Published inGovernment Digital Services, Singapore·Mar 29Integrating ChatGPT with internal knowledge base and question-answer platformBring the power of ChatGPT to internal knowledge management — ChatGPT is highly adept at providing general information, albeit with some limitations. Meanwhile, internal knowledge management is becoming more and more critical in a post-pandemic world with hybrid working and higher employee turnover, according to Gartner. How can we bring the power of ChatGPT to internal knowledge management? In this…ChatGPT9 min readChatGPT9 min read
Published inGovernment Digital Services, Singapore·Nov 11, 2022Deploying Serverless GitLab Runners on AWS Fargate with TerraformA complete setup of secure and scalable serverless GitLab runners on AWS Fargate via Terraform IAC As GitLab becomes widely used in GovTech, we need a way to manage our CICD runner fleet in the most secure and scalable way. …Gitlab6 min readGitlab6 min read
Oct 15, 2022Member-onlyThe miracle is to walk on earth, how Zen Master Thich Nhat Hanh transformed my outlook on lifeTuesday, 11th of October 2022, was the birthday of Zen Master Thich Nhat Hanh, one of the most influential Buddhist teachers of our time and revered as the “father of mindfulness”. The day is also called Thay’s Continuation Day by his students in the Plum Village tradition. “Thay” is how…Joy Of Life5 min readJoy Of Life5 min read
Published inTowards Data Science·Aug 19, 2019Run Amazon SageMaker Notebook locally with Docker containerAmazon SageMaker, the cloud machine learning platform by AWS, consists of 4 major offerings, supporting different processes along the data science workflow:Sagemaker8 min readSagemaker8 min read
Published inTowards Data Science·Jul 31, 2019Machine Learning Infrastructure with Amazon SageMaker and Terraform — A Case of Fraud DetectionThink of Machine Learning and its “deep” child, Deep Learning, one would instantly conjure up a web of complexity solvable only by massive computing power. The advent of big data and especially cloud machine learning platforms have vastly simplified access to these computing power for the wider population. A cloud…Terraform9 min readTerraform9 min read
Dec 9, 2018Creating New AWS Lambda Layer For Python Pandas LibrarySimplifying serverless data analysis with AWS Lambda — Lambda Layer was introduced last week during AWS re:Invent 2018 as one of the two major updates to the popular AWS Lambda. The leading Function-as-a-Service platform has now established a stronger foothold in the “no-sweat-scaling” “pay-per-(sub)-second” Serverless world. Lambda Layer promotes code reuse, drives further industry standardization and opens the…AWS Lambda5 min readAWS Lambda5 min read
