +
<br>
 +
Deliverables:<br>
 +
* To provide a dashboard of a few major world new channels, and the content they have written, and generate a sentiment analysis of the topic, subject, and object.
 +
* If this dashboard is open to the internet for users to try is best. We want it to be free on the internet for all to use
 +
<br>
 +
Contact: Zhennan Low<br>
 +
Email: zhennan@c4sg.sg<br>
 +
-->
 +
 +
<!--=== Project(s) proposed by TSH Group Pte Ltd===
 +
'''Project 1: Autonomous Logistic System'''<br>
 +
Corporate Background : TSH Group is a leading contract manufacturer serving the semi conductor and machine tooling industry. Established since 2006, it has been supporting world market leaders in US and Japan.<br>
 +
<br>
 +
Project objective : Develop an autonomous intelligent system that allows logistic processes to be executed automatically, with minimal human intervention, using expert system, AL and ML where feasible.<br>
 +
 +
Project Description :<br>
 +
Problem statement : Currently, the delivery of finished good is manually processed and involve multiple parties that needs to be coordinated and intense communication via meetings, calls and whatsapp messages.<br>
 +
The company is driving toward Ind 4.0 and continuously developing  intelligent system that will minimise human interaction and intervention.<br>
 +
<br>
 +
Data will be extracted from ERP system or from sales staff request (via an internal portal). The expert system will match transport required with available internal transport capacity and plan/generate the delivery schedule. Any excess transport required will be routed to outsource agencies for fulfilment automatically by the system. Outsource agencies may be requested bid for transport job via a portal via web crawl.  The system will do a cost analysis and recommend whether to use internal or external sources , depending on a user defined criteria.
 +
<br>
 +
Team will be guided and mentored by both the Supply chain general manager and IT manager. Team is encouraged to explore using latest cutting edge technology.  <br>Team will learn real business processes and develop tech solution . At the end of the project , team will have been exposed to real issues faces by industry.<br>
 +
 +
Deliverables:<br>
 +
* A portal that allows different stakeholder to communicate decisions real time.
 +
* An expert system that will analyse data and generate a recommended course of action.
 +
* A dashboard for management that will analyse the logistic performance, including resource and cost management.
 +
 +
Prerequisite:<br>
 +
Team that have at least a member who can do basic coding in any common language eg Python. Some familiarity with data visualisation, dashboard will be useful.<br>
 +
 +
Contact: Tiong Kong <br>
 +
Email: tkkah@tshgroup.com.sg<br>
 +
 +
'''Project 2: Autonomous E training Learning Management System'''<br>
 +
 +
Project Objective : <br>Develop an autonomous etraining system that sits on a Learning Management System. This system will support the learning and development function in Human Capital Management. To enhance productivity and work quality, a wide variety of training are expected to be executed simultaneously for different categories of employees in their career path.<br><br>
 +
 +
Project Description :<br>
 +
Currently, training is being tracked manually. With the expected increase in training for employees, the system is needed to ensure appropriate training are scheduled, monitored. Each employee will be tagged upon joining the company, a suite of training will be automatically generated, scheduled for the employee. Employee scheduled for training will be notified via email, then reminded via whatsapp and track for completion and performance in training. <br>
 +
The company is driving toward Ind 4.0 and continuously developing autonomous systems that will be run with minimal human intervention.
 +
<br>
 +
Team will experience how to research for open source system,  recommend an open source system, enhance the system to meet user requirement. Team with members with diverse experience will benefit from this project including coding , full stack, scheduling and resource allocation optimisation.
 +
<br>
 +
Team will :<br>
 +
a) do a literature review and shortlist top 5 open source LMS.<br>
 +
b) agree upon function and features with HR staff.<br>
 +
c) recommend one open source LMS.<br>
 +
d) customise the LMS for it to be able to run training autonomously.<br>
 +
e) link the training to employee personal file in HR module, to track and monitor training<br>
 +
f) generate a training dashboard.<br>
  
−
=== Project(s) proposed by Gemstory World Pte Ltd===
+
Pre-requisites:<br>
 +
. able to do basic coding in Python or C# or any common programming language.<br>
 +
. set up database.<br>
 +
. develop an optimisation algorithm for scheduling.<br>
 +
. basic data analytics.<br>
 +
contact: T K Kong<br>
 +
Email: tkkah@tshgroup.com.sg
 +
-->
  
−
''' Project #1 '''
+
<!--=== Project(s) proposed by Gemstory World Pte Ltd===
  
−
Project Title: Enhance/Improve Customer Retail Experience through knowledge based learning and interactive media (Videos, Profiling Test, Infographics etc)
+
'''''' Project #1 '''
 +
''': Enhance/Improve Customer Retail Experience through knowledge based learning and interactive media (Videos, Profiling Test, Infographics etc)'''
  
 
Project Description: Create a solution that allow customers to be profiled when they enter the retail store based on their wants and needs to help them in the selection of the different types of gems and products available. Understand their mind state or their requirements by allowing them to answer a few simple questions from the app to identify their emotional mind state, their energy levels, and help them in their shopping journey.
 
Project Description: Create a solution that allow customers to be profiled when they enter the retail store based on their wants and needs to help them in the selection of the different types of gems and products available. Understand their mind state or their requirements by allowing them to answer a few simple questions from the app to identify their emotional mind state, their energy levels, and help them in their shopping journey.
Line 17: Line 183:
  
 
Point of Contact: Glenn Poh  glennpoh@gemstory.asia
 
Point of Contact: Glenn Poh  glennpoh@gemstory.asia
 +
-->
  
−
=== Project(s) proposed by Carecam ===
+
<!-- === Project(s) proposed by Carecam ===
  
 
''' Project #1 '''  
 
''' Project #1 '''  
Line 39: Line 206:
  
 
If you're interested in working with us, kindly contact Elson Yong (elson.yong@carecam.ai) for further information.
 
