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Posts

2026

Understanding Backpropagation

··13 mins
I will explain how to understand and implement backpropagation, the mechanism used to train AI models, with computational graphs and intuitions.

2025

The Double-Edged Sword of Compounding

··13 mins
While many investors understand the power of compound returns, they may not fully grasp that compounding can also result in a significant downside. This post explores this double-edged sword.

2018

Understanding Fully Convolutional Networks

··32 mins
I will start from the problem of semantic segmentation, introduce how to use CNNs to solve it, and talk about fully convolutional networks, a widely used framework for semantic segmentation, in great detail. Moreover, I will analyze the MXNet implementation of FCNs.