Multi-Task Learning for Image Classification

[v.1.0] (03/20/2023): Post published! During a recent interview with a Data Science Lead at a digital agriculture tech company, I had the opportunity to delve into the machine learning team’s exciting project. The team was utilizing multi-task learning (MTL) to deploy models to farming hardware, which piqued my interest and prompted me to explore this approach combined with deep learning. In particular, I wanted to investigate the effectiveness of MTL on vision transformers (ViT) and deep residual networks (ResNet-152)....

March 20, 2023 · 9 min · Minh T. Nguyen

System Design Concepts Mega-Blog

[v.1.0] (01/20/2023): Post started! Computer Memory & Storage Storage HDD (hard disk drive): it works by spinning magnetics disk. SSD (solid state drive): it uses NAND-based flash memory, providing fast data access, reduces power consumption, and increases durability. It is more expensive. USB Drive: is a small plug-and-play device for convenient data transfer between computers. SD Card is commonly found in camera and smartphone. There is SD Card, Mini Card, and Micro Card....

January 20, 2023 · 49 min · Minh T. Nguyen

Odin's Resources Repository

[v.1.0] (09/15/2023): Post started! Fig. 1: The Odin Project's Logo (Image source: The Odin Project). Fundamentals The Rubber-Duck method: What do you think the problem is? What exactly do you want to happen? What is actually happening? How did you get there? What have you tried so far? Web Development Why Learning to Code is So Damn Hard Quora: How can I Become a Really Good Web Developer? Quora: What makes a great web developer?...

September 15, 2023 · 11 min · Minh T. Nguyen