If you're interested in working with us, kindly contact Elson Yong (elson.yong@carecam.ai) for further information.
 +
-->
  
−
=== Project(s) proposed by SingHealth ===
+
<!--=== Project(s) proposed by SingHealth ===
  
−
''' Project #1 '''
+
'''Project 1: HeartChat: Digital Platform for Staff Well-Being Initiatives & Closed-Loop Feedback Dashboard
−
Project Title: Rotation Planning System for Doctors
+
'''<br>
 +
Staff well-being is paramount and forms an integral part in SGH. The Office seeks to develop a chatbot solutions to serve 2 main purposes: (1) Allow supervisors and staff to conveniently search for policies, ideas and tips related to well-being and (2) provide a feedback platform for staff to suggest and receive outcomes on their feedback submission on a dashboard platform.
 
<br>
 
<br>
−
Overview of the project:<br>
 
−
Junior doctors in Internal Medicine Residency Programme will require to undergo a 3-year training programme. During this 3-year period, the residents need to undergo a series of postings to different medical specialties for exposure to a myriad of patients and conditions to hone their clinical skills. In order to do so, the residency admin team must solicit inputs and preferences from the junior doctors in order for them to plan out the postings in advance, with a set of planning rules. Eventually, the product will be a finalised rotation plan but along the way, there will be changes in the posting plans of junior doctors and that will unavoidably modify the subsequent rotations for other doctors moving forward. Rotation statistics per doctor, audit trail and visualisation of updated plans will be important.
 
−
<br><br>
 
−
Expected deliverables :<br>
 
−
• Develop an automated rotation planning system.<br>
 
−
• Front-end form for users to indicate their requests and preferences for rotation.<br>
 
−
• The system must have a planning engine that will match to a set of business rules.<br>
 
−
• The engine should have an efficient algorithm (penalty-reward) to balance the needs of the operations vs user preferences, to ensure that the junior doctors can fulfill their training requirements within the 3-year training programme.<br>
 
−
• The system can prompt rule breaches, highlight impact and propose solution (if possible), to facilitate decision-making.<br>
 
−
• Able to auto-generate a prelim rotation plan with ability to manually overwrite thereafter.<br>
 
−
• Able to produce statistics and visualisation from the rotation data as an overview, for every junior doctor (aka personnel dashboard/profile).
 
−
<br><br>
 
−
Contact: Mr Colin Foo: colin.foo.c.j@singhealth.com.sg
 
−
<br><br>
 
−
''' Project #2 '''
 
−
<br><br>
 
−
Project Title: HeartChat: Digital Platform for Staff Well-Being Initiatives & Closed-Loop Feedback Dashboard
 
−
<br><br>
 
−
Overview of the project: <br><br>
 
−
Staff well-being is paramount and forms an integral part in SGH. The Office seeks to develop a chatbot solutions to serve 2 main purposes: (1) Allow supervisors and staff to conveniently search for policies, ideas and tips related to well-being and (2) provide a feedback platform for staff to suggest and receive outcomes on their feedback submission on a dashboard platform.
 
−
<br><br>
 
 
The chatbot allows customisation of user preferences that could provide timely prompts to users to consider self-care tips or ideas to implement well-being initiatives or push notifications on key messages. Users can easily submit enquiries on policies or get ideas to implement well-being measures based on a set of predetermined rules backend and a prioritised set of questions with the highest number of enquiry rates to be pushed up, or chatbot recommendations (structured or random). Staff can also provide feedback by indicating the relevant domains (eg. infrastructure, facility, process, supervisor, colleague etc.) and then describing the situation, background, assessment and recommendations/expected outcomes.
 
The chatbot allows customisation of user preferences that could provide timely prompts to users to consider self-care tips or ideas to implement well-being initiatives or push notifications on key messages. Users can easily submit enquiries on policies or get ideas to implement well-being measures based on a set of predetermined rules backend and a prioritised set of questions with the highest number of enquiry rates to be pushed up, or chatbot recommendations (structured or random). Staff can also provide feedback by indicating the relevant domains (eg. infrastructure, facility, process, supervisor, colleague etc.) and then describing the situation, background, assessment and recommendations/expected outcomes.
−
<br><br>
+
<br>
−
Expected deliverables :<br>
+
Deliverables:<br>
−
• Develop an interactive and user-friendly chatbot system.<br>
+
* Develop an interactive and user-friendly chatbot system.
−
• Contains analytics and visualisation reports functions.<br>
+
* Contains analytics and visualisation reports functions.
−
• Routing mechanism and prompts for close-loop function.<br>
+
* Routing mechanism and prompts for close-loop function.
−
• Sentiment or thematic analysis, with prompts for admin team to act upon.<br><br>
+
* Sentiment or thematic analysis, with prompts for admin team to act upon
 +
<br>
 +
Contact: Gary Ong; Eunice Tan<br>
 +
Email: gary.ong.b.k@sgh.com.sg; eunice.tan.h.y@sgh.com.sg<br><br>
 +
 
 +
'''Project 2: Patient Journaling App
 +
'''<br>
 +
Medical Humanities (MH) is an interdisciplinary field of medicine which includes the humanities, social sciences, arts and their application to medical education and clinical practice. It has profound impact on the professional identities of the clinicians and patient care. One of the modalities in order to apply MH principles into the clinical setting involves patient journaling, as this provides an avenue for patients to express themselves through writing. These writings will then allow them to document their experiences and thoughts during their hospital stay and these are important artifacts to ensure that clinical care adopts a humanistic approach. This patient journaling app will be adjunct to our Medical Humanities website. The app will house textual prompts to allow patient to stimulate their creative thinking and writing. At the end of the hospital stay, patients can opt to compile and send their digital journals into their person email; At the same time, the MH team can collect these inputs, analyse and shortlist cases for medical teaching to doctors and students.
 +
<br>
 +
Deliverables:
 +
* Develop a journal app to complement MH website.
 +
* Able to incorporate modules for user to choose, activate and open journal to start writing.
 +
* Needs to have account management system to identify user and store journals in draft & completed formats in the user’s worklist.
 +
* Email sending feature for patients and archival feature for admin team.
 +
* Ability to provide sentiment analysis of cases to allow further actions to be taken.
 +
<br>
 +
Contact: Nur Suhaila; Gary Ong<br>
 +
Email: nur.suhaila.ishak@sgh.com.sg; gary.ong.b.k@sgh.com.sg<br>
 +
 
