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AI Practice and Data Engineering Practice, GovTech
AI Practice and Data Engineering Practice, Government Technology Office, GovTech
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Featured Stories
Building Responsible AI — Why Guardrails Matter
Building Responsible AI — Why Guardrails Matter
In this post, we’ll discuss why LLM guardrails are essential, and how we think about designing and implementing them at GovTech.
Gabriel Chua
Nov 17
Training LLMs to Draft Replies to Parliamentary Questions — Fine-tuning Llama 3 and Gemma 2 with…
Training LLMs to Draft Replies to Parliamentary Questions — Fine-tuning Llama 3 and Gemma 2 with…
Introduction
Watson Chua
Jul 17
Latest Stories
From Risk to Resilience: Adding LLM Guardrails From Day 1
From Risk to Resilience: Adding LLM Guardrails From Day 1
In this post, we provide seven plus one technical tips on how to get started with LLM guardrails.
Gabriel Chua
Dec 3
Multimodal Search & Retrieval: A Case Study in Asset Cataloguing
Multimodal Search & Retrieval: A Case Study in Asset Cataloguing
In Part 2 of the Multimodal AI series, find out more about how we used Multimodal AI for cataloguing of digitised physical assets
Pye Sone Kyaw
Sep 9
Right sizing your LLM infrastructure
Right sizing your LLM infrastructure
How much is too much?
Ng Shangru
Aug 28
The many hats I wore at my GovTech — AI Practice Internship
The many hats I wore at my GovTech — AI Practice Internship
“Technology,” “Artificial Intelligence,” “Data-driven decisions” — these are buzzwords nearly everyone has heard of at some point. They…
Adithya Balaji
Aug 13
My data science internship at GovTech’s AI Practice!
My data science internship at GovTech’s AI Practice!
Hey everyone! I’m Shae-Anne, a final year Data Science and Economics student at the National University of Singapore (NUS). During my…
Eu Shae-Anne
Aug 8
Data Scientist Internship at GovTech AI Practice: Automated Stance Analysis of Citizen Discussions
Data Scientist Internship at GovTech AI Practice: Automated Stance Analysis of Citizen Discussions
Poon Zhe Xuan
Aug 7
Multimodal AI: Our Approach, Explorations, and Use Cases
Multimodal AI: Our Approach, Explorations, and Use Cases
Read more about the AI Practice’s approach towards Multimodal AI, our explorations, and use cases for the Singapore government.
Pye Sone Kyaw
Jul 29
Building LionGuard, a Contextualised Moderation Classifier to Tackle Local Unsafe Content
Building LionGuard, a Contextualised Moderation Classifier to Tackle Local Unsafe Content
Find out how we developed a moderation classifier for toxic and unsafe Singlish texts that outperforms commercial alternatives
Shaun Khoo
Jul 28
Developing AI Solutions for Content Management and Assurance: My Internship at GovTech’s AI…
Developing AI Solutions for Content Management and Assurance: My Internship at GovTech’s AI…
The spread of misinformation and strong need for efficient content management were challenges that emerged in today’s digital landscape.
Jovan Yap
Jul 25
Create your own on-premise Finetuning pipeline with Axolotl
Create your own on-premise Finetuning pipeline with Axolotl
Getting more out of your model
Ng Shangru
Jul 15
Improving RAG performance: A look at model evaluation tools in the cloud
Improving RAG performance: A look at model evaluation tools in the cloud
From the GovTech AI CapDev Team:
Ng Shangru
May 23
Evaluating Fairness of LLM-Generated Testimonials
Evaluating Fairness of LLM-Generated Testimonials
How GovTech and Resaro worked together to conduct a fairness assessment on LLM-generated draft testimonials
Shaun Khoo
May 2
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…
Ismahfaris Ismail
May 2
Synthetic Data: Navigating Its Methodologies, Applications and Challenges
Synthetic Data: Navigating Its Methodologies, Applications and Challenges
It’s beyond doubt that our current technological era is defined by data-driven decision-making, with a pursuit of AI that possesses…
Anshu Singh
Apr 11
Balefire: Navigating the Challenges of Edge AI in Smoking Detection
Balefire: Navigating the Challenges of Edge AI in Smoking Detection
How we built a one-of-a-kind smoking activity detection system at the edge
Pye Sone Kyaw
Mar 11
Empowering Public Officers: A Data Engineering Masterclass for the Public Service
Empowering Public Officers: A Data Engineering Masterclass for the Public Service
Get insights from the inagural Data Engineering Masterclass!
Ameera Adam
Feb 8
3 Takeaways on Product Management in the Singapore Government — from GovTech’s first PM…
3 Takeaways on Product Management in the Singapore Government — from GovTech’s first PM…
Last week, some product managers (PMs) from GovTech Singapore got together for the first ground-up Unconference for GovTech PMs. Starting…
Louisa
Feb 7
Need for Speed: How Transcribe Turbocharged Whisper for Real-Time Conversations
Need for Speed: How Transcribe Turbocharged Whisper for Real-Time Conversations
Co-written with Jeffrey Lee, on behalf of the Transcribe team.
Chow Keng Ji
Feb 4
My Internship Journey in DSAID-DE @ Cloak — The Central Privacy Toolkit
My Internship Journey in DSAID-DE @ Cloak — The Central Privacy Toolkit
Hello everyone! I’m Sean, a final-year computer science major at Nanyang Technological University.
Sean
Jan 24
Accelerating Machine Learning and AI impact with MLOps on Analytics.gov
Accelerating Machine Learning and AI impact with MLOps on Analytics.gov
Introduction to Analytics.gov
James Teo
Jan 9
A chat with three data science interns
A chat with three data science interns
Hear from the interns in the Quantitative Strategy team about what data science work in the public sector is like!
Shaun Khoo
Nov 30, 2023
LLM for the everyday Public Officer
LLM for the everyday Public Officer
Using RAG with Graph API
Ng Shangru
Nov 22, 2023
Revolutionising Design Thinking Workshops and Engagements in WOG with “Eureka!”
Revolutionising Design Thinking Workshops and Engagements in WOG with “Eureka!”
A Mini-App Utilising Large Language Models (LLMs)
Jeremy Goh
Nov 15, 2023
Productionising Large Language Models in Government
Productionising Large Language Models in Government
A look at the journey taken towards hosting our own on-premise LLM
Ng Shangru
Nov 10, 2023
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