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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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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, 2024
Unlocking Insights with Transparency: Agentic AI with Graph-based Agent
Unlocking Insights with Transparency: Agentic AI with Graph-based Agent
In today’s data-driven world, businesses need insights but are inundated with vast amounts of data. Technologies like Agentic AI and…
Lois Ji Ronghui
Jan 7
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Eliciting Toxic Singlish from r1
Eliciting Toxic Singlish from r1
⚠️ Warning ⚠️ This article may contain offensive material, and is presented here solely for educational and research purposes only.
Gabriel Chua
Jan 22
Accelerating LLM Inference with Speculative Decoding: Fine-Tuning LLMs with Hansard Q&A for Speed…
Accelerating LLM Inference with Speculative Decoding: Fine-Tuning LLMs with Hansard Q&A for Speed…
Deploying models on live production systems is challenging and improving latency is one of the biggest challenges; we can also reduce costs
Wilson Ng Wei Xuan
Jan 15
What School Didn’t Teach Me
What School Didn’t Teach Me
5 Lessons from My GovTech Internship
Shing Yee
Dec 19, 2024
Open-sourcing an Off-Topic Prompt Guardrail
Open-sourcing an Off-Topic Prompt Guardrail
How we developed a fast, lightweight zero-shot classifiers for user prompt’s relevance to the system prompt.
Shing Yee
Dec 10, 2024
BYOG (Build Your Own Guardrails) with Synthetic Data
BYOG (Build Your Own Guardrails) with Synthetic Data
With LLMs, we can train our own customised guardrail classifiers, especially in pre-production when we have little data.
Shing Yee
Dec 9, 2024
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, 2024
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, 2024
Right sizing your LLM infrastructure
Right sizing your LLM infrastructure
How much is too much?
Ng Shangru
Aug 28, 2024
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, 2024
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, 2024
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, 2024
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, 2024
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, 2024
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, 2024
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, 2024
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, 2024
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, 2024
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, 2024
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, 2024
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, 2024
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, 2024
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, 2024
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, 2024
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, 2024
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