 +
'''Project 3: Development of a Predictive Model for Asthma Exacerbations
 +
'''<br>
 +
From the SingHealth Asthma Registry, we hope to develop and validate a model for admission of Asthma patients
 +
<br>
 +
Deliverables: Model, codes, analysis process, a draft manuscript with literature review, data /methods, results, discussion, conclusion
 +
<br>
 +
Other information: Python ML packages. Student group have to come physically to Outram campus to access confidential patient level deidentified data. This project is suitable for IS485, industry sponsored research project
 +
<br>
 +
Contact: Sean Lam; Wu Jun Tian<br>
 +
Email: gmslasws@nus.edu.sg; gmswuj@nus.edu.sg<br>
 +
 
 +
'''Project 4: Medicine ACP Residency Rotation Planning System
 +
'''<br>
 +
Junior doctors in Internal Medicine Residency Programme will require to undergo a 3-year training programme. During this 3-year period, the residents need to undergo a series of postings to different medical specialties for exposure to a myriad of patients and conditions to hone their clinical skills. In order to do so, the residency admin team must solicit inputs and preferences from the junior doctors in order for them to plan out the postings in advance, with a set of planning rules. Eventually, the product will be a finalised rotation plan but along the way, there will be changes in the posting plans of junior doctors and that will unavoidably modify the subsequent rotations for other doctors moving forward. Rotation statistics per doctor, audit trail and visualisation of updated plans will be important. <br>
 +
 
 +
Deliverables:<br>
 +
* Develop an automated rotation planning system.
 +
* Front-end form for users to indicate their requests and preferences for rotation.
 +
* The system must have a planning engine that will match to a set of business rules.
 +
* The engine should have an efficient algorithm (penalty-reward) to balance the needs of the operations vs user preferences, to ensure that the junior doctors can fulfill their training requirements within the 3-year training programme.
 +
* The system can prompt rule breaches, highlight impact and propose solution (if possible), to facilitate decision-making.
 +
* Able to auto-generate a prelim rotation plan with ability to manually overwrite thereafter.
 +
* Able to produce statistics and visualisation from the rotation data as an overview, for every junior doctor (aka personnel dashboard/profile).
 +
<br>
 +
Prerequisites:
 +
* Software design and development
 +
* Interface design and development
 +
* Business analytics tools
 +
* Data management and visualization
 +
<br>
 +
Contact: Mr Colin Foo<br>
 +
Email: Colin.foo.c.j@singhealth.com.sg<br>
 +
 
 +
'''Project 5: Triaging of patients at the Emergency Department (ED)
 +
'''<br>
 +
This project looks into the development of an automated triaging solution to complement the knowledge of ground staff at the CGH Emergency Department (ED). It is envisioned that the solution will serve as a clinical decision support system which will allow rapid triage of patients with various symptoms and escalation of care in a timely manner.<br>
 +
 
 +
Triaging patients is a crucial step in identifying the urgency of intervention for patients prior to the doctor’s consultation. Currently at ED, triage nurses use a categorization system based on four levels (P1, P2, P3 and P4), from P1 patients requiring immediate management and resuscitation to P4 patients who present with non-emergency conditions. Given the limited resources and critical environment of the ED, it is imperative that patients are triaged according to their acuity and severity of complains in a timely and accurate manner. <br>
 +
 
 +
An automated triaging solution that aids in triaging patient’s severity will then allow hospital resources to be directed towards patients who need the most urgent and critical care. This will ensure that care is provided expeditiously before the patient deteriorates further. It will be desirable for this solution to conduct triaging accurately based on quick and easy input of information.<br>
 +
 
 +
Deliverables:<br>
 +
An automated clinical decision triage system that can stratify patients according to the acuity and severity of their presenting complaints, with the following features:<br>
 +
* Accuracy in triaging comparable to human triaging (obtained from auditing)
 +
* Ability in picking out urgent cases / highlight possibility of deterioration & escalating such alerts to clinical staff for expeditious clinical attention
 +
* Layman-friendly user interface for both staff and patients
 +
* No adverse outcomes from wrong triaging
 +
<br>
 +
Contact: Prof Goh Siang Hiong / Jocelyn Loh<br>
 +
Email: goh.siang.hiong@singhealth.com.sg / jocelyn_loh@cgh.com.sg<br>
 +
 
 +
'''Project 6: TEMI Fall Prevention and Detection
 +
'''<br>
 +
Use case exploration of having a night patrol TEMI and alerting on-duty staff when patient requires assistance in fall risks wards. The solution should be able to have adequate lighting at night for effective patrol at designated spots of the ward with poorer visibility (dim areas) or allows visibility at night through specialised camera for TEMI to perform night ward round without causing any disturbance to other sleeping patients (ie. No bright lights or noises)
 +
To predict falls before it happens, here are some non-exhaustive examples:<br>
 +
* Bed exits detection
 +
* Wandering detection
 +
* Fall detection
 +
* Frequency Monitoring
 +
* Sleep Monitoring
 +
There should be an alert sent to Nursing main counter or send notifications to alert Nursing staff of the above detections, especially during night time. This is to ensure the patients safety at night time when the ward lights may be dim and patient may requires assistance.  
 +
<br>
 +
 
 +
Deliverables:<br>
 +
* TEMI night patrol Working prototype
 +
* Any other sensor assembly
 +
<br>
 +
Pre-requisites:<br>
 +
* Android programming (Temi uses Android)
 +
* Micro-computer (such as raspberry pi) and sensors
 +
<br>
 +
 
