Blog
Thoughts & Insights
Dive into my thoughts on AI, machine learning, software engineering, and the latest tech trends. Join me on this journey of continuous learning and discovery.
Fine-tuning Llama 3.2 (1B, 3B) and Using It Locally with Llama Assistant 🌟External
Hey there, AI enthusiasts! Ready to dive into the exciting world of Llama 3.2? This guide is your ticket to turning this powerful but pint-sized AI model into your very own customized assistant. We'll
Privacy in AI: Why I Created Llama Assistant
Privacy in AI is a hot topic. I created Llama Assistant to provide a privacy-focused alternative to popular AI assistants like ChatGPT or Claude AI. In this blog post, I'll share my motivation behind
Performant Django - How to optimize your Django application?
Django is a powerful and popular Python web framework known for its ease of use and flexibility. However, as your web application grows in complexity and traffic, it's crucial to optimize it for high
Review YOLO-NAS - Search for a better YOLO
A short review of advancements in YOLO-NAS - a new YOLO architecture born from Neural Architecture Search.
AnyLabeling - Smart image labeling with Segment Anything and YOLO
Let's see the magic of Segment Anything and YOLO to create a smart image labeling tool in my newest open-source project - AnyLabeling.
Airflow, MLflow or Kubeflow for MLOps?
Machine learning is now focusing more on the data (data-centric AI), and MLOps is obviously the way to bring ML projects into production. Today, I will review three popular MLOps frameworks, which are
With Daisykit – Everyone can build AI projects!
Imagine you are a software engineer or a DIY hobbyist with great ideas to build AI-powered projects. However, it will be such difficulty when you know very little or nothing about AI. The complexity o
Install OpenCV 4 on macOS using Homebrew
This is my note on how to install OpenCV 4 on macOS with Homebrew. I tested this tutorial on my Macbook Air 2020 with Apple silicon (M1 chip). When using Ubuntu, you may have already use `apt`, the po
My development environment on macOS - Macbook Air M1
I maintain this note as my instruction for setting up macOS for development. Currently, I apply this on my Macbook Air M1 2020 - 16GB RAM and 512GB SSD. My first experience with this laptop was pretty
Install ROS 2 on Raspberry Pi 4 (SD card image available)
ROS2 is an excellent framework for robotics applications. You can go further and embed a completed ROS 2 application stack in a small robot base with a Raspberry Pi computer. This post will tell you h
Paper review: "YOLOX: Exceeding YOLO Series in 2021" and application in traffic sign detection - VIA Autonomous
YOLOX is an anchor-free version of YOLO, with a simpler design but better performance! It aims to bridge the gap between research and industrial communities. With this version of YOLO, the authors won
Paper review: CenterTrack - CenterPoint - CenterPoint++
This is my note for 3 papers: CenterTrack - 2D object tracking, CenterPoint - 3D object detection and tracking, and CenterPoint++ - submission to the Waymo Real-time 3D Detection Challenge. ! CenterTr