Hi, I'm Vince Lam 👋
I'm a customer data scientist at H2O.ai working for their APAC field technology
team in Singapore. I help our customers solve business problems with machine
learning and Generative AI.
I'm passionate about AI and productivity, and I'm excited to share my learnings here on this blog. My current focus is on agentic AI.
You can see what I'm working on now here .
If you'd like to work on a project together, just drop me an email .
Featured
50+ Open-Source Options for Running LLMs Locally
Updated:There are many open-source tools for hosting open weights LLMs locally for inference, from the command line (CLI) tools to full GUI desktop applications. Here, I’ll outline some popular options and provide my own recommendations. I have split this post into the following sections
100+ Open-Source AI Agent Frameworks and Tools
Published:A comprehensive comparison table of open-source AI Agents frameworks.
🎉 One Month in Singapore's AI Scene 🤖
Published:Here’s an overview of what I’ve been up to and my main takeaways from 24 hours of meetups and conferences on Generative AI, Machine Learning for finance, and Data Engineering.
Recent Posts
📚 Book Notes: Machine Learning Design Patterns
Published:My notes on essential machine learning design patterns from Google Cloud experts, featuring practical insights on ML system architecture and implementation strategies for engineers.
Levels of Agentic Systems: Rethinking How We Define AI Agents
Published:Everyone argues on the definition of an AI agent because it's hard to define *exactly* what an AI agent is. Here I share my go-to definition.
30+ Free Mac Apps That Improve My Workflow
Published:Here's a collection of tools that have genuinely enhanced my daily productivity as a knowledge worker and data scientist.
Why I Switched My Blog Framework from Jekyll to Astro
Published:Here's why I recently switched my blog framework from Jekyll to Astro.