 +
Contact: Trilbie Kwok; Andy Tan<br>
 +
Email: trilbie.kwok@ihis.com.sg; andy.tan1@ihis.com.sg<br>
 +
 
 +
 
 +
'''Project 7: Dementia Programme
 +
'''<br>
 +
To develop an application to include the below:<br>
 +
* To provide a simple games to engage patient’s cognition (e.g. mix and match of items) and this application should be easily identified or easily recognizable for Dementia patients to mix and match. This application should be able to run via TEMI robot (Android version).
 +
* Orientation of time, place and person (will be good to include verbal reporting of time, real time location and healthcare team of various languages).
 +
 
 +
 
 +
Pre-requisites: <br>
 +
* Web application programming
 +
* Android programming (Temi uses Android)
 +
* Micro-computer (such as raspberry pi) and sensors
 +
 
 +
Contact: Trilbie Kwok; Andy Tan<br>
 +
Email: trilbie.kwok@ihis.com.sg; andy.tan1@ihis.com.sg<br>
 +
 
  
−
contact: Gary Ong, gary.ong.b.k@sgh.com.sg<br><br>
+
''' Project 8: Clinical Faculty Academic and Promotion Database System'''
 +
<br>SingHealth is an Academic Medical Centre and the cornerstones of Academic Medicine rest upon Clinical Services, Education and Research.<br>
  
−
'''Project #3 '''<br><br>
+
At Division of Medicine, we are the largest clinical division in Singapore General Hospital and houses the most number of doctors. As a teaching hospital, Division of Medicine is the main site for medical student postings from Duke-NUS Medical School, Lee Kong Chian Medical School and Yong Loo Lin School of Medicine and hosting of medical residency programmes. Academic activities such as improvement, innovation, education and research, are crucial in developing our clinical faculty and residents into clinician innovators, educators and scientists to advance academic medicine. In order to do so, scholarly achievements, academic promotion, appointments and grants must be tracked.<br>
−
Project Title: Patient Journaling App
 
−
<br><br>
 
−
Overview of the project:<br>
 
−
Medical Humanities (MH) is an interdisciplinary field of medicine which includes the humanities, social sciences, arts and their application to medical education and clinical practice. It has profound impact on the professional identities of the clinicians and patient care. One of the modalities in order to apply MH principles into the clinical setting involves patient journaling, as this provides an avenue for patients to express themselves through writing. These writings will then allow them to document their experiences and thoughts during their hospital stay and these are important artifacts to ensure that clinical care adopts a humanistic approach. This patient journaling app will be adjunct to our Medical Humanities website. The app will house textual prompts to allow patient to stimulate their creative thinking and writing. At the end of the hospital stay, patients can opt to compile and send their digital journals into their person email; At the same time, the MH team can collect these inputs, analyse and shortlist cases for medical teaching to doctors and students.  
 
−
<br><br>
 
  
−
Expected deliverables :<br>
+
The proposed database system will allow administrators to update information and must develop data visualisation function like a dashboard, able to generate documents based on matching fields and export into various file formats.<br>
−
• Develop a journal app to complement MH website.<br>
 
−
• Able to incorporate modules for user to choose, activate and open journal to start writing.<br>
 
−
• Needs to have account management system to identify user and store journals in draft & completed formats in the user’s worklist.<br>
 
−
• Email sending feature for patients and archival feature for admin team.<br>
 
−
• Ability to provide sentiment analysis of cases to allow further actions to be taken.
 
−
<br><br>
 
−
Contact person (s): <br>
 
−
Ms Suhaila Bte Ishak; Mr Gary Ong<br>
 
−
Email Address (s): nur.suhaila.ishak@sgh.com.sg ;gary.ong.b.k@sgh.com.sg<br>
 
  
−
''' Project #4 ''' <br><br>
 
−
Project Title: Clinical Faculty Academic and Promotion Database System<br>
 
−
Project Details:<br>
 
−
SingHealth is an Academic Medical Centre and the cornerstones of Academic Medicine rest upon Clinical Services, Education and Research.
 
−
<br><br>
 
−
At Division of Medicine, we are the largest clinical division in Singapore General Hospital and houses the most number of doctors. As a teaching hospital, Division of Medicine is the main site for medical student postings from Duke-NUS Medical School, Lee Kong Chian Medical School and Yong Loo Lin School of Medicine and hosting of medical residency programmes. Academic activities such as improvement, innovation, education and research, are crucial in developing our clinical faculty and residents into clinician innovators, educators and scientists to advance academic medicine. In order to do so, scholarly achievements, academic promotion, appointments and grants must be tracked.
 
−
<br><br>
 
−
The proposed database system will allow administrators to update information and must develop data visualisation function like a dashboard, able to generate documents based on matching fields and export into various file formats.
 
−
<br><br>
 
 
As an enhancement to the previous project, we would like the system to able to:<br>
 
As an enhancement to the previous project, we would like the system to able to:<br>
−
1. Export certain data from the system into visualisation dashboard or reports (common file formats incl PDF or PPT) or CVs.<br>
+
* Export certain data from the system into visualisation dashboard or reports (common file formats incl PDF or PPT) or CVs.
−
2. Extract data fields automatically from existing template documents with pre-filled values into the system.<br>
+
* Extract data fields automatically from existing template documents with pre-filled values into the system.
−
3. To be able to do web scraping for the publication listings and indicators (numerical value) into the system.<br>
+
* To be able to do web scraping for the publication listings and indicators (numerical value) into the system.
−
<br><br>
+
<br>
−
Expected deliverables:<br>
+
 
