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Data Science & AI Projects

Productionising LLMs and ML Models with Analytics.gov: MOM’s Journey into AI Solution Deployment

Productionising LLMs and ML Models with Analytics.gov: MOM’s Journey into AI Solution Deployment

Shoutout to our co-contributors for this article: MOM Forward Deployed Team (Barry Tng, Ethan Mak, Joel Koo), and Container Stack team…
Go to the profile of Ismahfaris Ismail
Ismahfaris Ismail
Classifying Multimodal Municipal Issues Feedback using Transformers

Classifying Multimodal Municipal Issues Feedback using Transformers

Contributors: Li Lu (GovTech), Watson Chua (GovTech), Amelia Lee (GovTech), and the DSAID GovText team
Go to the profile of Li Lu
Li Lu
Towards a comparable metric for AI model interpretability — Part 2

Towards a comparable metric for AI model interpretability — Part 2

By: Howard Yang (GovTechSG), Jessica Foo (GovTechSG) With inputs from: Dr. Matthias Reso (Meta)
Go to the profile of Howard Yang
Howard Yang
Towards a comparable metric for AI model interpretability — Part 1

Towards a comparable metric for AI model interpretability — Part 1

By: Howard Yang (GovTechSG), Jessica Foo (GovTechSG)  With inputs from: Dr. Matthais Reso (Meta)
Go to the profile of Howard Yang
Howard Yang
Deploying Job Recommender Systems in Production

Deploying Job Recommender Systems in Production

Contributors: Joel Foo (GovTech), Jack Ong (former GovTech)
Go to the profile of Joel Foo
Joel Foo
Generating Job Recommendations for Jobseekers on MyCareersFuture

Generating Job Recommendations for Jobseekers on MyCareersFuture

Contributors: Fred Teo (GovTech), Clarence Ng (GovTech), Elizabeth Lim (GovTech), Lua Jiong Wei
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Elizabeth Lim
Using Recommender Systems to Improve Job Search with the JumpStart Platform

Using Recommender Systems to Improve Job Search with the JumpStart Platform

Finding a job can be exhausting. The job search process involves sieving through hundreds of options, keeping track of multiple…
Go to the profile of Tay Mingfang
Tay Mingfang
How We Used AI-based Video Analytics to Identify Mosquito Larval Species

How We Used AI-based Video Analytics to Identify Mosquito Larval Species

Project Leads: Dr. Chew Kian Hoe (NEA), Zhao Wenxin (NEA), Deng Lu (NEA), Phoebe Tang (NEA), Jazlyn Ang (NEA)
Go to the profile of Teckwee
Teckwee
How we deployed an Artificial Intelligence (AI) solution quickly during Circuit Breaker

How we deployed an Artificial Intelligence (AI) solution quickly during Circuit Breaker

Want to take a walk in the park but concerned about crowds? Find out how AI is used to provide live data to the Safe Distance @ Parks…
Go to the profile of Rachel Shong
Rachel Shong
A Manager’s Guide to Dashboarding: How to Avoid Straying Down the Dark Path

A Manager’s Guide to Dashboarding: How to Avoid Straying Down the Dark Path

Star Wars depicts the iconic struggle between the light and dark side of the force. The same conflict lies within the world of BI tools …
Go to the profile of Rory Tan
Rory Tan
Building Text Classifiers to Handle Municipal Issues — Experiments with TF-IDF, GloVe, BiLSTM-CNN…

Building Text Classifiers to Handle Municipal Issues — Experiments with TF-IDF, GloVe, BiLSTM-CNN…

This post is an extension of the main post on building an analytics engine for the MSO chatbot. The intended audience…
Go to the profile of Watson Chua
Watson Chua
Training the OneService Chatbot to Analyse Feedback on Municipal Issues Using Natural Language…

Training the OneService Chatbot to Analyse Feedback on Municipal Issues Using Natural Language…

In order to provide a quality living environment for residents, the Municipal Services Office (MSO) needs to tackle municipal issues…
Go to the profile of Watson Chua
Watson Chua
Artificial Intelligence in the Food Industry — Using AI to Enhance Singapore’s Food Security

Artificial Intelligence in the Food Industry — Using AI to Enhance Singapore’s Food Security

GovTech and SFA have collaborated to enhance our food security by using AI technology to automate a micro-organism counting process.
Go to the profile of Muhammad Nazar
Muhammad Nazar
Using BERT to Build a Whole-Of-Government Chatbot

Using BERT to Build a Whole-Of-Government Chatbot

If you haven’t already used it before, Ask Jamie is a virtual assistant (also commonly known as a chatbot) implemented on government…
Go to the profile of Watson Chua
Watson Chua
Forward-Deployed Teams  — A Catalyst for Public Sector Digital Transformation

Forward-Deployed Teams  — A Catalyst for Public Sector Digital Transformation

A short introduction to DSAID’s agency-facing data science team.
Go to the profile of Joy Luo
Joy Luo
Wanted: Data Scientists — how we designed our first case interview

Wanted: Data Scientists — how we designed our first case interview

A data science team cannot function without data scientists. Good ones, preferably. But what exactly does anyone mean when they use the…
Go to the profile of Lin Zi
Lin Zi
(Not-so-)Fantastic Rats and How To Find Them

(Not-so-)Fantastic Rats and How To Find Them

To all Fantastic Beasts fans out there — sorry to burst your bubble, but searching for critters requires more machine learning rather than…
Go to the profile of Lionel Teo
Lionel Teo
Lessons in managing data science projects

Lessons in managing data science projects

Here in DSAID, when we provide data science consulting services to other public agencies, our officers take on the role of both data…
Go to the profile of Lionel Teo
Lionel Teo
Using Robust Optimisation and Mixed Integer Programming to manage Singapore’s water resources —…

Using Robust Optimisation and Mixed Integer Programming to manage Singapore’s water resources —…

The reader may need some basic knowledge of probability to understand the content in this segment.
Go to the profile of Kai Wei 凯玮
Kai Wei 凯玮
Using Robust Optimisation and Mixed Integer Programming to manage Singapore’s water resources —…

Using Robust Optimisation and Mixed Integer Programming to manage Singapore’s water resources —…

Get a coffee️, bubble tea while we walk you through a toy example.
Go to the profile of Kai Wei 凯玮
Kai Wei 凯玮
Using Robust Optimisation and Mixed Integer Programming to manage Singapore’s water resources —…

Using Robust Optimisation and Mixed Integer Programming to manage Singapore’s water resources —…

Data Science Artificial Intelligence Division (DSAID) is excited to share our implementation and impact of Data Science projects in the…
Go to the profile of Kai Wei 凯玮
Kai Wei 凯玮
Human Pose Estimation and Human Action Recognition: Experimenting for public good

Human Pose Estimation and Human Action Recognition: Experimenting for public good

If you have played console games with Microsoft Kinect before, you might wonder how Microsoft Kinect is able to recognise your actions…
Go to the profile of Delon
Delon
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