−
• To have an export function that allows us to export the data into visualisation dashboard or reports (common file formats incl PDF or PPT) or CVs.<br>
+
Expected deliverables:
−
• To enhance the existing system to be able to read documents (in common file formats) and extract the fields accordingly into system database.<br>
+
* To have an export function that allows us to export the data into visualisation dashboard or reports (common file formats incl PDF or PPT) or CVs.
−
• System would need to be able to store images and documents from individual faculty (e.g., scanned images, photos, consent form, personal particular form), hence creating a P file for respective faculty<br>
+
* To enhance the existing system to be able to read documents (in common file formats) and extract the fields accordingly into system database.
−
• The system will require user account management system with various levels of security access and rights, with frontend and backend functions<br>
+
* System would need to be able to store images and documents from individual faculty (e.g., scanned images, photos, consent form, personal particular form), hence creating a P file for respective faculty
−
• System would need to be able to do web scraping on the publications and indicators (H-index or FWCI scores) provided by the faculty and trace the sources (such as NUS library, Scopus, Google Scholar, Pubmed)<br>
+
* The system will require user account management system with various levels of security access and rights, with frontend and backend functions
−
<br><br>
+
* System would need to be able to do web scraping on the publications and indicators (H-index or FWCI scores) provided by the faculty and trace the sources (such as NUS library, Scopus, Google Scholar, Pubmed)
−
Contact person (s): Jeslyn Tay, Serika Cara Navarro<br>
+
* To include timestamping on the changes made for both the system and individual faculty
−
Email Address (s): jeslyn.tay.y.h@sgh.com.sg , serika.cara.navarro@sgh.com.sg<br>
+
<br>
 +
Contact: Jeslyn Tay, Serika Cara Navarro<br>
 +
Email: jeslyn.tay.y.h@sgh.com.sg , serika.cara.navarro@sgh.com.sg<br>
 +
-->
  
−
=== Project(s) proposed by Aunty SG ===
+
<!--=== Project(s) proposed by Aunty SG ===
  
 
Title: Project Aunty SG
 
Title: Project Aunty SG
Line 139: Line 377:
  
 
Contact Marcus Ong (hello@aunty.sg), Aunty SG Pte Ltd
 
Contact Marcus Ong (hello@aunty.sg), Aunty SG Pte Ltd
 +
-->
  
−
=== Project(s) proposed by YouClass Learning Pte Ltd ===
+
<!--=== Project(s) proposed by YouClass Learning Pte Ltd ===
  
 
Title: Online Learning System Development  
 
Title: Online Learning System Development  
Line 152: Line 391:
  
 
For further information, please contact Haiyao Chen at haiyao.chen@youclass.org
 
For further information, please contact Haiyao Chen at haiyao.chen@youclass.org
 +
-->
  
−
=== Project(s) proposed by Good Bees Pte Ltd ===
+
<!-- === Project(s) proposed by Good Bees Pte Ltd ===
 
''' Project #1 '''  
 
''' Project #1 '''  
  
Line 169: Line 409:
 
2. Few other significant feature which will add to elevation of user base.
 
2. Few other significant feature which will add to elevation of user base.
  
−
For further information, please contact Ansari at contact@goodbeesconsulting.com  
+
For further information, please contact Ansari at contact@goodbeesconsulting.com -->
  
 
<!--=== Project(s) proposed by Dell Technologies ===
 
<!--=== Project(s) proposed by Dell Technologies ===
Line 198: Line 438:
 
-->
 
-->
  
−
=== Project(s) proposed by Stemly ===
+
<!-- === Project(s) proposed by Stemly ===
 
''' Project #1'''
 
''' Project #1'''
  
Line 244: Line 484:
  
 
For more information, please contact Kendrick Loh at kendrick.loh@stemly.ai
 
For more information, please contact Kendrick Loh at kendrick.loh@stemly.ai
−
 
+
-->
 
<!--
 
<!--
 
=== Project(s) proposed by NexPage  ===
 
=== Project(s) proposed by NexPage  ===
Line 293: Line 533:
 
-->
 
-->
  
−
=== Project(s) proposed by Aboitiz Data Innovation  ===
+
<!-- === Project(s) proposed by Aboitiz Data Innovation  ===
 
''' Project #1'''
 
''' Project #1'''
  
Line 400: Line 640:
  
 
For more information on any of the above projects, please contact Adrienne Heinrich <adrienne.heinrich@aboitiz.com>.
 
For more information on any of the above projects, please contact Adrienne Heinrich <adrienne.heinrich@aboitiz.com>.
−
 
+
-->
 
<!--=== Project(s) proposed by Friday.AI  ===
 
<!--=== Project(s) proposed by Friday.AI  ===
 
''' Project #1'''
 
''' Project #1'''
Line 420: Line 660:
 
For more information, please contact Elson Yong  (elson.yong@carecam.ai). -->
 
For more information, please contact Elson Yong  (elson.yong@carecam.ai). -->
  
−
=== Project(s) proposed by Straits Estate ===
+
<!-- === Project(s) proposed by Straits Estate ===
 
''' Project #1'''
 
''' Project #1'''
  
Line 432: Line 672:
 
Further career opportunities are available for the project team members who want to continue work on the project.  
 
Further career opportunities are available for the project team members who want to continue work on the project.  
 
   
 
   
−
For more information, please contact Li at hello@straitsestate.com
+
For more information, please contact Li at hello@straitsestate.com-->
  
−
=== Project(s) proposed by Usertip ===
+
<!--=== Project(s) proposed by Usertip ===
 
''' Project 1 - Product Manager Analytics '''
 
''' Project 1 - Product Manager Analytics '''
  
Line 457: Line 697:
 
Deliverables: Perform research into how to implement such a solution for the mobile environment. Through rapid prototyping create an application and any related SDKs which would enable such a solution to function for applications in the mobile environment.
 
Deliverables: Perform research into how to implement such a solution for the mobile environment. Through rapid prototyping create an application and any related SDKs which would enable such a solution to function for applications in the mobile environment.
  
−
For further info, please contact Marc Chia @marc@usertip.com.
+
For further info, please contact Marc Chia @marc@usertip.com.-->
  
 
<!--
 
<!--
Line 484: Line 724:
 
-->
 
-->
  
−
=== Project(s) proposed by Standard Chartered ===
+
<!--= Project(s) proposed by Standard Chartered ===
 
''' 1. Onsite personalization to maximize the digital engagement'''
 
''' 1. Onsite personalization to maximize the digital engagement'''
  
Line 502: Line 742:
 
Data that will be provided : Google Analytics data from StanC’s Digital platforms (Web, Mobile, etc)
 
Data that will be provided : Google Analytics data from StanC’s Digital platforms (Web, Mobile, etc)
  
−
For further information, please contact Rahul Gupta (Rahul.gupta5@sc.com).
+
For further information, please contact Rahul Gupta (Rahul.gupta5@sc.com).-->
  
−
=== Project(s) proposed by Learn 2 Play Music Academy ===
+
<!--=== Project(s) proposed by Learn 2 Play Music Academy ===
 
''' 1. Music Learning App.'''
 
''' 1. Music Learning App.'''
  
Line 511: Line 751:
 
Core Deliverables: A cross-platform app Android and iOS/iPadOS Platforms. Students may also propose IT solutions that will engage the music students in learning more effectively.
 
Core Deliverables: A cross-platform app Android and iOS/iPadOS Platforms. Students may also propose IT solutions that will engage the music students in learning more effectively.
 
    
 
    
 +
For further information, please contact Angeline @ learn2playmusicsg@gmail.com
 +
 +
''' 2. Digital self-service kiosk '''<br>
 +
The school receptionist serves as the face of the company, and their job is to greet and assist customers who come through the doors. This might include answering enquiries, or assisting a teacher to print materials, or handling other tasks.<br>
 +
 +
However, there are times where the receptionist is on breaks, or could be unwell and resulted to an unstaffed reception counter. <br>
 +
 +
To resolve this issue, we would like to invite SMU final year students to propose solutions through a digital self-service kiosk.<br>
 +
 +
The digital self-service kiosk will offer various features to manage customer enquiries which include online payment and printing of materials. <br>
 
For further information, please contact Angeline @ learn2playmusicsg@gmail.com
 
For further information, please contact Angeline @ learn2playmusicsg@gmail.com
  
Line 577: Line 827:
 
-->
 
-->
  
−
=== Project(s) proposed by Band Directors’ Association Singapore  ===
+
<!--=== Project(s) proposed by Band Directors’ Association Singapore  ===
 
'''1. Reimaging music education'''
 
'''1. Reimaging music education'''
  
Line 584: Line 834:
 
Objective – Achieve an effective and fun learning virtual experience for students and empower educators with tools in content creation to ease their preparation process.
 
Objective – Achieve an effective and fun learning virtual experience for students and empower educators with tools in content creation to ease their preparation process.
  
−
Expected outcome – A digital transformation strategy that gamifies the entire learning process and allows educators to track the learning progress of students which include looking into learning needs and students’ expectations, and integrate local and overseas best practices. Students may also come up with a system to allow educators to develop their own games and learning materials vis-à-vis the students’ levels and needs. For more information, please contact ADRIAN CHIANG <president@bdas.org.sg>
+
Expected outcome – A digital transformation strategy that gamifies the entire learning process and allows educators to track the learning progress of students which include looking into learning needs and students’ expectations, and integrate local and overseas best practices. Students may also come up with a system to allow educators to develop their own games and learning materials vis-à-vis the students’ levels and needs. For more information, please contact ADRIAN CHIANG <president@bdas.org.sg> -->
  
 
<!--
 
<!--
Line 742: Line 992:
 
-->
 
-->
  
−
=== Project(s) proposed by UBS AG ===
+
<!--=== Project(s) proposed by UBS AG ===
  
 
'''Secure coding gamification'''
 
'''Secure coding gamification'''
Line 761: Line 1,011:
  
 
For further information on any of the above projects, please contact Kumar, Ajith A <ajith-a.kumar@ubs.com>.
 
For further information on any of the above projects, please contact Kumar, Ajith A <ajith-a.kumar@ubs.com>.
 +
-->
  
−
'''Design Ops Pipeline'''
+
<!--=== Project(s) proposed by the Urban Redevelopment Authority (URA) ===
−
 
−
UBS is focusing on building better client experiences and Design Thinking and Design Ops are two key tools/methods we plan to adopt for this. We use Dev Ops in software development to move the concept to use case, code and a feature in an application with most of the stages/gates automated like automated testing, repository integration, and version and change control. Similar is the case with design, but the artifacts involved are Ideas, Rough sketches, Prototypes hosted, their versions, validation inputs by business, High Fidelity and Low fidelity wireframes, Visual assets, Design system components, Client feedback comments, and pain points identified for continuous improvement to name a few. There will be extensive file management & versioning with File Operations along with Idea/Feature/Feedback lifecycle management to build a Design Ops pipeline.
 
−
We expect to use standard tools like Axure, Figma, Jira, Teams and other tools with Python scripts/automation to build this end-to-end pipeline to accomplish the following:
 
−
* A process diagram/ 8design to show the tools, actor and the input/output for main activities in a design function of a corporate.
 
−
* Exposing APIs if available with standard tools or integrating the artifacts into a well-defined file management structure.
 
−
* Managing requirements and feedback from clients and business about the features/artifacts using automation across its lifecycle.
 
−
* A final demonstrate-able solution that will show how an idea will move through the design Ops pipeline in a seamless way for presentation.
 
−
 
 
−
For further information on any of the above projects, please contact Saju Philip <saju.philip@ubs.com>.
 
−
 
 
−
=== Project(s) proposed by the Urban Redevelopment Authority (URA) ===
 
 
The following projects are particularly well-suited to the IS485 (Industry Research) option.
 
The following projects are particularly well-suited to the IS485 (Industry Research) option.
  
Line 795: Line 1,035:
 
* '''Deliverables:''' Explore / Develop various optimization techniques
 
* '''Deliverables:''' Explore / Develop various optimization techniques
 
* '''Point of contact:''' Wang Songyu ([http://mailto:wang_songyu@ura.gov.sg wang_songyu@ura.gov.sg]); Teo Yang Rui ([http://mailto:teo_yang_rui@ura.gov.sg teo_yang_rui@ura.gov.sg])
 
* '''Point of contact:''' Wang Songyu ([http://mailto:wang_songyu@ura.gov.sg wang_songyu@ura.gov.sg]); Teo Yang Rui ([http://mailto:teo_yang_rui@ura.gov.sg teo_yang_rui@ura.gov.sg])
 +
-->
  
−
=== Projects proposed by GIC Private Limited ===
+
<!--=== Projects proposed by GIC Private Limited ===
  
−
[<big>'''THIS PROJECT IS TAKEN FOR TERM 2 AY 2022'''</big>]
 
 
<br>
 
<br>
 
Brief Description of the Organisation: Established in 1981 to manage Singapore's foreign reserves, we strive to achieve good long-term real returns on assets under our management to preserve and enhance the value of Singapore's reserves. We have investments in over 40 countries and are headquartered in Singapore, with 10 offices in key financial cities worldwide.
 
Brief Description of the Organisation: Established in 1981 to manage Singapore's foreign reserves, we strive to achieve good long-term real returns on assets under our management to preserve and enhance the value of Singapore's reserves. We have investments in over 40 countries and are headquartered in Singapore, with 10 offices in key financial cities worldwide.
Line 814: Line 1,054:
 
A working prototype using MS Teams chatbot function against some of the commonly used databases within the organisation. The working prototype should be able to translate simple natural language into various SQL statement for querying against these databases, and to be able to return an answer, a chart or a table. Accuracy of results will be measured for the working prototype. However, it is also expected the model shall self-learn based on the results returned is what the user is requesting for. Hence, over a period of time, the model will not only be more accurate, and also be able to recommend what are the next set of questions that are commonly queried.
 
A working prototype using MS Teams chatbot function against some of the commonly used databases within the organisation. The working prototype should be able to translate simple natural language into various SQL statement for querying against these databases, and to be able to return an answer, a chart or a table. Accuracy of results will be measured for the working prototype. However, it is also expected the model shall self-learn based on the results returned is what the user is requesting for. Hence, over a period of time, the model will not only be more accurate, and also be able to recommend what are the next set of questions that are commonly queried.
  
−
Contact: Chua En Hao, Senior Vice President chuaenhao@gic.com.sg
+
Contact: Chua En Hao, Senior Vice President chuaenhao@gic.com.sg -->
  
−
=== Projects proposed by BoundbyWine (Boundby Pte Ltd) ===
+
<!--=== Projects proposed by BoundbyWine (Boundby Pte Ltd) ===
  
−
'' '''Project #1:''' WiningRecs''
+
'''Project 1: WiningRecs'''
 
<br><br>
 
<br><br>
−
''Project Details''
 
−
 
 
BoundbyWine is a wine merchant in Singapore, which focuses on providing customers with a personalised journey of wine exploration. The brand currently does this in a variety of manners - in-person recommendations & wine tastings, wine subscription services, as well as self serve digital wine quizzes.  
 
BoundbyWine is a wine merchant in Singapore, which focuses on providing customers with a personalised journey of wine exploration. The brand currently does this in a variety of manners - in-person recommendations & wine tastings, wine subscription services, as well as self serve digital wine quizzes.  
  
Line 843: Line 1,081:
 
Contact: Elliot Braet, elliot.braet@boundby.group
 
Contact: Elliot Braet, elliot.braet@boundby.group
  
−
=== Projects proposed by Singapore Civil Defence Force (SCDF) ===
+
<br><br>
  
−
'' '''Project #1: PARAMEDIC CERTIFICATION TEST PERFORMANCE EVALUATION & TRACKING II'' '''
+
'''Project 2: Content Creation
 +
'''<br>
 +
The tool is targetted primarily at ecommerce businesses to help reduce the need for marketers & content writers to research & create digital content. The goal is to increase the speed of & accuracy of our online educational content, including product listings, wine guide articles
 +
<br>
 +
* Product Listings - Product descriptions are the main way to convince customers why they should purchase a product, so why not have a good one!
 +
* Blog Posts - Blog posts are an essential tool to provide education to customers, as well as promote the SEO ranking of the ecommerce website. The trouble is that they are time consuming to write, or it can get expensive to hire content writers in volume
 +
<br>
 +
 
 +
Deliverables: <br>
 +
* Create a custom Shopify app that integrates language models such as ChatGPT into Shopify, to act as a virtual assistant to create product listings & blog articles
 +
* Create a system to fine tune language models based on a set of approved data
 +
* Create a process of verifying existing content & propose recommendations to optimise the content, for accuracy, attractiveness, and SEO-ranking
 +
<br>
 +
Contact: Elliot Braet<br>
 +
Email: elliot.braet@boundby.group<br>
 +
<br><br>
 +
'''Project 3: Price & Vintage Comparison<br>'''
 +
The overarching goal of this solution is to build a business tool for the purpose of keeping product listings competitive & up to date.
 +
<br>
 +
The core objectives of the product are to
 +
<br>
 +
* Inform merchants of current selling prices & specifications of products from a list of competitors
 +
* Inform merchants of current selling prices & specifications of products from a list of suppliers
 +
* Allow a merchant to set automated rules based on the events
 +
* Be integrated within major e-commerce frameworks, such as Shopify, BigCommerce, WooCommerce
 +
<br>
 +
Deliverables:
 +
<br>
 +
* A Shopify integrated application that addresses the core objectives mentioned
 +
* The application should be able to be managed by a non-technical person, and can be applied to other Shopify stores easily
 +
<br>
 +
Contact: Elliot Braet<br>
 +
Email: elliot.braet@boundby.group
 +
-->
 +
 
 +
<!--=== Projects proposed by Singapore Civil Defence Force (SCDF) ===
 +
 
 +
'' '''Project #1: PARAMEDIC CERTIFICATION TEST PERFORMANCE EVALUATION & TRACKING II'' ''' ''[This project has been taken for AY23/24 Term 1]''
 
<br><br>
 
<br><br>
 
''Project Details''  
 
''Project Details''  
Line 871: Line 1,146:
  
 
Contact: LTA (Dr) Nicholas Yoon, Nicholas_Yoon@scdf.gov.sg, COL (Dr) Colin Tan, Colin_TAN@scdf.gov.sg
 
Contact: LTA (Dr) Nicholas Yoon, Nicholas_Yoon@scdf.gov.sg, COL (Dr) Colin Tan, Colin_TAN@scdf.gov.sg
 +
-->
  
−
=== Project(s) proposed by EnterpriseSG ===
+
<!--=== Project(s) proposed by EnterpriseSG ===
 
'' '''Project #1:''' Payment methods for heartland enterprises''
 
'' '''Project #1:''' Payment methods for heartland enterprises''
 
Background  
 
Background  
Line 924: Line 1,200:
  
 
Contact: Alvin Soh, Linus Ang (alvin_soh@enterprisesg.gov.sg; Linus_ang@enterprisesg.gov.sg)
 
Contact: Alvin Soh, Linus Ang (alvin_soh@enterprisesg.gov.sg; Linus_ang@enterprisesg.gov.sg)
 +
-->
  
 
<!--
 
<!--
Line 944: Line 1,221:
 
-->
 
-->
  
−
=== Project(s) proposed by Property Guru ===
+
<!--=== Project(s) proposed by Property Guru ===
 
'' '''Project #1:''' CRE Insights''
 
'' '''Project #1:''' CRE Insights''
 
<br><br>
 
<br><br>
Line 981: Line 1,258:
 
o Architect<br>
 
o Architect<br>
 
o Developer<br>
 
o Developer<br>
 +
-->
  
−
=== Projects proposed by School of Computing and Information Systems, SMU ===
+
<!--=== Projects proposed by School of Computing and Information Systems, SMU ===
 
'''Project 1: SCIS Upskilling Engagement System<br>
 
'''Project 1: SCIS Upskilling Engagement System<br>
 
'''
 
'''
Line 1,004: Line 1,282:
 
'''Deliverables''': Propose and Develop a working prototype that can be deployed to the pilot group of users to collect initial feedback.<br>
 
'''Deliverables''': Propose and Develop a working prototype that can be deployed to the pilot group of users to collect initial feedback.<br>
 
Email: Joseph Sung (josephsung@smu.edu.sg)
 
Email: Joseph Sung (josephsung@smu.edu.sg)
 +
-->
  
−
=== Projects proposed by Wyn Monde Pte Ltd  ===
+
<!--=== Projects proposed by Wyn Monde Pte Ltd  ===
 
'''Project 1: Usability Analysis of Movement Analysis Software<br>
 
'''Project 1: Usability Analysis of Movement Analysis Software<br>
 
'''
 
'''
Line 1,018: Line 1,297:
 
'''''
 
'''''
 
Contact: Davy Lim (davylim@wynmonde.com)
 
Contact: Davy Lim (davylim@wynmonde.com)
 +
-->
  
−
=== Projects proposed by Kinobi  ===
+
<!--=== Projects proposed by Kinobi  ===
 
'''Project 1: Resume Parser AI Evolution'''
 
'''Project 1: Resume Parser AI Evolution'''
  
Line 1,039: Line 1,319:
 
You can see all the fields of resume builder here https://app.kinobi.asia/resume<br>
 
You can see all the fields of resume builder here https://app.kinobi.asia/resume<br>
 
The solution needs as little maintenance as possible.<br>
 
The solution needs as little maintenance as possible.<br>
−
Ideally: the solution can self learn from its own set of data. Eg. In University A, there are 10,000 students. The more students upload their resumes, the more sample data the system can use as sample data. You have to consider how Kinobi/System itself can classify & train the data (Consider supervised training). <br>
+
Ideally: the solution can self learn from its own set of data. Eg. In University A, there are 10,000 students. The more students upload their resumes, the more sample data the system can use as sample data. You have to consider how Kinobi/System itself can classify & train the data (Consider supervised training). <br>-->
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=== Project proposed by Willowmore ===
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<!--=== Project proposed by Willowmore ===
 
[https://www.willowmore.com.sg/ Willowmore] is a leading Smart Access, IoT and Analytics company based in Singapore.
 
[https://www.willowmore.com.sg/ Willowmore] is a leading Smart Access, IoT and Analytics company based in Singapore.
  
Line 1,067: Line 1,346:
 
* '''Deliverables:''' To be defined together with the student team during initial discussions.
 
* '''Deliverables:''' To be defined together with the student team during initial discussions.
 
* '''Point of contact:''' Joseph Tey (joseph.tey@willowmore.com.sg)
 
* '''Point of contact:''' Joseph Tey (joseph.tey@willowmore.com.sg)
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Latest revision as of 11:07, 4 August 2023

Instructions on sponsor engagement

The information has been updated in March 2023. As many teams may be approaching sponsors, sponsors will discuss with the various teams and decide which team to work with. If your team has already confirmed a project with a sponsor, please let the faculty manager know so that we can update the website for other students.

For self sourced sponsors

Teams are encouraged to source sponsors from internships, SMU-X modules and personal contacts. The deck here can be shared with the sponsors to clarify any roles and responsibilities with them and request them to contact the faculty manager at kiruthikar@smu.edu.sg for any clarifications File:Sponsor information deck.pptx

Projects

Note. All the information on IS483 project sponsors is moved to the IS483 Teams site. Please join the Teams channel using the code 2f33cau (SMU login required)





















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